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Louis Guitton

Freelance Solutions Architect and Machine Learning Engineer

Louis Guitton
Berlin, Germany

Experience

Apr 2023 - Present
2 years 11 months
Berlin, Germany

Freelance Solutions Architect and Machine Learning Engineer

Self-employed

  • Develop and demonstrate solutions using GenAI software like langchain, vercel ai sdk, copilotkit
  • Work with customers to understand their challenges and provide the best solutions based on open-source data products
  • Build RAG and GraphRAG solutions using Neo4j, lancedb, and Postgres
  • Deploy a LLMOps platform using kubernetes, terraform, helmfile, Arize phoenix, mlflow
  • Architect and build data pipelines using dbt, Trino, Spark, Iceberg, Airflow, ArgoCD, terraform, kubernetes
  • Delivered user-centred technical strategy for Agriculture 4.0 and precision livestock farming, helping my client secure funding from Bpifrance
  • Delivered a prospecting tool for a leading French solar carport installer, using geospatial computing (GIS), speeding up the sales process
  • Built digital twin architecture for solar carports and EV chargers, making real-time monitoring and smart charging possible
Jan 2022 - Mar 2023
1 year 3 months
Berlin, Germany

Head of Engineering

OneFootball Labs

  • Built and lead engineering for the Blockchain division of OneFootball
  • Architected and developed backend systems using Python, Node, Go, PostgreSQL, and Typesense (ElasticSearch) taking product from concept to production with paying customers
  • Delivered robust and scalable e-commerce NFT marketplace, including smart contracts, minting and packing, enabling the business to execute on a new strategic opportunity
  • Found product-market fit for NFT marketplace, leading to $500k revenue and 115k MAUs
  • Established the Web3 business unit and defined the structure of teams and processes, bringing solutions in a fast-paced environment
  • Managed 4 remote and hybrid teams for engineering, data, product and design of 20 staff
  • Hired and coached talent, built a culture of excellence and transparency, and provided training on blockchain firefighting and technical SEO
Oct 2018 - Jan 2022
3 years 4 months
Berlin, Germany

Principal Machine Learning Engineer

OneFootball

  • Built and lead the AI practice of OneFootball, a football media platform serving 15 million MAUs with news, OTT streaming, DFS and NFTs in 12 languages
  • Trained and fine-tuned transformer-based architectures for language, including BERT, using PyTorch, Hugging Face and spaCy
  • Delivered innovative news tagging solution using NLP, enabling the company to scale its news coverage to 12 languages, 5000 articles per day
  • Built the company's first knowledge graph, unlocking new entity types like Players and Games, and enabling high-engagement features like news recommendations
  • Migrated the company's data stack to a modern data stack, including Airflow, dbt, AWS LakeFormation, Snowplow, enabling the company to scale its data processing and analytics
  • Mentored and coached 2 engineers and 4 analysts, enabling them to grow their skills and take on more responsibilities
Apr 2018 - Jun 2018
3 months
Berlin, Germany

Entrepreneur in Residence

Entrepreneur First

  • Developed a scalable personality screening tool for talent acquisition managers using fine-tuned deep learning networks for computer vision in PyTorch
  • Leveraged resources of a worldwide deep-tech incubator for early-career founders
Aug 2016 - Mar 2018
1 year 8 months
Berlin, Germany

Data Scientist

DOJO Madness

  • Built and maintained a real-time deep-learning recommendations pipeline for 1 million daily users of a mobile app using Spark on AWS EMR and TensorFlow
Jan 2016 - Jun 2016
6 months
Paris, France

Data Science Intern

Ekimetrics

  • Researched applications of NLP and web crawlers to the econometrics of online earned media for automotive and cosmetics brands
Feb 2015 - Sep 2015
8 months
Brighton and Hove, United Kingdom

R&D Engineer Intern

EDF Energy

  • Researched applications of software development and data science to the digital innovation of an energy leader
Jun 2014 - Dec 2014
7 months
Singapore

R&D Engineer Intern

Bosch Southeast Asia

  • Researched applications of data science to storage optimisation of photovoltaics energy within the Power Electronics R&D team

Industries Experience

See where this freelancer has spent most of their professional time. Longer bars indicate deeper hands-on experience, while shorter ones reflect targeted or project-based work.

Experienced in Information Technology (6 years), Media and Entertainment (4.5 years), Sport (4.5 years), Energy (4 years), Agriculture (3 years), and Automotive (0.5 years).

Information Technology
Media and Entertainment
Sport
Energy
Agriculture
Automotive

Business Areas Experience

The graph below provides a cumulative view of the freelancer's experience across multiple business areas, calculated from completed and active engagements. It highlights the areas where the freelancer has most frequently contributed to planning, execution, and delivery of business outcomes.

Experienced in Information Technology (10 years), Product Development (8 years), Research and Development (5 years), Strategy (3 years), Business Intelligence (2.5 years), and Human Resources (1 year).

Information Technology
Product Development
Research and Development
Strategy
Business Intelligence
Human Resources

Summary

I'm an experienced Solutions Architect and Machine Learning Engineer with a passion for building transformative digital solutions. I have a strong background in AI, NLP, and Data Engineering, with a focus on delivering high-quality, scalable, and maintainable software. I am a self-starter with a track record of successfully leading projects on frontier technologies.

Skills

  • Architecture
  • System Design
  • Data Pipelines
  • Microsoft Azure
  • Amazon Web Services
  • Microservices
  • Mlops
  • Dataops
  • Docker
  • Kubernetes
  • Airflow
  • Terraform
  • Argocd
  • Data Development
  • Pandas
  • Duckdb
  • Dbt
  • Redshift
  • Snowflake
  • Spark
  • Kafka
  • Aws Glue
  • Aws Lakeformation
  • Postgressql
  • Elasticsearch
  • Redis
  • Neo4j
  • Snowplow
  • Full Stack Development
  • Python
  • Fastapi
  • Natural Language Processing
  • Scikit-learn
  • Spacy
  • Networkx
  • Pytorch
  • Hugging Face
  • Transformers
  • Mlflow
  • Argilla
  • Langchain
  • Llama-index
  • Typescript
  • Nextjs
  • Tailwindcss
  • C++
  • Delivery
  • Agile
  • Scrum
  • Technical Project Management
  • Delivery Roadmaps
  • Design Thinking
  • Stakeholder Management
  • Objectives And Key Results

Languages

German
Advanced
English
Advanced
French
Intermediate

Education

Sep 2012 - Jun 2016

MINES ParisTech PSL

MSc Executive Engineering · Executive Engineering · Paris, France

Certifications & licenses

Neo4j & Generative AI Fundamentals

Neo4j

Foundry & AIP Builder Foundations

Palantir Technologies

Enterprise Design Thinking Co-Creator

IBM

Natural Language Processing Specialization

DeepLearning.AI (Coursera)

SupervisedMachine Learning

DeepLearning.AI (Coursera)

Profile

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Frequently asked questions

Do you have questions? Here you can find further information.

Where is Louis based?

Louis is based in Berlin, Germany.

What languages does Louis speak?

Louis speaks the following languages: German (Advanced), English (Advanced), French (Intermediate).

How many years of experience does Louis have?

Louis has at least 11 years of experience. During this time, Louis has worked in at least 7 different roles and for 8 different companies. The average length of individual experience is 1 year and 4 months. Note that Louis may not have shared all experience and actually has more experience.

What roles would Louis be best suited for?

Based on recent experience, Louis would be well-suited for roles such as: Freelance Solutions Architect and Machine Learning Engineer, Head of Engineering, Principal Machine Learning Engineer.

What is Louis's latest experience?

Louis's most recent position is Freelance Solutions Architect and Machine Learning Engineer at Self-employed.

What companies has Louis worked for in recent years?

In recent years, Louis has worked for Self-employed, OneFootball Labs, and OneFootball.

Which industries is Louis most experienced in?

Louis is most experienced in industries like Information Technology (IT), Media, Entertainment and Publishing, and Sport and Recreation. Louis also has some experience in Energy, Agriculture, and Automotive.

Which business areas is Louis most experienced in?

Louis is most experienced in business areas like Information Technology (IT), Product Development, and Research and Development (R&D). Louis also has some experience in Strategy and Planning, Business Intelligence, and Human Resources (HR).

Which industries has Louis worked in recently?

Louis has recently worked in industries like Media, Entertainment and Publishing, Sport and Recreation, and Information Technology (IT).

Which business areas has Louis worked in recently?

Louis has recently worked in business areas like Information Technology (IT), Product Development, and Research and Development (R&D).

What is Louis's education?

Louis holds a Master in Executive Engineering from MINES ParisTech PSL.

Does Louis have any certificates?

Louis has 5 certificates. Among them, these include: Neo4j & Generative AI Fundamentals, Foundry & AIP Builder Foundations, and Enterprise Design Thinking Co-Creator.

What is the availability of Louis?

Louis is immediately available for suitable projects.

What is the rate of Louis?

Louis's rate depends on the specific project requirements. Please use the Meet button on the profile to schedule a meeting and discuss the details.

How to hire Louis?

To hire Louis, click the Meet button on the profile to request a meeting and discuss your project needs.

Average rates for similar positions

Rates are based on recent contracts and do not include FRATCH margin.

1000
750
500
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Market avg: 840-1000 €
The rates shown represent the typical market range for freelancers in this position based on recent contracts on our platform.
Actual rates may vary depending on seniority level, experience, skill specialization, project complexity, and engagement length.