Steve G.

Lead Machine Learning Engineer | AI & Python

Salary / Daily rate

Paris, France

Mobility: Paris, London, ...

Freelance

Can come onsite

Skills

PythonRustMachine LearningTensorFlowAIDeep LearningPySparkNLP / Natural Language ProcessingJavaDockerMarket ResearchFastAPIpandasscikit-learnNumPy

Languages

French (Native)English (Fluent)

About me

Intro

Co-founder & CTO specializing in AI model development and full-stack engineering with Python and Rust. Built production-ready multi-tenant e-commerce platforms from scratch, led 25+ engineers at ADEO, and delivered ML solutions for Airbus and Thales. Expert in transforming client needs into scalable AI products with complete CI/CD infrastructure—ready to bring technical leadership and end-to-end expertise to your next project.

Links

Work experience

Co-Founder and CTO

Data LeagueFreelance

Feb 2019 - Present

7 years 9 months

Paris Area, France

I co-founded Data League to offer consulting and engineering. I specialize in building things from client needs to production, mainly around AI models. I've also had the opportunity to train people to deep learning. Currently: Built two multi-tenant e-commerce products from scratch during 3 years. Handling full-stack development (front-end in Rust, back-end in Rust & Python). Everything is in production. • Led architecture, infrastructure, and CI/CD using Docker and GitHub Actions for fully automated deployment. • Driving product development toward launch.

Software Engineering Board Member & Engineering Lead

ADEOFreelance

Mar 2023 - Oct 2024

1 year 8 months

• Led a team of ~25 network engineers to enhance development practices, driving efficiency and collaboration. • Authored comprehensive Python documentation for network domain, streamlining understanding and implementation. • Contributed to the software engineering board to standardize development practices across domains. • Participated in the development of a buildpack solution, facilitating smoother deployment processes. • Designed and implemented testing protocols to assess engineer proficiency and performance. • Developed two innovative tools: one for monitoring repository compliance with best practices and another to automate pull request proposals for alignment with standards. • Actively contributed to several inner source projects, fostering knowledge sharing and collaboration across the organization.

Data Scientist

Airbus HelicoptersFreelance

Mar 2022 - Jan 2023

11 months

13700 Marignane, France

• Conducted data exploration and feasibility research to support the development of innovative solutions • Collaborated with cross-functional teams, including engineers and project managers, to align data-driven insights with business and technical objectives.

Lead Machine Learning Engineer

Creative LiftFreelance

Mar 2020 - Jan 2022

1 year 11 months

Paris, France

• Led the development and implementation of machine learning solutions for products that analyze and highlight the relationships between visual characteristics and media performance. • Architected and designed the overall infrastructure, ensuring scalability and efficiency • Developed and optimized feature extraction models to analyze visual data, enabling the identification of key attributes that influence media performance. • Collaborated closely with cross-functional teams, including executive / technical Director, to align machine learning models with business objectives and product goals. • Mentored and guided junior engineers • Conducted research and experimentation with the latest ML techniques

IA Instructor

AMBIENT IT - AcademyFreelance

Jul 2019 - Jul 2020

1 year 1 month

Paris, France

• Delivered comprehensive instruction on Artificial Intelligence (AI) principles, focusing on foundational concepts and practical applications. • Taught students how to build, train, and deploy neural networks using TensorFlow, covering topics such as data pre-processing, model architecture, training strategies, and optimization techniques. • Developed course materials, including lesson plans, tutorials, and hands-on exercises, to enhance learning outcomes. • Provided one-on-one mentorship and guidance, helping students to understand complex AI concepts and successfully complete projects. • Evaluated student progress through assessments and provided constructive feedback to improve their understanding and skills in AI and machine learning.

Entrepreneur

Entrepreneur First

Oct 2018 - Mar 2019

6 months

Paris, France

• Selected as a member of the inaugural Paris cohort of Entrepreneur First, the world’s leading company builder, known for identifying and supporting high-potential founders. • Co-founded Noxar, a startup focused on developing advanced analytics solutions for Virtual Reality (VR) environments. • Conducted market research and user testing to refine Noxar’s product offerings, ensuring alignment with industry needs and customer demands.

Deep learning research engineer

Bentley Systems

Jun 2018 - Oct 2018

5 months

Région de Paris, France

Context: Contributed to the development of iTwin Capture Modeler, a product enabling the automatic generation of multiresolution 3D models at any scale and precision. Models: - 3D segmentation - Image overlap - Depth map generation from image pairs.

Data scientist

Thales

Oct 2015 - Jul 2018

2 years 10 months

78140 Vélizy-Villacoublay, France

• Developed an advanced open-source intelligence platform to categorize individuals based on their online conversations, leveraging large-scale data processing techniques. • Utilized Python with PySpark to efficiently handle and analyze large datasets collected from various sources. • Applied Natural Language Processing (NLP) techniques for named entity recognition and topic modeling, facilitating the automated discovery of key entities and discussion topics. • Developed algorithms for community detection and burst/event detection on social networks, identifying significant trends and emergent communities in online conversations. • Designed and deployed models for anomaly detection on firewall logs, enhancing security measures by identifying irregular patterns and potential threats. • Collaborated with cross-functional teams to ensure the platform's robustness and scalability, addressing technical challenges associated with processing and visualizing large volumes of data.

Research Intern

Serre Numérique and LAMIH

Mar 2015 - Aug 2015

6 months

59300 Valenciennes, France

Development (with Java, Jade) and human centered technical tests of an application on interactive table (RFID) with tangible objects : - User interface - Artificial intelligence - Jade multi-agent platform - Development of a SDK - Design (UML)


Education

Udacity

Nanodegree: Self driving car engineer, Autonomous vehicles

2017 - 2018

1 year 1 month

3 Terms - 3 months each. 15 hrs/week. 14 Projects, all available on my GitHub. - Computer vision and deep learning - Sensor fusion, localization and control - Path Planning, concentrations and systems Partners: Mercedez-Benz, Nvidia, Uber, Elektrobit, ...

Université Polytechnique Hauts-de-France

Master's degree, Computer science

2013 - 2015

2 years 1 month

Activities and societies: Chess player

- Operational research - Collective intelligence - Component-based software engineering - Software engineering (System requirements analysis, Human computer interaction and UML) - Design and evaluation of interactive and adaptive systems - Artificial Intelligence (Model and reasoning) - Architecture for embedded systems (FPGA) and multicore programming - Systems and distributed programming - Agent-based and constraint computer programming - Cryptography - Basis of combinatorial optimization (Dynamic programming, heuristics) - Network (Safety and data transmission)

Université Polytechnique Hauts-de-France

Bachelor's degree, Computer science

2009 - 2013

4 years 1 month

- Modeling methods and optimisation (Merise, SART, UML) - Algorithmics, data structures and graph structures - Fonctionnal programming, Logic programming, System programming - Advanced databases - Simulation of queues


Licenses & certifications

Sololearn Python Core

Issued: Aug 2021

Certified by Sololearn

Apprentissage automatique

Issued: Apr 2016

Certified by Coursera Course Certificates

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