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Etienne LeroyEL

Etienne Leroy

IA-ML data && MLops Engineer | cv chatbot

€299/day
Paris, FR
3-7 years

Average response time: 1 hour

Freelancer profile translated to English.
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About Etienne

I help companies integrate the latest technologies of the moment via Data Science / web IA/data/blockchain/web2 projects with my 5+ years of experience in IT service companies in major IT accounts.
And this with a maximum of Devops / Low-Code automation.

5 years of XP in Data Science and MLOPS
10 years as a developer and IT support

Either upstream on the Specifications, business plan and feature development side, or downstream on the Devops and application lifecycle side.

Web & Mobile Development, Devops, AI/Machine Learning, MLops, Cloud.
I work on the technologies of: Python FastApi, JavaScript, React, Angular, Flutter, Tensorflow, Gitlab CI, Docker, Kubernetes, Kubeflow, Optuna, Mongo/psql and of course Linux.
  • English

    Native or bilingual

  • French

    Native or bilingual

  • Italian

    Basic

  • Spanish

    Conversational

Remote only
Primarily works remotely

Experience

  • Brainfinance
    Data Scientist
    BANKING AND INSURANCE
    January 2023 - Today (3 years and 5 months)
    Montréal, Canada
    Automation - Anti-Fraud - AI Product Management - MLops
    Model training and evaluation in Finance
    Legacy code update
    Serverless architecture integration for VertexAI / Kubeflow / TFX
    Kubeflow cluster administration based on 3090, training of Data Scientists
    Launch of AI product based on LLM for chatbots (web: brainfinance.com/faq and phone)
    AI cloud integration: Dialogflow CX and AWS LEX Bedrock Connect
    Continuous updating of chatbots in partnership with customer service
    Technical documentation for financial audit
    Monthly presentation of new AI technologies
    Chatbot MLOps Dialogflow Amazon Bedrock Vertex AI tfx
  • SoundX AI
    Data Scientist
    TECH
    May 2022 - October 2022 (6 months)
    Paris, France
    Training of tensorflow librosa AI model, Deep Learning model of CNN type to manipulate audio from FFT to image, a spectrogram without loss of quality.
    CICD apple, documentation, project meetings
    Integration for a haptic feedback prototype
    Data science
  • Atos
    Software developer
    DIGITAL AND IT
    November 2019 - July 2022 (2 years and 7 months)
    Toulouse, France
    -> Development of embedded system (Nvidia Jetson Nano) with apps
    | Mobile angular app
    | Design functional/tech specs and build microservices
    | Microservices orchestration with Docker and Kubernetes K3S
    | System design and capability testing dependencies on arm64 Linux
    | Linux administration for embedded device (connect, monitor)
    | Embedded product casing and utility constraints review with CAD
    -> Data-apps Projects including microservices, low code, documentation
    | Build services to receive, parse and store data in Python and Java
    | Integration of apps into docker-compose then K3S
    | Code refactoring up to the integration of low code UI (NodeRed)
    | Db scripts to init database in docker from scratch
    -> Open source integration of monitoring interfaces apps
    | Integration of Grafana stack with InfluxDB to monitor data
    | Database review and design using Postgres sql with ORM
    | Import export CSV/db using scripts to start Docker containers
    | Creation of a custom slider ui component
    -> Predictive maintenance use case development
    | Docker gpu passthrough for AI app
    | Continuous Integration pipeline build on GPU with Gitlab API
    | Deliver jobs on gpu accelerated machine thanks to Gitlab-CI SaaS
    -> Deployment of Backend AI server (KubeFlow) on production servers
    | Deployed 3 kubernetes / k3s clusters in multiple ways
    | On premise / Google Cloud using K8S and Arrikto
    - > Student enrollment backend jobs
    | Build a CI solution to evaluate student AI models
    | Review student projects integration (Angular/Express)
    - > Cloud Gitops platform creation experience
    Providing developer pov for a custom Gitops platform using Terraform, Apigee (api management), Okta (access control) and Github supported on major public cloud provider


    - iot/csv data exploration with Python Pandas
    - dashboarding and custom interactive app using Dash-Plotly(Python)
    - deployment on a k8s cluster Devops side project
    - Mount CI pipeline to evaluate models on most popular AI frameworks (TensorFlow, Pytorch, Yolo) MachineLearning Ops side project:
    - Deploy and explore capability of Kubeflow to help standardisation of AI workflows Edge device with AI:
    - Experience on edge computing for computer vision on Nvidia boards using open-source software.
    - Use of TensorFlow object detection frameworks in a Containerized micro services environment.
    - Other achievements includes k8s/k3s deployments, Gitlab CI testing for NodeJS application.
    - Touch friendly app development in Angular/Express for improved supervised deep learning by moving labels on pictures
    Mobile Application Python Angular Kubernetes Docker Machine learning Typescript

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Education

  • Bachelor's degree, Ingénierie Conception Prototypage
    Université Paul Sabatier (Toulouse III)
    2016
    Bachelor's degree, Ingénierie Conception Prototypage
  • Mécanique et énergétique
    Université Toulouse 3
    2014
    Matrices calculus, FEM, static load, partial derivatives, Fourier transfer, Fluids, Optics

Certifications

  • Toeic Writing Listening 970
    ETS Global B.V.
    2018
    English
  • TEF
    CCI
    2023
    French

Skill set

Categories