Data scientist - hybride ref. 005152

09/12/2023 Bayt.com
Description du poste

Key responsibilities :


  • Support data domains to ideate, design & deliver digital use cases using data science models 
  • Maintain models and provide support to data model users
  • Conduct experimentation and contribute to the Data Science community

Activities :


1- Delivery : 


  • Contributes to use-case ideation, framing & scoping activities under the lead of a Data Manager
  • Identifies data science opportunities lying in the Data Domain
  • Works with the Data Manager and Data Engineer to frame data needs & data quality
  • Works with the Data Manager and possibly a designer or a BI engineer to shape the use-case UX & UI for the user to take the best advantage of the models
  • Studies, designs, and develops models for analysis, exploitation, prediction, and restitution of data
  • Defines data quality controls to ensure model robustness
  • Works closely with data engineers on data models & pipelines
  • Pushes models to production (MLOps)

2- Run :


  • Monitors and maintains its models, adopting MLOps best practices, with possible support of IT Operations
  • Provides support to users on Data Manager demand
  • Sets up and implements adoption metrics and ML success metrics

3- Innovation & Data Science community :


  • Performs data science peer reviews in other projects from any Data Domain
  • Conducts experimentation projects with new models and techniques, sets up demonstrators and POV (Proof of Value) with the business teams
  • Actively participates in the Data Science community
  • Improve data science processes and tools, e.g., MLOps
  • Share project return of experience
  • Train peers in advanced data science technologies
  • Train the data citizen for self-modeling & statistics

Requirements :


  • Degree in Mathematics, Applied Mathematics, Computer Science, Engineering, or relevant field; Data Science or other quantitative field is preferred
  • Proven Experience as a Data Scientist using a variety of data mining/data analysis methods, and data tools to build and implement models.
  • Proficiency in Mathematics, Statistics, and Machine Learning
  • Proficiency in Python, R, Spark
  • Knowledge in small- & large-scale database design, maintenance, and querying (SQL & nonSQL, Kafka consumers, ElasticSearch...)
  • Cloud services
  • Experience creating and using advanced machine learning algorithms and statistics with open source libraries (ScikitLearn, TensorFlow...): regression, simulation, scenario analysis, modeling, clustering, decision trees, neural networks, etc. 
  • MLOps technologies and experience in moving and maintaining a Machine Learning model in production
  • Data mining, cleaning, collecting & analysis
  • Data visualization
  • Tool building for automation, CI/CD
  • Effective communicator
  • Strong analytical skills
  • Problem-solver
  • Strategic understanding of how Data enables business goals
  • Product Management and Agile Methodologies
  • Understanding of PO's technological environment
  • Interest in data management

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