Thibaud LE GALL

Senior ML Architect and Tech Lead

Salary / Daily rate

Paris, France

Freelance

Can come onsite

Skills

TerraformMachine LearningPythonGoogle Cloud Platform

Languages

French (Native)English (Fluent)

About me

Intro

ML Architect & Tech Lead with 8+ years building scalable MLOps platforms for enterprise clients. Led 40+ teams at Valéo implementing GCP-based ML infrastructure and designed data platforms for L'Oréal, LVMH, and Renault. I deliver end-to-end MLOps solutions from data pipelines to production deployment using GCP, Terraform, and Python.

Links

Work experience

SFEIR

Sep 2021 - Present

5 years 2 months

Paris, France

MLOps tranverse lead

Jan 2025 - Present

1 year 10 months

Paris, France

Servier Design and implentation of software pieces aiming at accelerating ML & RAG project development while providing out of the box reproducibility, logging, lineage (data, model, metrics) Architecture and development of CI/CD components and IaC to make thoose software pieces available accross teams and organisations within Servier Design of serving practice and deployment

Data architect

Sep 2024 - Dec 2024

4 months

Paris, France

Fnac darty Designing and implementing a dataplatform and operationnal databases for managing spare parts in relation with customer support and repair service offered by Fnac darty (from providing available references to technician, to serving data for analytics) Environment : Bigquery, CloudSQL, Cloudrun, Docker, Python, Gitlab, Terraform

Tech lead data

Nov 2023 - Oct 2024

1 year

Paris, France

Ag2r La mondiale Designed, evangelised and led a team of developper taking part in building the 1st dataplatform on s3ns (sovereign CGP offer) in order to migrate the previous dataplaform of the company Cloudera and build new use cases including data mesh, AI, analytics and more Environment : S3ns, GCP(resource manager, IAM, network, database and compute services), Terraform, Python, Scala (Cloudera), Java, Docker

ML architect and lead

May 2023 - Dec 2023

8 months

Créteil, France

Valéo Designed and implemented the 1st ML platform built on GCP with vertexai for advanced ML/AI model training bringing tools accross 40 teams for data versioning, experiment reproducibility, data and resources access management, infrastructure as code, CI/CD, analytics, coding practices and model deployement Environment : GCP(Vertexai, Bigquery, Cloudbuild, Cloudfunction, GCS, Artifact registry, IAM, Cloud source repository), Terraform, Kubeflow, Docker, Pytorch, Python, Bash

ML tech Lead

Jan 2023 - May 2023

5 months

Paris, France

Renault - Logistics Assisting Renault in building new models for predicting demand of cars and parts. Implentation tools for logging allowing reproduciblity and comparability of experiments Environment : VertexAI, Jupyter, Bigquery

Platform Engineer

Jun 2022 - Dec 2022

7 months

Paris, France

L'Oréal - R&I As a senior data engineer I work at the platform level on tools that helps data engineers to develop current and new projects more quickly and efficiently and facilitate the CI/CD process, as well as implementing tools and practices to ensure code quality. Environment: Terraform, GCP (Bigquery, Cloudbuild, GCS, Airflow), Github, docker, python(pre-commit, flake8)

Conference Speaker

Oct 2022 - Oct 2022

1 month

Paris, France

Devfest Nantes, Devfest Strasbourg (Google Developper Group conferences) As a speaker, with my colleague Yulianna KHOROLICH, we presented a codelab around MLOps. Environment : GCP (VertexAI, Artifact Registry, GCS, IAM, Bigquery), Kubeflow (Kubernetes + tensorflow), python

Senior Machine Learning Engineer

Mar 2022 - May 2022

3 months

Paris, France

Renault - Innovation and Logisitics As a senior Machine learning engineer I was in charge of providing a MLOps pipeline for deploying ML models in production and transforming datascientists code into production ready code, as well as providing guidelines, documentation, architecture recommendations Environment: GCP (VertexAI, Bigquery, Artifact Registry, IAM, Cloudbuild), Docker, Python (jupyter, sciPy, numPy, fastapi, kubeflow)

Data engineer / Project Manager

Sep 2021 - Mar 2022

7 months

Paris, France

LVMH - PCIS As a data engineer I was in charge of building data pipelines and developing abstractions to be used by the team. As a data project manager I was in charge of supervising data projects for entities within LVMH like online marketing retargeting or kpi production Environment: GCP (Bigquery, GCS), Azure devOps, Dataiku, SQL

Devoteam Creative Tech

Oct 2016 - Oct 2021

5 years 1 month

Head of Data Science

Oct 2018 - Oct 2021

3 years 1 month

As a lead of data science, I work as a consultant for client as well as developping internal products and competences of people inside the team Management tasks : - Internal Skill development path - Recruitment process development - Management of up to 5 team members - Objectives definition - Annual meetings and reviews We also used our skill development program to build demonstrators that could be used as commercial arguments in convincing prospects Internal research projects included: - Recognition of books by their cover embedded on mobile(2021) - Video compression with AI models like AE and GAN (2020) - Live reskinning of objects on video streams (2020) - Implementation of A3C (reinforcement learning) for experimentation with internal apps (2019) - Facial Recognition for mobile, embedded model (2018) Environment: tensorflow, pytorch, pysyft, docker, android, AWS/GCP, javascript, github/gitlab

Lead Data

May 2020 - Oct 2020

6 months

Wafa Assurance As lead data, I assisted Wafa insurance in setting up a digital factory and participated in building MVP of machine learning algorithms - Developped an MVP of an algorithm predicting the chance of a client to leave Wafa - Assisting Wafa in Setting up architecture and practice for developping AI algorithm - Managing the datat team and interaction with the business Environment: Python, Java, SQL, Docker

Senior Data Scientist

Mar 2019 - Jan 2020

11 months

Ditto Bank At Ditto Bank, we worked on the mobile app and the back-end of the banking system to accompany Ditto bank in integrating and developping some new tools - Integrated a tool for identity recognition comparing face from a video to the photo of the id document and extracting informations from the identity document - Explored solution to build a service of automated credit agreement - Automated back-end tasks Environment: Python Jupyter, embedded, Infeedo

Senior Data Scientist

Sep 2017 - May 2019

1 year 9 months

Paris, France

Airliquide Involvement in different projects for AirLiquide aiming to create value from data - Detection of machine's references on drawings of production line - Built an MVP for detecting churn on B2B market - Built data pipelines to feed new KPI in dashboarding tools Environnement : AWS, Python(Jupyter, Numpy, Pandas, Scipy, Scikitlearn, Tensorflow), Postgresql, PowerBI, Hadoop, Spark, MobatXterm

Data Scientist

Oct 2016 - Aug 2017

11 months

Région de Montreuil, France

Egis In partnership with Egis, we developped a solution which enables Energy Managers to optimize the consumption of energy of the sites they are responsible for. - Development and integration of algorithms to predict consumption of sites - Development and integration of an algorithms and pipeline to qualify observed discrepencies of sites with their estimated baseline - Developped a recommendation system to push notifications to users Environment : Hadoop, Spark(Scala), R, Python, Docker, MongoDB, Jupyter, Jenkins Management of a team of 5 people

Business analyst / Project manager

Berexia

Nov 2015 - Oct 2016

1 year

Paris, France

Self taught: - OOP - Functional programming - Python - R - Java - C++ - Hadoop - Scala - Tensorflow - Docker - Machine learning (CNN, RNN & RL from scratch) - Octave - PySpark - Android - Bazel - Federated learning

Data science

Coursera

Jan 2015 - Dec 2015

1 year

Région de Paris, France

I spend a bit of time to complete my profile in data science / machine learning and improved my technical skills : - Successfully completion of the machine learning class from Coursera by Andrew Ng - Validation of MOOC for Python and Java (algorithmic and object-oriented programming) on openclassroom, checkio, ioifrance, coursera, edX - Big data training by setting up an Hadoop (HortonWorks distribution) cluster in order to work with the Map/Reduce framework (parallelization of tasks and jobs) and manipulate data with Hive, Pig and Spark I used those technologies to work on Kaggle / MNIST data

Working-holiday

Japon

Mar 2014 - May 2015

1 year 3 months

Dans les 23 arrondissements de Tokyo, Japon

Study of japanese French teaching and part-time job

Business insight analyst

Orange

Aug 2012 - Jul 2013

1 year

London, UK

As a business analyst, I worked for countries within Orange to provide statistical analysis or statistical algorithms Analysis of churn in Poland : - Analysis of a questionnaire to build a report and to help to improve the predictive churn models (2000 observations and 52 questions) - Segmentation of customer base and recommendations for marketing targeting with retention offers answering the needs of the country - Presentation of results internally and to the country, follow-up of implementation of recommendations, and support in evaluation of marketing campaigns Work on data from the network for marketing insights : -Analysis work on a database of 80 GB, 350 variables and 1 million observations, part of a Big data project within Orange -Quality checks and feedback for deployment of dashboards for exploitations of those on a data regular basis. Proposition of use cases with consulting approach to identify business leverages. presentations of insights, development of scripts for automation of KPI

Assistant à la chancellerie

Ministère des Affaires étrangères et du Développement international

Jun 2009 - Oct 2009

5 months

Skopje, North Macedonia

- Follow up of subjects treated in medias - Redaction of a sum-up on the main subjects in media during the week for managers - Assisting the ambassador in meetings - Sum-up of international conferences and macedonian political events for the ambassador


Education

Aix-Marseille University

M2

2009 - 2011

3 years

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