Are you fascinated by machine learning and building robust machine learning pipelines which process massive amounts of data at scale and speed to provide crucial insights to the end consumers?This is exactly what we, the Machine Learning Engineering Center Of Excellence in Expedia, do. Our mission is to partner with our Machine Learning Science counterparts to use AI/ML to collaboratively transform Expedia’s data assets into intelligent and real-time insights to support a variety of applications which are used by 1000+ market managers, analysts, our supply partners, and our travelers. Our work spans across a variety of datasets and ML models and across a diverse technology stack ranging from Spark, Sagemaker, Airflow, Databricks, Kubernetes, AWS and much more! What you will do:<ul><li>You will work in a cross-functional team of Machine Learning engineers and Machine Learning Scientists to design and code large scale batch and real-time ML pipelines</li><li>Prototype creative solutions quickly by developing minimum viable products and work with seniors and peers in crafting and implementing the technical vision for the team</li><li>Communicate and work with geographically distributed cross functional teams</li><li>Participate in code reviews to assess overall code quality and flexibility</li><li>Resolve problems and roadblocks as they occur with peers and help unblock junior members of the team. Follow through on details and drive issues to closure</li><li>Define, develop, and maintain artifacts like technical design or partner documentation</li><li>Drive for continuous improvement within an agile development team</li><li>Participate in user story creation in collaboration with the team</li><li>Support and troubleshoot data and/or system issues as needed</li></ul> Who you are:<ul><li>You have a degree in software engineering, computer science or a similar field.</li><li>You have more than 3 years' experience in software development and machine learning engineering</li><li>You are comfortable programming in Python and Scala (or Java)</li><li>You have a good understanding of machine learning pipelines and machine learning frameworks such as TensorFlow and Pytorch and worked on real ML projects that have reached production environment</li><li>You have built and maintained APIs and streaming applications in a hybrid/cloud infrastructure</li><li>You have strong command of Big Data technologies, in particular Hadoop, Hive, and Spark.</li><li>You are familiar with cloud services (e.g., AWS) and workflow orchestration tools (e.g., Airflow)</li><li>You have experience working with Agile/Scrum methodologies.</li></ul> Nice to have:You are familiar with the e-commerce or travel industry. About Expedia GroupExpedia Group (NASDAQ: EXPE) powers travel for everyone, everywhere through our global platform. Driven by the core belief that travel is a force for good, we help people experience the world in new ways and build lasting connections. We provide industry-leading technology solutions to fuel partner growth and success, while facilitating memorable experiences for travelers. Expedia Group's family of brands includes: Brand Expedia®, Hotels.com®, Expedia® Partner Solutions, Vrbo®, trivago®, Orbitz®, Travelocity®, Hotwire®, Wotif®, ebookers®, CheapTickets®, Expedia Group™ Media Solutions, Expedia Local Expert®, CarRentals.com™, and Expedia Cruises™. © 2021 Expedia, Inc. All rights reserved. Trademarks and logos are the property of their respective owners. CST: 2029030-50Expedia is committed to creating an inclusive work environment with a diverse workforce. All qualified applicants will receive consideration for employment without regard to race, religion, gender, sexual orientation, national origin, disability or age.

Machine Learning Engineer III

If you need assistance during the recruiting process due to a disability, please reach out to our Recruiting Accommodations Team through the Accommodation Request form. This form is used only by individuals with disabilities who require assistance or adjustments in applying and interviewing for a job. This form is not for inquiring about a position or the status of an application. Are you passionate about solving real world problems with advanced machine learning methods?Expedia is looking for a Machine Learning Scientist/Practitioner to join the core data science team that powers marketplace design and yield management for Expedia Group. Our mission spans many areas that are core to our business, including search and sort, referral marketing, revenue management and geography. Your work will affect millions of our customers and will have a direct impact on our business results.This position will anchor the core data science team that builds algorithms for Travel Ads, our in-house performance marketing solution. Our challenges include mechanism design, optimizing the balance between advertising and transactional revenue and using behavioral data for segmentation, personalization and more. This is an applied research role – your models will be deployed to our production systems and your results will be measured objectively via A|B testing. Expedia has deep and rich data sets, many still untapped, and your passion for the craft of statistics and machine learning has the power to unlock tangible growth for our business. We are looking for someone with hands on experience building machine learning models, either in an academic or industrial setting. You should have an advanced degree (PhD preferred) in machine learning / computer science or other quantitative discipline. The ideal candidate will have experience in online advertising models, especially click-based ones. What you will do:<ul><li>Understand the business problem, identify the key challenges, formulate the machine learning problem and provide/prototype solutions</li><li>Be able to debug and correct your data assumption through AB testing</li><li>Document the technical details of your work</li><li>Collaborate and brainstorm with other team members</li><li>Collaborate extensively with stakeholders, program management, and software development team members to ensure that solutions meet business needs, permit valid inferences, and have functional feasibility.</li></ul> Who you are:<ul><li>PhD or MS in computer science or equivalent quantitative fields with background both machine learning (PhD preferred) and software development</li><li>3+ years industry experience and hands on experience building machine learning models</li><li>Strong algorithm design and programming skills in at least one high level language like C++/Java/Scala, and scripting languages like Python/R</li><li>Experience with distributed computing (Hadoop/Spark)</li><li>Hands-on experience with deep learning technologies are a plus</li><li>Passion for solving interesting and meaningful real-world problems using principled techniques and practices</li><li>2+ years’ experience of working with live data (data cleaning, data visualization and modeling)</li><li>Collaborates well in a team and sensitive to clients' needs, while developing warm relationships</li><li>Experience with documenting, synthesizing, and communicating results.</li><li>Willingness to think through ambiguous problems with others</li><li>Published original work in Machine Learning</li></ul>Experience with online advertised models would be ideal! About Expedia GroupExpedia Group (NASDAQ: EXPE) powers travel for everyone, everywhere through our global platform. Driven by the core belief that travel is a force for good, we help people experience the world in new ways and build lasting connections. We provide industry-leading technology solutions to fuel partner growth and success, while facilitating memorable experiences for travelers. Expedia Group's family of brands includes: Brand Expedia®, Hotels.com®, Expedia® Partner Solutions, Vrbo®, trivago®, Orbitz®, Travelocity®, Hotwire®, Wotif®, ebookers®, CheapTickets®, Expedia Group™ Media Solutions, Expedia Local Expert®, CarRentals.com™, and Expedia Cruises™. © 2021 Expedia, Inc. All rights reserved. Trademarks and logos are the property of their respective owners. CST: 2029030-50Employment opportunities and job offers at Expedia Group will always come from Expedia Group’s Talent Acquisition and hiring teams. Never provide sensitive, personal information to someone unless you’re confident who the recipient is. Expedia Group does not extend job offers via email or any other messaging tools to individuals to whom we have not made prior contact. Our email domain is @expediagroup.com. The official website to find and apply for job openings at Expedia Group is lifeatexpediagroup.com/jobs.Expedia is committed to creating an inclusive work environment with a diverse workforce. All qualified applicants will receive consideration for employment without regard to race, religion, gender, sexual orientation, national origin, disability or age.

Senior Data Scientist (Auctions and Online Ads)

<ul><li>Internship Data Engineer (80-100% for 6-12 months)</li><li>Hitachi Zosen Inova AG</li><li>Zürich (Schweiz)</li><li>Vocational training</li><li>IT</li><li>Research, development, teaching</li></ul> About usZurich-based green-tech company Hitachi Zosen Inova (HZI) is a global leader in solutions for energy transition and circular economy including Energy from Waste (EfW) and Renewable Gas (RG), operating as part of the Hitachi Zosen Corporation Group. HZI acts as a project developer, technology supplier and engineering, procurement and construction (EPC) contractor delivering complete turnkey plants and system solutions for thermal and biological waste recovery. Its solutions are based on efficient and environmentally sound technologies, are thoroughly tested, and can be flexibly adapted to customer requirements. HZI’s Service Solutions Group combines its own research and development with comprehensive manufacturing and erection capabilities to provide support throughout a plant’s entire plant cycle. HZI works for customers ranging from established waste management companies to up-and-coming partners in new markets. Its innovative and reliable solutions have been part of more than 1,600 reference projects worldwide. Your responsibilitiesThe Advanced Digitalization group in the Technology and Digitalization department is developing innovative digital products to support our customers in maximizing the performance of their plants. In this role you will be supporting R&amp;D projects contributing to setup the ETL procedures and pipelines:<ul><li>Work with data scientists and process experts to identify and specify requirements for data consolidation, data quality and data reliability</li><li>Develop data consolidation procedures for sensor data, reports, and other sources of data</li><li>Assess data quality and reliably and explore monitoring frameworks working with data engineers</li><li>Develop data labelling and annotation procedures</li><li>Develop frameworks towards automatization and pipelines working with data engineers</li></ul> Your experiences<ul><li>Currently enrolled or completed BSc or MSc degree in Computer Science or related technical field</li><li>Exposure to python from studies, internships, or any other practical experience</li><li>Good command of English</li><li>Self-motivation and disciplined work ethics with a strong interest in self learning</li></ul> We offer<ul><li>Responsible challenge with diversified field of activity</li><li>Team-oriented working atmosphere in an international Company</li><li>Personal development opportunities through own Inova Academy</li><li>Opportunity to gain an insight into various technical disciplines</li><li>Excellent employment conditions</li><li>Attractive working place (central, good transport links)</li><li>Modern infrastructure</li></ul> ContactDo you have any questions? Please contact us.We look forward to receiving your application in English.For HR agencies: Please note that we do not accept applications coming from agencies. Thank you.Florence ZuffereyTalent Acquisition Manager

Internship Data Engineer (80- for 6-12 months)

Software Development Engineer II – API/DataDo you want to drive innovation in the travel industry? Does the prospect of crafting an industry-leading marketplace excites you? Would you like to work side-by-side with outstanding data scientists, engineers, product managers and UX designers? If yes, the Expedia Travel Partner Group Technology team has your next career opportunity. We are seeking creative Software Engineer to create and grow leading products for Hotel Partners in using data and technology.Our mission is to revolutionize travel through the power of technology. Collectively, the Expedia brands cover virtually every aspect of researching, planning, and booking travel, from choosing the best airplane seat to planning what to do in a destination once you arrive. Each month, millions of consumers trust Expedia to travel around the world, and we believe that this contributes to making the world a more open and better place. Providing the best travel options in the world requires having an awesome marketplace that accommodation providers find engaging and relevant. We power the industry-leading revenue management tools for hotels and vacation rental. With a combination of vast market data and predictive Data-Science models, we provide insights to our hotel partners which allows them to optimize their pricing via our web applications and partner-facing APIs. If you join us, your key challenges would be to research, design and implement robust and scalable APIs for our Revenue Management solution that can serve all our Vacation Rental and other Line of Business while ensuring that we keep delivering the best experience for our more traditional Hotel Partner business. What you will do:<ul><li>Work closely with the TPM and product teams to shape new product features</li><li>Be responsible and develop scalable, resilient and performant applications</li><li>Be highly involved in design sessions (challenge, help, resolve…)</li><li>Monitor and support our applications, systems and APIs</li></ul> Our team values:<ul><li>As a Software Development Engineer II, you should demonstrate excellence and commitment in our team values as well as helping your team doing the same.</li><li>Eager to learn and share the experience with the team – stay hungry for more</li><li>A natural team-player that places team success in front of personal success</li><li>Open minded to work with different cultures and people from all over the world</li><li>Take ownership and pride in what you do – don’t settle for just enough – look for excellence in every single detail</li><li>Ability to look at the wider context, to quickly think at the high-level picture both technically and timely</li><li>Strong business insight balanced with technical needs</li></ul> Who you are:<ul><li>Experience in designing APIs for external and/or internal consumers (OpenAPI V3 as preference)</li><li>Experience in Java SpringBoot</li><li>Software quality (unit tests, end-to-end tests...)</li><li>Knowledge of different services AWS offers and their usage</li><li>Experience in NodeJS</li><li>Experience in GraphQL using Apollo server</li><li>Experience in data streaming with Kafka</li></ul> About Expedia GroupExpedia Group (NASDAQ: EXPE) powers travel for everyone, everywhere through our global platform. Driven by the core belief that travel is a force for good, we help people experience the world in new ways and build lasting connections. We provide industry-leading technology solutions to fuel partner growth and success, while facilitating memorable experiences for travelers. Expedia Group's family of brands includes: Brand Expedia®, Hotels.com®, Expedia® Partner Solutions, Vrbo®, trivago®, Orbitz®, Travelocity®, Hotwire®, Wotif®, ebookers®, CheapTickets®, Expedia Group™ Media Solutions, Expedia Local Expert®, CarRentals.com™, and Expedia Cruises™. © 2021 Expedia, Inc. All rights reserved. Trademarks and logos are the property of their respective owners. CST: 2029030-50Expedia is committed to creating an inclusive work environment with a diverse workforce. All qualified applicants will receive consideration for employment without regard to race, religion, gender, sexual orientation, national origin, disability or age.

Software Development Engineer II – API/Data

<ul><li>Develop, test and deliver high quality reports, visualizations and analytical apps according to business needs;</li><li>Extract business requirements, create specifications and estimate effort required to deliver solutions as a bridge between businesses and technology teams;</li><li>Contribute to organizational improvement by gathering and analyzing data, preparing reports;</li><li>Maintain the report inventory and data catalog;</li><li>Use applications and tools for data transformation, ingestion, and visualization;</li><li>Investigate and resolve data discrepancies;</li><li>Produce training materials and train business users in using the tools;</li><li>Understand, explain, and interact on complex topics with both business and technical teams;</li><li>Contribute to the development of processes and best practices in delivering Data &amp; Analytics solutions;</li><li>Actively support and share knowledge across the extended Data &amp; Analytics team.</li></ul> Requirements<ul><li>4+ years experience delivering reports, visualizations, and analytical applications to drive business decisions;</li><li>Bachelor degree or higher in Business, Engineering, Statistics, Finance or Information technology;</li><li>Experience with Azure, PowerBI, Tableau, SSRS, Python, SQL, Alteryx or KNIME is a plus;</li><li>Experience in private markets is a plus;</li><li>Interest in and strong affinity with technology;</li><li>Excellent analytical and technical skills and attention to detail;</li><li>Great team player and ability to work collaboratively at various levels of the organization;</li><li>B usiness oriented and dedicated to meeting expectations and requirements;</li><li>S elf-motivated, proactive, takes ownership and uses initiative;</li><li>Strong organizational skills with the ability to prioritize work within a dynamic, deadline-driven environment;</li><li>Fluency in English, German is a plus.</li></ul> Contact Information<ul><li>If you are interested in becoming an integral part of a successful alternative investment management team in an international, multicultural working environment we will be pleased to get to know you soon.</li><li>For further information please contact us.</li><li>Alexandra Hohermuth</li><li>Human Resources</li><li>LGT Capital Partners AG, Pfaeffikon</li></ul> Contact:+41 55 415 93 37

Data & Analytics Solutions Engineer

As a Resident Solutions Architect (RSA) in our Professional Services team you will work with clients on short to medium term customer engagements on their big data challenges using the Databricks platform. You will provide data engineering, data science, and cloud technology projects which require integrating with client systems, training, and other technical tasks to help customers to get most value out of their data. RSAs are billable and know how to complete projects according to specification with excellent customer service. You will report to the RSA Manager/Lead. The impact you will have:<ul><li>You will work on a variety of impactful customer technical projects which may include building reference architectures, how-to's and production grade MVPs</li><li>Guide strategic customers as they implement transformational big data projects, 3rd party migrations, including end-to-end design, build and deployment of industry-leading big data and AI applications</li><li>Consult on architecture and design; bootstrap or implement strategic customer projects which leads to a customers' successful understanding, evaluation and adoption of Databricks.</li><li>Provide an escalated level of support for customer operational issues.</li><li>You will work with the Databricks technical team, Project Manager, Architect and Customer team to ensure the technical components of the engagement are delivered to meet customer's needs.</li><li>Work with Engineering and Databricks Customer Support to provide product and implementation feedback and to guide rapid resolution for engagement specific product and support issues.</li></ul> What we look for:<ul><li>5+ years experience with Big Data Technologies such as Spark, Kafka, Cloud Native and Data Lakes in a customer-facing post-sales, technical architecture or consulting role. (# of years is only referenced as a guideline to the potential experience you may have gained during this period and is not an explicit requirement, all applicants will be judged equally)</li><li>Comfortable writing code in either Python or Scala.</li><li>Experience with technical project delivery - managing scope and timelines.</li><li>Documentation and white-boarding skills.</li><li>Experience working with clients and managing conflicts.</li><li>Build skills in technical areas which support the deployment and integration of Databricks-based solutions to complete customer projects.</li><li>Travel to customers 20 - 30% of the time.</li></ul> Benefits<ul><li>Life, accident and disability coverage</li><li>Company pension with employer contribution</li><li>Equity awards</li><li>Paid parental leave</li><li>Gym reimbursement</li><li>Annual personal development fund</li><li>Work headphones reimbursement</li><li>Business travel insurance</li><li>Mental wellness resources</li></ul> About DatabricksDatabricks is the data and AI company. More than 7,000 organizations worldwide — including Comcast, Condé Nast, H&amp;M, and over 40% of the Fortune 500 — rely on the Databricks Lakehouse Platform to unify their data, analytics and AI. Databricks is headquartered in San Francisco, with offices around the globe. Founded by the original creators of Apache Spark™, Delta Lake and MLflow, Databricks is on a mission to help data teams solve the world’s toughest problems.

Big Data Solutions Architect

As a Resident Solutions Architect (RSA) in our Professional Services team you will work with clients on short to medium term customer engagements on their big data challenges using the Databricks platform. You will provide data engineering, data science, and cloud technology projects which require integrating with client systems, training, and other technical tasks to help customers to get most value out of their data. RSAs are billable and know how to complete projects according to specification with excellent customer service. You will report to the RSA Manager/Lead. The impact you will have:<ul><li>You will work on a variety of impactful customer technical projects which may include building reference architectures, how-to's and production grade MVPs</li><li>Guide strategic customers as they implement transformational big data projects, 3rd party migrations, including end-to-end design, build and deployment of industry-leading big data and AI applications</li><li>Consult on architecture and design; bootstrap or implement strategic customer projects which leads to a customers' successful understanding, evaluation and adoption of Databricks.</li><li>Provide an escalated level of support for customer operational issues.</li><li>You will work with the Databricks technical team, Project Manager, Architect and Customer team to ensure the technical components of the engagement are delivered to meet customer's needs.</li><li>Work with Engineering and Databricks Customer Support to provide product and implementation feedback and to guide rapid resolution for engagement specific product and support issues.</li></ul> What we look for:<ul><li>5+ years experience with Big Data Technologies such as Spark, Kafka, Cloud Native and Data Lakes in a customer-facing post-sales, technical architecture or consulting role. (# of years is only referenced as a guideline to the potential experience you may have gained during this period and is not an explicit requirement, all applicants will be judged equally)</li><li>Comfortable writing code in either Python or Scala.</li><li>Experience with technical project delivery - managing scope and timelines.</li><li>Documentation and white-boarding skills.</li><li>Experience working with clients and managing conflicts.</li><li>Build skills in technical areas which support the deployment and integration of Databricks-based solutions to complete customer projects.</li><li>Travel to customers 20 - 30% of the time.</li></ul> Benefits<ul><li>Life, accident and disability coverage</li><li>Company pension with employer contribution</li><li>Equity awards</li><li>Paid parental leave</li><li>Gym reimbursement</li><li>Annual personal development fund</li><li>Work headphones reimbursement</li><li>Business travel insurance</li><li>Mental wellness resources</li></ul> ﻿About DatabricksDatabricks is the data and AI company. More than 7,000 organizations worldwide — including Comcast, Condé Nast, H&amp;M, and over 40% of the Fortune 500 — rely on the Databricks Lakehouse Platform to unify their data, analytics and AI. Databricks is headquartered in San Francisco, with offices around the globe. Founded by the original creators of Apache Spark™, Delta Lake and MLflow, Databricks is on a mission to help data teams solve the world’s toughest problems.

Big Data Architect Post-Sales

We have established a new data science practice at Canonical. The team will innovate in the open source data science technology stack, deliver advanced business analytics, support product roadmap decisions for Canonical through actionable insights, and lead by example in setting and publicly advocating for industry standards in open source data science. The team will have both Data Scientists and Data Engineers. As a Data Scientist at Canonical you will work to generate actionable insights from data across the Canonical ecosystem. Our Data Engineers work hard to make sure that you have the right data - with the right safeguards - in your hands at any time. As a Data Scientist, your challenge is to transform that data into meaningful changes in our operations, decision-making or awareness. You will design, deploy and evaluate machine learning models at scale on cutting-edge infrastructure. You will use a range of analytics capabilities to build decision-support tools, dashboards, monitoring and reports. As an internal user, you will shape, beta test and contribute to our open source data platforms and MLOps solutions. This work requires proactive collaboration in a worldwide distributed team of engineers who are experts in many fields. At Canonical you will partner up with key stakeholders to build data products to support our diverse offerings - from Ubuntu Desktop and Server, cloud infrastructure at the largest scale, to open source robotics and IoT solutions. You will be at the forefront of technical development in open source data science. As such, you will get the chance to advocate for solutions, which you help to build, at the most prestigious industrial and academic venues worldwide. We expect Bachelor's degree or equivalent in Computer Science or a related engineering field Ability to decompose complex business problems into computational experiments Rigorous and consistent application of the scientific method Ability to condense heterogeneous data into understandable forms Experience with open source data platform software, from ingestion to visualization Experience with the Python scientific stack, data structures, and algorithms Experience within machine learning frameworks such as TensorFlow or PyTorch Experience with RDBMS or NoSQL databases and ability to use SQL Experience using Linux as an advanced user Basic understanding of containerization technologies such as Docker and Kubernetes Excellent verbal and written communication skills in English Ability to collaborate remotely with a diverse set of team members and stakeholders Motivated, productive, and organized in a fully remote environment Ability to travel to international destinations for up to two weeks at a time, approximately 2-4 times per year. Locations prior to the global pandemic included New York, Seattle, London, Cape Town, Budapest, Berlin, Montreal, and Brussels. What Canonical offers Personal learning and development budget Annual compensation review Recognition rewards Annual leave Priority Pass for travel Canonical is a growing international software company that works with the open-source community to deliver Ubuntu, the world's best free software platform. Our services help businesses worldwide reduce costs, improve efficiency and enhance security with Ubuntu. We are proud to foster a workplace free from discrimination. Diversity of experience, perspectives, and background create a better work environment and better products. Whatever your identity we will give your application fair consideration. #LI-remote

Data Scientist, Commercial Systems

Contexte :Dans le département Recherche Innovation de Capgemini Engineering, vous intégrerez l’équipe Medic@ sous la responsabilité du chef de projet sous la responsabilité du chef de projet et de la coordination scientifique de la division EST.Le projet porte sur l’application des techniques du traitement automatique du langage naturel (NLP) à l’extraction d’information et à la gestion de la connaissance dans un contexte médical et dans le cadre de la gestion des projets R&amp;D.Vos responsabilités Missions :<ul><li>​Intégré à l’équipe Recherche Innovation vous serez en charge de :</li><li>Participer à l’étude de l’existant (Etat de l’art)</li><li>Participer aux décisions techniques et scientifiques</li><li>Participer à l’implémentation des algorithmes de NLP</li><li>Assurer la docume ntation autour du projet (rapports, article présentations).</li><li>Gestion de projet et d’équipe.</li></ul> Votre profil<ul><li>De formation Ingénieur ou Master 2 (Bac 5 en Informatique avec une traitement du langage naturel), vous avez des connaissances en deep learning, vous maîtrisez le langage de programmation Python et avez déjà interagi avec des frameworks de Machine Learning Pytorch, TensorFlow et des librairies d’NLP : HuggingFace, NLTK, SpaCy.</li><li>Vous êtes capable de déployer en multiplateforme des modèles de Machine Learning (Docker, Cuda, cudnn)</li><li>Vous disposez d’un bon esprit d’analyse, curieux, créatif et surtout vous êtes autonome et vous savez prendre des initiatives. Un bon relationnel, une écoute active et une bonne communication vous seront demandés.</li><li>La maîtrise du français et de l’anglais sont demandés</li><li>Ce poste est ouvert aux personnes en situation de handicap</li></ul>

Stage : Informatique et Intelligence Artificielle en R&D E-santé (H/F)

Le descriptif de l’offre ci-dessous est en AnglaisNiveau de diplôme exigé : Bac + 5 ou équivalentFonction : Doctorant A propos du centre ou de la direction fonctionnelleThe Inria Rennes - Bretagne Atlantique Centre is one of Inria's eight centres and has more than thirty research teams. The Inria Center is a major and recognized player in the field of digital sciences. It is at the heart of a rich R&amp;D and innovation ecosystem: highly innovative PMEs, large industrial groups, competitiveness clusters, research and higher education players, laboratories of excellence, technological research institute, etc. Contexte et atouts du posteWithin the framework of the Chaire "IA Défense SAIDA". Mission confiée Membership InferenceOne of the wonders of machine learning is that it turns any kind of data into mathematical equations. Once you train a machine learning model on training examples—whether it’s on images, audio, raw text, or tabular data—what you get is a set of numerical parameters. In most cases, the model no longer needs the training dataset and uses the tuned parameters to map new and unseen examples to categories or value predictions. You can then discard the training data and publish the model on GitHub or run it on your own servers without worrying about storing or distributing sensitive information contained in the training dataset. Nevertheless, a type of privacy-leak oriented attack against ML systems, namely membership inference, makes it possible to detect whether a given data instance was used to train a machine learning model. In many cases, the attackers can stage membership inference attacks without having access to the machine learning model’s parameters. They just query the model and observe its output (soft decision scores or hard predicted labels). Membership inference can cause severe security and privacy concerns in cases where the target model has been trained with sensitive information. For example, identifying that a certain patient’s clinical record was used to train a automatic diagnosis model reveals that the patient’s identity and relevant personal information. Moreover, such privacy risk might lead commercial companies who wish to leverage machine learning-as-a-service to violate privacy regula- tions. [VBE18] argues that membership inference attacks on machine learning models increase greatly the vulnerability of machine learning service providers on privacy leaks. They may face further legal issues related to privacy information breaching in their business practices due to GDPR (General Data Protection Regulation). ThesisIn this thesis, our plan is to first implement and benchmark typical membership inference attacks proposed in the literature [LZ21, SDS+19, SSSS17, CCTCP21, CCN+22]. We need to carefully outline the impact of crucial parameters such as the hardness of the classification task (dimension of the inputs, number of classes), the size (depth, number of parameters), the training procedure (data augmentation), and the potential overfitting of the target model. This also includes the working assumptions about the attacker’s knowledge on the training data and his computation power. Indeed, some attacks rely on unrealistic assumptions. Designing more tractable attacks is key in order to clearly define when membership attacks are a real threat in practice. In differential privacy [ACG+16, NST+21], a common defense is to randomize the procedure by adding noise either on the inputs (the training data set), the training procedure of the model, or the outputs (the trained model’s parameters). This idea witnesses several implementations in modern machine learning like randomness in label smoothing, data augmentation, or penalization. The study focuses on evaluating the multiple trade-off between the loss of classification performance, the preven- tion of overfitting, and the gain of robustness against membership inference attacks but also against adversarial attacks [SSM19].Beyond inferring the membership of a given instance, we will also study the feasibility of attribute inference attack targeting to reversely estimate the attributes of training data, which is an extension to membership inference. ExpectationsThe candidate for this thesis is expected to have accomplished courses on Machine Learning and/or have experience of implementing Machine Learning algorithms using Python for practical data mining problems. Especially, expertise in using Pytorch will be required in the project. Theoretical developments are also expected based on statistics and theory of machine learning and approximation. References[ACG+ 16] Martin Abadi, Andy Chu, Ian Goodfellow, H Brendan McMahan, Ilya Mironov, Kunal Talwar, and Li Zhang. Deep learning with differential privacy. In Proceedings of the 2016 ACM SIGSAC conference on computer and communications security, pages 308– 318, 2016.[CCN+ 22] Nicholas Carlini, Steve Chien, Milad Nasr, Shuang Song, Andreas Terzis, and Florian Tramer. Membership inference attacks from first principles. In 2022 IEEE Symposium on Security and Privacy (SP), pages 1519–1519. IEEE Computer Society, 2022.[CCTCP21] Christopher A Choquette-Choo, Florian Tramer, Nicholas Carlini, and Nicolas Paper- not. Label-only membership inference attacks. In International conference on machine learning, pages 1964–1974. PMLR, 2021.[LZ21] Zheng Li and Yang Zhang. Membership leakage in label-only exposures, 2021.[NST+ 21] Milad Nasr, Shuang Songi, Abhradeep Thakurta, Nicolas Papemoti, and Nicholas Carlin. Adversary instantiation: Lower bounds for differentially private machine learning. In 2021 IEEE Symposium on Security and Privacy (SP), pages 866–882. IEEE, 2021.[SDS+ 19] Alexandre Sablayrolles, Matthijs Douze, Cordelia Schmid, Yann Ollivier, and Hervé Jégou. White-box vs black-box: Bayes optimal strategies for membership inference. In International Conference on Machine Learning, pages 5558–5567. PMLR, 2019.[SSM19] Liwei Song, Reza Shokri, and Prateek Mittal. Privacy risks of securing machine learning models against adversarial examples. In Proceedings of the 2019 ACM SIGSAC Confer- ence on Computer and Communications Security, pages 241–257, 2019.[SSSS17] Reza Shokri, Marco Stronati, Congzheng Song, and Vitaly Shmatikov. Membership in- ference attacks against machine learning models. In 2017 IEEE symposium on security and privacy (SP), pages 3–18. IEEE, 2017.[VBE18] Michael Veale, Reuben Binns, and Lilian Edwards. Algorithms that remember: Model inversion attacks and data protection law. Social Science Research Network, 2018. CompétencesTechnical skills and level required : Machine Learning, Statistics, Information theory, PytorchLanguages : English Avantages<ul><li>Subsidized meals</li><li>Partial reimbursement of public transport costs</li><li>Possibility of teleworking (90 days per year) and flexible organization of working hours</li><li>partial payment of insurance costs</li></ul> RémunérationMonthly gross salary amounting to 2051 euros for the first and second years and 2158 euros for the third year

PhD Position F/M Membership Inference Attack in Machine Learning

Ingénieur-e de recherche, revue de la littérature et méta-analyse des effets de l’agriculture de conservation Présentation INRAE L’Institut national de recherche pour l’agriculture, l’alimentation et l’environnement (INRAE) est un établissement public de recherche rassemblant une communauté de travail de 12 000 personnes, avec 268 unités de recherche, de service et expérimentales, implantées dans 18 centres sur toute la France. INRAE se positionne parmi les tout premiers leaders mondiaux en sciences agricoles et alimentaires, en sciences du végétal et de l’animal. Ses recherches visent à construire des solutions pour des agricultures multi-performantes, une alimentation de qualité et une gestion durable des ressources et des écosystèmes. Environnement de travail, missions et activités Vous serez accueilli(e) sur le centre INRAE de Bourgogne-Franche-Comté, au sein de l'UMR Agroécologie (Unité Mixte de Recherche en Agroécologie). Les recherches de l'UMR portent sur la connaissance et la compréhension de la biodiversité et des interactions biotiques dans les agroécosystèmes afin de les valoriser lors de la conception de systèmes cultures durables et performants aux niveaux agronomique et environnemental. Elle comprend près de 350 personnes titulaires et contractuelles et gère annuellement plus de 100 projets de recherche contractuels. Le poste est proposé dans le cadre d’un projet de partenariat scientifique entre les unités de recherche UMR Agroécologie (Dijon), UMR AGIR (Toulouse), Unité MIA (Paris-Saclay) et la Direction à l'expertise scientifique collective, à la prospective et aux études (DEPE, Paris). Ce projet scientifique collaboratif vise à conduire une analyse exhaustive de la littérature scientifique ayant publiée des travaux sur les performances des systèmes en agriculture de conservation des sols sur la fourniture de services écosystémiques (rendement, pression bioagresseurs, séquestration du carbone, émissions de gaz à effets de serre, dynamique des nutriments, activité biologique, qualité des sols, etc.) à l’échelle mondiale. Ce travail déjà initié à travers une cartographie des mété-analyses publiées a permis d’identifier 189 méta-analyses. Certaines évaluent les effets de la mise en œuvre d’un, de deux, parfois des 3 piliers de l’ACS. Dans ce derniers cas, 27 méta-analyse à l’échelle mondiale, dont 14 à l’échelle européenne sont recensées. En étroite collaboration avec Stéphane Cordeau, Bruno Chauvel, Pierre-Alain Maron (INRAE, UMR Agroécologie, Dijon), Jean-Pierre Sarthou (ENSAT, UMR AGIR, Toulouse), David Makowski (INRAE, Unité MIA, Paris-Saclay), et Guy Richard, Lise Pareysis et Anaïs Tibi (INRAE, DEPE, Paris), vous serez plus particulièrement en charge de : Poursuite du travail d’analyse du corpus bibliographique jusqu’à publication d’un article dans une revue internationale en : Analyser les effets de la mise en œuvre de l’ACS sur le large panel d’indicateurs de services écosystémiques (rendement, pression bioagresseurs, séquestration du carbone, émissions GES, dynamique des nutriments, activité biologique, qualité des sols, etc.)) : choisir les indicateurs dont les données sont suffisantes pour une analyse quantitative analyser les valeurs des indicateurs retenus et les relations entre les indicateurs Formations et compétences recherchées Doctorat/Ingénieur grandes écoles Formation recommandée : Ingénieur.e agro/agri, Thèse en agronomie/écologie Connaissances souhaitées : Connaissances en agronomie, écologie, biologie, agroécologie ; Analyse de données, programmation sous R ; Recherche bibliographique Expérience souhaitée : première expérience en analyse de données, rédaction d’articles/synthèse scientifiques Aptitudes recherchées : aptitude au travail en équipe, autonomie et force de proposition, qualités relationnelles et capacité à interagir avec des interlocuteurs divers, curiosité, gout pour la gestion de base de données et l’analyse de données. Votre qualité de vie à INRAE En rejoignant INRAE, vous bénéficiez (selon le type de contrat et sa durée) : jusqu'à 30 jours de congés + 15 RTT par an (pour un temps plein) d'un soutien à la parentalité : CESU garde d'enfants, prestations pour les loisirs ; de dispositifs de développement des compétences : formation, conseil en orientation professionnelle ; d'un accompagnement social : conseil et écoute, aides et prêts sociaux ; de prestations vacances et loisirs : chèque-vacances, hébergements à tarif préférentiel ; d'activités sportives et culturelles ; d'une restauration collective. Contrat : Mission temporaire Durée : 3.5 mois renouvelables Début du contrat : 15/09/2022 Rémunération : à partir de 2454.12€ bruts mensuels, selon diplôme et expérience N° de l'offre : OT-16281 Date limite : 26/08/2022 LE CENTRE Bourgogne-Franche-Comté AGROECOLOGIE UMR 1347 21000 DIJON CONTACT STÉPHANE CORDEAU stephane.cordeau@inrae.fr VENIR EN FRANCE Notre guide des accueils internationaux CONSULTER Type d'emploi : Temps plein Salaire : 2 454,12€ par mois

Ingénieur-e de recherche, revue de la littérature et méta-analyse des effet

À propos d’Atos Atos est un leader international de la transformation digitale avec 112 000 collaborateurs et un chiffre d’affaires annuel d’environ 11 milliards d’euros. Numéro un européen du cloud, de la cybersécurité et des supercalculateurs, le Groupe fournit des solutions intégrées pour tous les secteurs, dans 71 pays. Pionnier des services et produits de décarbonation, Atos s’engage à fournir des solutions numériques sécurisées et décarbonées à ses clients. Atos est une SE (Société Européenne) cotée sur Euronext Paris et fait partie des indices CAC 40 ESG et Next 20. La raison d’être d’Atos est de contribuer à façonner l’espace informationnel. Avec ses compétences et ses services, le Groupe supporte le développement de la connaissance, de l’éducation et de la recherche dans une approche pluriculturelle et contribue au développement de l’excellence scientifique et technologique. Partout dans le monde, Atos permet à ses clients et à ses collaborateurs, et plus généralement au plus grand nombre, de vivre, travailler et progresser durablement et en toute confiance dans l’espace informationnel. Descriptif de poste :Au cours de vos missions au sein de l’équipe du Pôle Intelligence Artificielle de Montpellier, vous aurez en charge de participer aux activités de data science sur nos projets IA et Big Data.Vous participerez aux travaux des équipes de recherche sur la mise en place de démonstrateurs IA, par exemple dans le domaine de l’environnement : Intégration, développement, prototypage. Domaine sur lesquels vous travaillerez :<ul><li>Statistique</li><li>Machine learning</li><li>IA</li><li>Réseau de neurones</li><li>Deep learning</li><li>Data Processing</li><li>Data engineering</li><li>Data Science</li><li>Node JS, Java, Python, TensorFlow, Keras, PyTorch.</li></ul> Profil :Vous êtes diplomé d'un bac+5 dans le domaine de la DataScience. La connaissance des technologies Fiware, IoT protocols, M2M protocols, Rest, Json, NoSQL, Big Data, Data visualization serait un plus.Vous possédez d'excellentes qualités relationnelles, vous appréciez le travail en équipe et le contact client. Chez Atos, nous voulons que nos employés se sentent valorisés, appréciés et libres d'être eux-mêmes au travail. Nos process RH sont conçus pour prévenir la discrimination envers l'identité ou l'orientation sexuelle, la religion, l’origine ethnique, l'âge, la neurodiversité, le handicap, la citoyenneté ou tout autre aspect qui rend nos collaborateurs uniques. Partout dans le monde, nous avons créé plusieurs programmes pour soutenir la culture inclusive d'Atos, et nous travaillons pour nous assurer que tous nos collaborateurs aient une chance égale de sentir qu'ils sont exactement là où ils doivent être.

Data Scientist H/F

<ul><li>Vous êtes un Data Lover et vous aimez délivrer des projets de bout en bout en orchestrant différentes compétences au x services des problématiques client ? Rejoi gnez l’une des activités de onepoint centrées autour de la data.</li><li>Vous interviendrez au sein d’équipes pluridisciplinaires afin de transformer la donnée brute en information, souvent au sein d’architectures BI, Big Data, Cloud ou Hybride. Vous pourrez participer au défi de changer la manière de travailler de nos clients et de faire parler leurs données. Votre profil polyvalent vous permet de travailler en relation directe avec des équipes métiers et de piloter la mise en œuvre des leurs projets de valoriser des données .</li><li>Aux commandes d’une équipe projet, vous serez amené à ;</li><li>Participer au x cadrage s des projets ;</li><li>E stimer les charges , produire les chiffrages et con s truire le planning associé ;</li><li>S uivre l’avancement et le RA F , en garantissant l’équilibre financier ;</li><li>C hallenger les choix de conceptions et de développement ;</li><li>G arantir l ’application de la méthodologie projet et la qualité des livrables ;</li><li>Préparer et animer la gouvernance du projet (comité et documentation qualité) ;</li><li>A ssurer la relation client opérationnelle ;</li><li>Identifier les risques et les remonter au client et/ou en interne onepoint , et proposer des plans de mitigation ou de remédiation ;</li><li>Participer au développement de la communauté d ata .ia : veille technologique, participations aux appels d’offres, participations actives au processus de recrutement .</li></ul> Dans ce contexte, les nouvelles méthodes de travail que nous mettons en œuvre - approches Design Thinking centrées sur l’usage et « l’Expérience utilisateur », méthodes Agiles et DevOps pour favoriser l’expérimentation et accélérer le déploiement des nouveaux services, démarches de conduite du changement pour faire évoluer les organisations dans une culture « Data Centric » - ont toute leur place afin d’accompagner les organisations dans la transformation numérique et organisationnelle induite par les nouvelles technologies comme l’intelligence artificielle.Vous serez formé(e) à nos méthodologies , acculturé à nos convictions data et aurez l'opportunité de travailler au sein d'équipes pluridisciplinaires.#TECH #DATA Qualifications Votre profil :<ul><li>Bac +5 ( école d’ingénieur ou Master) , informatique ou équivalent ;</li><li>Vous avez au moins 5 ans d’expérience réussie dans u ne ESN , cabinet de conseil ou start-up ;</li><li>Vous avez une forte appétence pour la Data en générale et pour l’ analytics en particulier ;</li><li>Vous avez une expérience solide sur un ou plusieurs outils data du marché , sur les aspects reporting ( Power BI, Tableau Software, Microstrategy , Qlik Sense … ) ou de traitement des données (ETL/ELT, data cleaning , data quality , master data management ) . Une première expérience Cloud serait appréciée ;</li><li>Vous connaissez les principaux concepts de modélisation de données (modélisation dimensionnelle, 3FN, datavault , NoSQL , etc…) ;</li><li>Vous avez travaillé en environnement agile et vous maîtrisez le déroulement et le sens d es différentes cérémonies agiles comme : le sprint planning, les daily meetings, des rétrospectives, des démonstrations au client ;</li><li>Vous avez une première expérience récente réussie dans la chefferie de projet ( BUILD et/ou RUN) ou le potentiel et l’envie d’aller dans cette voie ;</li><li>La maîtrise de l’anglais est un plus.</li></ul> Votre savoir être :<ul><li>Vous disposez d’un très bon relationnel, d’un bon sens de l’écoute et d’empathie ;</li><li>Vous avez le sens de l’engagement et un sens prononcé du service ;</li><li>Vous faites preuve d’initiative, vous êtes naturellement force de proposition, vous avez envie de partager vos connaissances et transmettre vos savoir-faire ;</li><li>Vous avez une bonne capacité à synthétiser les problématiques et vous maîtriser l’art de la rhétorique ;</li><li>Vous avez soif d’apprendre et votre curiosité tant technologique que business n’a pas de limites.</li></ul> Informations complémentaires Nous proposons :<ul><li>Des missions et projets passionnants ;</li><li>Une communauté de consultants active ;</li><li>Un cabinet de conseil différent (« Startup spirit »), très qualitatif et à taille moyenne ;</li><li>Une opportunité unique de développement et d’évolution dans un esprit communautaire ;</li><li>Des formations adaptées ainsi qu’une bonne dose de partage de connaissances, afin d’apprendre au quotidien ;</li><li>Faire partie d’une communauté de technophiles souhaitant partager leurs connaissances via des événements internes et externes.</li></ul>Type d'emploi : Temps plein

Chef de Projet Data

DATA ENGINEERBordeaux - réf : req2514Vous êtes DATA ENGINEER MLOPS ou vous souhaitez le devenir ! Au sein de Data Consulting à Bordeaux, en charge de projets de valorisation de la donnée et de réalisation de solutions à base d’intelligence artificielle pour l’ensemble des clients du groupe, vous portez l’expertise technique sur les processus d’intégration et d’industrialisation de modèles de Machine Learning sur différents environnements.Votre appétence pour le monde de la donnée et ses technologies vous conduisent à savoir concevoir, réaliser et maintenir des architectures data ayant vocation ou pas à alimenter les modèles ou tout autre service de valorisation. Quel sera votre rôle ?Data Consulting rassemble une équipe d’une quinzaine de talents autour des problématiques de la donnée : Data scientists, Data analyst, data engineers, Chef de projet Data… tous œuvrent au sein d’une structure spécialisée dans le développement applicatif : la Digital Factory de Bordeaux.Votre rôle est central pour la dynamique de l’équipe puisque vous porterez et participerez aux tâches visant à acheminer la donnée sous toutes ses formes, la transformer, la stocker, la servir, et finalement vous œuvrerez au déploiement des modèles de Machine Learning dans les différents contextes que connaissent l’équipe (on premise, embarqué sur carte, sur cloud). Vos missions seront les suivantes : Pour la partie Data Engineer :<ul><li>Cartographie et qualification des sources de données internes/externes relative à un contexte projet</li><li>Conception et gestion des entités de stockage de la donnée (BDD, Datalakes, Data Warehouse, Data Mart, …)</li><li>Mise en place de pipelines de données entre les entités de stockage et les services consommateurs de la donnée.</li><li>Compléter les expertises Data au sein de l’équipe, notamment lors des phases de cadrage et de chiffrage</li><li>Apporter un regard critique sur la qualité des données qui transitent par l’infrastructure dont il a la charge.</li><li>Manipulation des outils ETL/ELT les plus courants.</li></ul> Pour la partie MLOps Engineer :<ul><li>Participer à la conception des solutions basées sur de l’Intelligence Artificielle</li><li>Œuvrer à l’implémentation des modèles dans des environnements complexes variés</li><li>Etre responsable de l’intégration des modules de Machine Learning dans des solutions complexes</li><li>Assurer les connexions de données entrantes/sortantes vers les modules de Machine Learning.</li><li>Ce que cette expérience va vous apporter</li><li>Vous intégrerez une activité forfaitaire située dans nos locaux bordelais et intégrerez une équipe solidaire et soudée</li><li>Vous accéderez à des voies d’évolution de carrière, techniques ou managériales par exemple</li><li>Vous participerez à des projets d’utilité publique (ex : Transport d’énergie électrique, réduction des gaz à effet de serre, relance de la filière française du bois, détection de la pollution des sources d’eau douce, etc.)</li><li>Concilier vie personnelle/vie professionnelle ? C’est possible grâce à notre accord télétravail (jusqu’à 11 jours par mois), et une surveillance accrue de la qualité de vie au travail par l’intermédiaire d’un management avant tout humain (en tant que DP, vous en serez également responsable).</li><li>Envie de plus ? Toutes les idées sont les bienvenues, la Digital Factory est un terrain de jeu idéal pour exprimer votre créativité et améliorer sans cesse la communauté.</li><li>Ce que nous recherchons chez vous</li><li>Des compétences en programmation (Python indispensable)</li><li>Une forte appétence pour les projets informatiques pour des clients variés</li><li>Un sens du service et conseil client</li><li>L’orientation résultat et le sens de l’engagement (le nerf de la guerre !)</li><li>Une capacité d’analyse et de jugement</li></ul> Des qualités relationnellesL’envie d’apprendre, et de transmettre Pourquoi feriez-vous le grand saut ?Parce que Scalian est un groupe de spécialistes, porteur d’un projet de développement ambitieux, tourné vers l’innovation et engagé auprès de ses clients où vous pourrez :<ul><li>Construire un parcours professionnel sur mesure, varié et adapté à vos envies, grâce à la variété des missions dans votre aire d’expertise et les passerelles entre les métiers</li><li>Apprendre par la qualité des projets sur lesquels vous interviendrez et grâce au large catalogue de formations délivrées par notre Académie interne</li><li>Disposer d’un cadre social attractif et respectueux des besoins de chacun (accord télétravail, crèches, couverture sociale, flexibilité, mobilité douce…)</li><li>Faire partie d’une équipe conviviale qui saura faire rimer travail avec plaisir !</li></ul> Qui sommes-nous ?Humans &amp; technology to scale up sustainable performanceCréé en 1989, Scalian est un groupe français à dimension internationale, avec des bureaux en Europe et Amérique du Nord, spécialisé dans la transformation des entreprises par sa double maitrise des processus métiers et des technologies digitales.Dans le TOP10 des sociétés de conseil en Ingénierie en France, le Groupe intervient sur des activités de services en management de projets industriels, supply chain (coûts, qualité, délais, performance), architecture et développement de systèmes numériques embarqués, applicatifs de systèmes d’information et d’Intelligence Artificielle.Scalian déploie également des solutions d’optimisation de projets ou de performance des organisations et répond aux enjeux de transformation pour les leaders de l’industrie et du tertiaire (énergie, transport, spatial, banque, santé, environnement…). Alors envie d’élargir le cadre?Contactez-nous pour en parler[@Cyril NICOLOTTO]

Data Engineer (H/F)

SOCIÉTÉJean Rouyer Automobiles est un groupe de distribution fondé en 1982 dans l’Ouest de la France. Si le Groupe compte aujourd'hui plus de 1 800 salariés, Jean Rouyer Automobiles a su conserver les valeurs familiales de ses débuts. Ainsi, avec 63 établissements et plusieurs dizaines d’années d’expérience, Jean Rouyer Automobiles est aujourd'hui un acteur majeur de l'automobile dans le Grand Ouest. En perpétuel mouvement, le Groupe est à la recherche de nouveaux talents. MISSIONSNous recherchons un data analyst junior, en alternance à Bouguenais (Nantes). Lancée en 2015, Autobonplan est la filiale digitale du Groupe Jean Rouyer Automobiles.Au sein de l'équipe data Autobonplan, vous aurez notamment en charge : - La création de tableaux de bords interactifs sur un outil de BI- L'automatisation, le suivi et la maintenance de flux de données- La préparation de requêtes SQL pour obtenir des données ou des statistiques- L'utilisation d'un ETL (Extract, Transform, Load) pour exécuter des routines- Le traitement de données sur un tableur (fonctions, tableaux croisés dynamiques, macros) PROFILProfil recherché : école d'ingénieur ou Master dans le domaine de l'informatiqueNiveau: BAC +4/+5Compétences requises: Programmation et traitement de données (SQL, ETL, Tableur, BI)Travail en équipe / communicationRédaction de documentationGestion de projetNous recherchons un(e) étudiant(e) motivé(e) ! Il vous faudra être curieux(euse) et faire preuve d'autonomie, vous intéresser autant aux évolutions technologiques qu’aux enjeux métier.Rejoignez l'équipe en alternance !

DATA ANALYST - CONTRAT ALTERNANCE

Description de l'entrepriseAventure entrepreneuriale lancée en France en 2004, Voyage Privé est le leader européen de la vente éphémère de voyage en ligne.Ce qui nous anime : faire voyager nos 56 millions de membres en dénichant des produits haut de gamme au meilleur prix. Nous sommes présents sur neuf marchés et ne comptons pas s’arrêter là !Nos collaborateurs sont ambitieux(se), passionné(e)s, exigeant(e)s ; tous ont un rôle à jouer individuellement et collectivement.Rejoindre le Groupe Voyage Privé, c’est aussi intégrer un projet collectif où nous œuvrons à renforcer notre ancrage local au service du développement de notre territoire. Nous croyons à la possibilité de changer de trajectoires et de sortir des déterminismes sociaux et économiques. Notre Campus rassemble salariés, sportifs de haut niveau et éducateurs. Chacun apprenant des autres pour développer le meilleur de lui-même et impacter positivement.En 2021, nous concrétisons nos engagements en devenant entreprise à mission. Avec un objectif. Ensemble, provoquer les possibles. Pourquoi recrutons-nous ?L'univers du voyage est un terrain de jeu magique en termes de data : données clients, marketing, fournisseurs, navigation, CRM, service client... Notre activité génère un important volume de données (80 To) dont l'analyse a un impact direct sur l'expérience utilisateur, la conversion, les relations fournisseurs. En 2022 nous montons une nouvelle organisation data et ouvrons plusieurs postes clés pour écrire une nouvelle page! MissionEn tant que Data Analyst vous serez en charge de l'identification des leviers de croissance et de rentabilité accompagnant la prise de décision pour nos différents départements : Produit, CRM, Marketing, Achats, Sales, Service Client, Transport, Finance.Vous serez amené(e) à maîtriser tout le traitement de la donnée sera indispensable : identification du tracking adapté, collecte fiable, indicateurs pertinents, modèle de données performant, visualisations adaptées et analyses et A/B tests concluants. Missions<ul><li>Monitorer la performance des ventes et des campagnes marketing, analyser les produits les plus demandés par nos visiteurs, identifier les destinations tendance...pour :</li><li>alerter le business en cas de comportement inattendu</li><li>identifier la source du problème</li><li>recommander des solution</li><li>Analyser les A/B tests</li><li>définir l’objectif de l’A/B test avec le business</li><li>définir le périmètre de l’A/B test permettant d’obtenir des résultats rapides et fiables en limitant les risques business</li><li>identifier les KPIs à suivre pour mesurer efficacement le test et les impacts potentiels</li><li>réaliser les analyses basées sur des tests de significativité</li><li>faire des recommandations d'actions</li><li>Réaliser des analyses ad-hoc et exploratoires</li><li>améliorer la compréhension d’un domaine / d’une situation / de nos clients</li><li>identifier des opportunités de croissances et les traduire en plan d’actions</li><li>identifier des problématiques non-maîtrisées à date et faire parler les données pour y répondre</li><li>Notre environnement technique : Tableau, Dataiku DSS, BigQuery, Elasticsearch, ETL interne, Apache Spark on YARN, Google Cloud Storage, Google Cloud Dataproc, Google Cloud Pub/Sub</li><li>Développement en Python et Scala avec Docker, GitHub/GitLab</li></ul> Qualifications<ul><li>Formation supérieure bac+5 (école d’ingénieur et/ou spécialisation en statistiques)</li><li>Vous avez minimum 2 ans d’expérience dans l’analyse de données dans le domaine du digital</li><li>Vous êtes reconnu(e) pour votre rigueur avec un excellent sens du service et un bon relationnel</li><li>Vous aimez travailler en équipe</li><li>Vous avez des notions de SQL et maîtrisez un outil de BI du marché ; une forte expérience Tableau est un plus</li><li>Vous avez un fort esprit analytique avec des bases solides en analyse de données et statistique et savez communiquer clairement vos résultats d’analyses avec synthèse</li><li>Vous avez de l’intérêt pour de nouveaux langages tels que Python / R</li><li>Vous aimez proposer de nouvelles idées pour faire avancer l'équipe !</li></ul> Informations supplémentairesVoyage Privé journey:<ul><li>Grandir et faire grandir les équipes de passionné(e)s dans un environnement dynamique et exposé à l’international;</li><li>Être entièrement impliqué(e) dans l’aventure entrepreneuriale et devenir acteur de la réussite du Groupe (participation);</li><li>Travailler et vivre dans le Sud de la France dans un cadre naturel, économique et culturel exceptionnel;</li><li>S’impliquer dans les projets sociétaux orientés éducation, sport (Ecole des XV) et environnement (VP Green) ou accompagner une start-up avec le projet accélérateur Les Tremplins de l'Innovation E-tourisme;</li><li>Bénéficier de tarifs encore plus avantageux sur les sites du Groupe et en faire profiter vos famille et amis;</li><li>Participer avec les collègues aux cours de sport offerts et aux matchs de Rugby (Provence Rugby);</li></ul>Et enfin profiter de nombreux évènements internes (Company Breaks mensuels, Convention annuelle etc) qui rythment la vie de nos collaborateurs !Type d'emploi : Temps plein

Data Analyst F/H

When you join VerizonVerizon is one of the world's leading providers of technology and communications services, transforming the way we connect across the globe. We're a diverse network of people driven by our shared ambition to shape a better future. Here, we have the ability to learn and grow at the speed of technology, and the space to create within every role. Together, we are moving the world forward - and you can too. Dream it. Build it. Do it here. What you’ll be doing...Verizon is a Fortune 500 company and prides in servicing 99% of Fortune 500 companies and Government agencies for advanced networking and security solutions. We have proven and extensive professional services offerings for all Payment Card Industry Security Standards (including DSS, 3DS, PIN, (PA)-P2PE, PA-DSS/SSF), Swift CSP and PSD2 services and the candidate will be responsible for delivering security consulting services.We are currently seeking a Junior Consultant to join our Payment Security practice. As a Junior Security Consultant, you will responsible for supporting and delivering PCI Office / PCI Compliance Maintenance program engagements for Verizon customers.The work done every day makes a difference in the lives of people around us at work and at play.Applying written compliance procedure to check customer PCI DSS compliance.Identifying, collecting, organizing, and reviewing pertinent evidence across multiple platforms and applications to determine compliance with relevant PCI DSS or tailored compliance controls.Scheduling and participating to technical interviews with various customer groups and subject matter experts.Providing reports and metrics to client on gaps, remediation efforts, clarifications, etc. with customer.Writing detailed technical reports and supporting documentation for the customer and the card brands.Creating and presenting status reports across multiple organization leadership levels.Developing executive presentations or status communications for multiple organization roles.Strong experience working with Microsoft Excel, SharePoint, GRC tools, etc. What we’re looking for... You'll need to have:<ul><li>A Bachelor’s degree or relevant work experience.</li><li>Knowledge of Cyber Security concepts.</li><li>Willingness to travel up to approximately 50%.</li><li>Fluency in English and French</li></ul> Even better if you have:A Master’s degree in Cyber/Information Systems/Information Security or similar.Effective presentation skills.Relevant work experience or industry certification / training in consulting or auditing related work.Experience in the following fields: Application security, Information systems security, Network security, IT security auditing, Information security risk assessment or risk management.Demonstrated ability to work independently or in collaboration environments to meet delivery obligations.Demonstrated effective communication skills both written and verbal. Diversity &amp; InclusionWe're proud to be an equal opportunity employer. At Verizon, we know that diversity makes us stronger. We are committed to a collaborative, inclusive environment that encourages authenticity and fosters a sense of belonging. We strive for everyone to feel valued, connected, and empowered to reach their potential and contribute their best. Check out our diversity and inclusion page to learn more. COVID-19 Vaccination RequirementPlease note, in countries where there is a COVID-19 related government order or rule, Verizon is required to ensure that all employees accessing our workplace comply with these mandatory requirements. If you work in one of these locations, you will be required to provide us with your vaccination status prior to joining. If this, or any other COVID related requirement applies in your location, we will notify you about this before you start work.

Junior Cyber Security Consultant

IBM InteractiveFiliale 100% IBM France, et GBS, entité de conseil d’IBM, offrent à leurs clients toute la palette de services, depuis la définition de stratégies métier jusqu’à la mise en œuvre des projets et des solutions techniques nécessaires. IBM Interactive et GBS sont dotées d’une forte expertise métier par industrie, expertise traduite en solutions intégrées et innovantes : Watson, Blockchain , IOT, Cloud…permettant à IBM d’accompagner ses clients dans la définition et la mise en œuvre de leur transformation digitale, de bout en bout. Au sein de la practice :Core AMSle candidat motivé, curieux, rigoureux et volontaire assistera les équipes dans la réalisation de nos projets au contact avec nos clients. Vos missions : ﻿Contexte projet / EquipeDans le cadre de la création de nouveaux centres de projets et de services sur les bassins d'emploi où sont situés nos sites, le groupe IBM recherche des profils qui vont assurer pour nos clients un service de qualité dans le cadre de nos activités de développement et de maintenance de nos projets.Vous serez positionné sur un projet complexe au volume important et peut-être amené à gérer des transformations d'organisation. Vous serez le porteur du contrat, le pilote le budget (coûts, revenus) et le gestionnaire des extensions de périmètre. Epaulé par des chefs de projet, vous serez également en lien avec le service des achats pour piloter la sous-traitance : assistance technique et/ou forfait. En lien régulier avec les décisionnaires, vous agirez en tant que responsable du foisonnement sur le périmètre de votre contrat. Enfin, vous participerez activement à la vie d'IBM Interactive (développement des compétences et professionnalisation de la filière) Missions<ul><li>Animer, structurer et piloter les projets et programmes du client</li><li>Superviser la conception et la réalisation de projets en lien avec les Chefs de Projet</li><li>Négocier et gérer les documents contractuels</li><li>Participer aux recrutements de l'équipe</li><li>Manager les collaborateurs</li><li>Représenter et diffuser la stratégie industrielle de l'entreprise</li><li>Préparer et gérer les comités directeur, de pilotage</li><li>Gérer les changements, les contrats et éventuels avenants,</li><li>Suivre les projets de la réception de la commande à la réception du paiement,</li><li>Participer activement à l’avant-vente</li><li>Identifier les nouveaux besoins des clients</li><li>Participer et prendre le lead des ateliers d'amélioration continue du service et également au sein de l’entreprise</li><li>Qualités («soft skills») requises</li><li>Pilotage et management de plusieurs projets</li><li>Pilotage des réponses aux appels d'offres</li><li>Gestion de la relation client au bon niveau décisionnel</li><li>Prise en charge de la relation avec les fournisseurs</li><li>Compréhension des enjeux clients</li><li>Expérience de la communication avec diverses parties prenantes dans un contexte international et de la gestion des escalades</li><li>Rigueur, organisation, curiosité intellectuelle, esprit d’initiative.</li><li>Aisance relationnelle, excellente écoute et communication, qualités rédactionnelles</li><li>Leadership et esprit d’entreprise</li><li>Sens du service client, Capacité de conseil, d’écoute et de compréhension des besoins du client, de l’entreprise</li></ul> Compétences techniques<ul><li>Background digital/technique</li><li>Parfaite maitrise du pack Office</li><li>Connaissances Cloud souhaitées parmi IBM, AWS, Azure, GCPLangues</li><li>Français et Anglais courantFormation</li><li>BAC+5 (Universitaire, Ingénieur, Ecole de commerce,...) ou équivalent en Informatique</li><li>Certification ITIL, Prince 2, PMP, PgMPappréciée</li><li>Vous justifiez d'une première expérience de conduite de projet d’au moins 5-10 ans sur des missions de gestion d’applications / de support.</li></ul>

Directeur de Projet (H/F)

IntroductionAt IBM, work is more than a job - it's a calling: To build. To design. To code. To consult. To think along with clients and sell. To make markets. To invent. To collaborate. Not just to do something better, but to attempt things you've never thought possible. Are you ready to lead in this new era of technology and solve some of the world's most challenging problems? If so, lets talk. Your Role and ResponsibilitiesThe Expert Labs organisation provides deep product expertise on IBM product portfolio.Projects vary from simple subcontracting contracts to very complex fixed price implementations covering the entire spectrum of design, build and management of IT solutions (with respect to services).Focus for this sales role is on the Benelux region, but could span to the Nordics region. The proposed client base is mainly on the larger companies in all industries with main focus on Financial markets, Public/Government, Telco and Consumer industry. Your Role and Responsibilities :We are looking for an Expert Services Seller Data&amp;AI Benelux to help share our value proposition and the message of our team’s superb skills to the Benelux region in one of these focus areas:<ul><li>IT Automation</li><li>Mainframe Modernization</li><li>Cloud Migration and Modernization</li><li>Data Platforms and AI</li><li>Infrastructure Resiliency Design and Build</li><li>Next Generation Network Design and Build</li></ul> Our IBM product portfolio includes, among others, these solutions :<ul><li>Cloud Paks, specifically within BU Data&amp;AI: Cloud Pak for Data (CP4D)</li><li>Watson Studio, SPSS, Watson Discovery, Watson Assistant</li><li>DataStage &amp; Info Server, Data Integration and Replication</li><li>Master Data Management, DB2</li><li>Open Pages, Fin. Trans Manager (FTM) &amp; Financial Crimes Insight (FCI)</li><li>Palantir, Cognos/Planning Analytics</li><li>Cloud Pak for Automation, Cloud Pak for Integration, Cloud Pak for Multi Cloud Manager, Cloud Pak Systems.</li><li>Websphere, MQ, API Connect</li></ul> Key Responsibilities:<ul><li>Achieve services signings, revenue and profit targets quarterly and annually</li><li>Create, manage and prospect sales pipeline to achieve assigned territory quota.</li><li>Accurately forecast your sales pipeline on weekly, monthly and quarterly basis.</li><li>Generate new signings by leveraging existing and building new client relationships and by cooperating with IBM Consulting and IBM's business partners</li><li>Build strong relationships with the software account sellers to maximise your engagement in all software opportunities and to contribute to opportunity identification for license deals</li><li>Scope, validate and win services deals, leverage team of enterprise architects, technical principals, proposal leaders, and delivery consultants</li><li>Prepare and present services configurations and pricing for the solution, negotiate the terms, conditions and pricing. Know and systematically manage the steps to closure</li><li>Lead post-signature activities for contract integration, change management, governance activities, up sells and re-negotiations.</li><li>Once the deal is signed, work closely with the service delivery manager to transition to perform by ensuring the scope and expectations are understood, ensuring project success.</li><li>Following closure, you will be responsible for maintaining the customer relationship to up-sell future services to generate new pipeline.</li><li>Own the customer contact and dialogue for all services opportunities incl. those services included in larger SW license deals or revenue splitting deals with other LOBs.</li><li>Act as a trusted advisor for the client and help support their success.</li><li>Identify need for new services offerings and work with the Services practice leaders to develop those offerings</li><li>Become a trusted resource for license sales, business partners and customers in promoting IBM SW Solutions (software integrated with services implementation expertise)</li><li>Support Services Sales Colleagues at times when workload is high. Be proactive and offer support when own workload is low.</li><li>Develop new sales and industry skills to support sales and customer relationship objectives.</li><li>Develop unit specific skills and skills around our corporate strategy; being a cloud platform and cognitive solutions company.</li><li>Required Technical and Professional Expertise</li></ul> Our ideal candidate will :<ul><li>Be a farmer and hunter</li><li>Network by nature</li><li>Have Self-confidence</li><li>Strong in customer relationships</li><li>Have Project Delivery Experience</li><li>Understand IT complexity and be able to coordinate the creation of architect solutions using multiple offerings and technologies to deliver desired customer outcomes.</li><li>Be familiar with the sales process and critical steps to progress in the sales cycle and bring deals to closure</li><li>Territory management, Forecast management, Prospecting skills, Negotiation</li><li>Be a learning champion on IBMs software and services offerings</li><li>Know how to setup and provide compelling presentations</li><li>Fluency in English and Dutch is a must</li><li>Preferred Technical and Professional Expertise</li></ul> Having deep knowlegde of below products is a plus: Products:Cloud Pak for Data (CP4D)Knowledge of IBM Cloud/Azure/AWS platformOpen Pages; And we appreciate if you have one of these certification:Internal or external seller/consulting certification.No external certification but minimal Bachelors degree and preferable Masters degree. About Business UnitIBM’s Cloud and Cognitive software business is committed to bringing the power of IBM’s Cloud and Watson/AI technologies to life for our clients and ecosystem partners around the world. IBM provides you with the most comprehensive and consistent approach to development, security and operations across hybrid environments—with complete software solutions for business and IT operations, development, data science, security, and management. Our experts and software capabilities help organizations develop applications once and deploy them anywhere, integrate security across the breadth of their IT estate, and automate operations with management visibility. With IBM, you also have access to new skills and methods, governance and management approaches, and a deep ecosystem of industry experts and partners. Your Life @ IBMAre you craving to learn more? Prepared to solve some of the world's most unique challenges? And ready to shape the future for millions of people? If so, then it's time to join us, express your individuality, unleash your curiosity and discover new possibilities.Every IBMer, and potential ones like yourself, has a voice, carves their own path, and uses their expertise to help co-create and add to our story. Together, we have the power to make meaningful change – to alter the fabric of our clients, of society and IBM itself, to create a truly positive impact and make the world work better for everyone.It's time to define your career. About IBMIBM’s greatest invention is the IBMer. We believe that through the application of intelligence, reason and science, we can improve business, society and the human condition, bringing the power of an open hybrid cloud and AI strategy to life for our clients and partners around the world.Restlessly reinventing since 1911, we are not only one of the largest corporate organizations in the world, we’re also one of the biggest technology and consulting employers, with many of the Fortune 50 companies relying on the IBM Cloud to run their business.At IBM, we pride ourselves on being an early adopter of artificial intelligence, quantum computing and blockchain. Now it’s time for you to join us on our journey to being a responsible technology innovator and a force for good in the world. Location StatementIBM wants you to bring your whole self to work and for you this might mean the ability to work flexibly. If you are interested in a flexible working pattern, please talk to our recruitment team to find out if this is possible in the current working environment. Being You @ IBMIBM is committed to creating a diverse environment and is proud to be an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, gender, gender identity or expression, sexual orientation, national origin, genetics, pregnancy, disability, age, veteran status, or other characteristics. IBM is also committed to compliance with all fair employment practices regarding citizenship and immigration status.

Expert Services Seller - Data&AI Benelux

Within one of our teams, you will participate in a Datawarehouse / Reporting (BI) project and you will be involved in:<ul><li>the data analysis, data modeling, functional and conceptual analyses,</li><li>the definition and architecture of datawarehouses and datamarts,</li><li>the development and/or maintenance of ETL process,</li><li>the development and/or support of BI reports/insights,</li><li>the follow-up and maintenance of daily ETL process,</li><li>the support and training of the users</li></ul> Your Profile<ul><li>You have a university degree (master's degree in engineering or ICT) or an equivalent higher education</li><li>You have interest in IT projects.</li><li>Knowledge of ETL integration tools and BI reporting tools: SSIS, Power BI, SAS DI, SAS Visual Analytics …</li><li>Good knowledge of relational databases: T-SQL, PL/SQL …</li><li>Knowledge of any other programming languages is an asset</li><li>You have between 0 to 5 years’ experience in a similar function</li><li>You are proficient in English</li><li>Able to work both independently as well as in collaboration with other teams</li></ul> Our offer An indefinite contract<ul><li>A competitive salary, with plenty of fringe benefits, such as a company car, meal vouchers, a group and hospitalization insurance.</li><li>Great variety in job content</li><li>Great colleagues: open-minded, enthusiastic, dynamic</li><li>The opportunity to further develop your talents through our e-learning platform</li><li>A desk in a nice office and of course your own workplace @home according to the client's policy</li></ul>

Machine Learning Engineer III

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Senior Data Scientist (Auctions and Online Ads)

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Internship Data Engineer (80- for 6-12 months)

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Software Development Engineer II – API/Data

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Data & Analytics Solutions Engineer

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Big Data Solutions Architect

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Big Data Architect Post-Sales

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Data Scientist, Commercial Systems

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Stage : Informatique et Intelligence Artificielle ...

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PhD Position F/M Membership Inference Attack in Ma...

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Ingénieur-e de recherche, revue de la littérature ...

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Data Scientist H/F

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Chef de Projet Data

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Data Engineer (H/F)

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DATA ANALYST - CONTRAT ALTERNANCE

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Data Analyst F/H

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Junior Cyber Security Consultant

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Directeur de Projet (H/F)

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Expert Services Seller - Data&AI Benelux

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Junior/Mid-senior Business Intelligence Consultant...

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	Contacter le Support Technique
	Datarockstars.ai

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Contract

Machine Learning Engineer III

5lrjelm8esugf63w6xycg8

Senior Data Scientist (Auctions and Online Ads)

jfiq7p8qkpap71hgzcjwzk

Internship Data Engineer (80- for 6-12 months)

9fgxap8zz0kl8b0qw2331

Software Development Engineer II – API/Data

x2srwoxg0thgfwl6xn5al

Data & Analytics Solutions Engineer

wo5kf2qn8gad3fj4o5a3k

Big Data Solutions Architect

ierndb28hkl6fm1xqyk

Big Data Architect Post-Sales

ecxx3b2q0btzx9qaq5apr

Data Scientist, Commercial Systems

0ecnwmw6zaljyyjsf12wyoh

Stage : Informatique et Intelligence Artificielle ...

8kkm3d8gy37wuhn51nn4p

PhD Position F/M Membership Inference Attack in Ma...

egye9vgksfkj3rgplow0u

Ingénieur-e de recherche, revue de la littérature ...

qwvwa3i4jusnvpqcldakl

Data Scientist H/F

qdhcgg6grvsr9sqoxcwp

Chef de Projet Data

9ebmaeprrnbza1tx1bvr0i

Data Engineer (H/F)

2i9gur44oos5sv9cfca3x8

DATA ANALYST - CONTRAT ALTERNANCE

763lpuom13b14784tmxbje

Data Analyst F/H

vfmhxi2waqzne05dqsd2f

Junior Cyber Security Consultant

fpdhyawn60fa6knka5amf

Directeur de Projet (H/F)

2poh2ed4ayi3s7c0fav3rk

Expert Services Seller - Data&AI Benelux

cw7dedldpdhfhrmi7hgfw

Junior/Mid-senior Business Intelligence Consultant...

hd3d4x3o4rn20yr3fjqorw