Data Scientist / ML Engineer
Design and deploy predictive models to solve complex problems.
- Python
- Machine Learning Algorithms
- Statistics
6 resources
Learning
Training
Learning AI without knowing where to start is discouraging. This section organizes resources by career path, distinguishing what is available in French from what only exists in English.
- career paths
- 6 career paths
- French resources
- 15 French resources
- English courses
- 8 English courses
The six career paths
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Data Analyst
Analyze data to extract insights and help decision-making.
- SQL
- Python / R
- Data Visualization (Tableau, PowerBI)
3 resources -
Data Engineer
Build the infrastructure for collecting, storing, and processing data.
- SQL / NoSQL
- Python / Java / Scala
- Big Data (Spark, Hadoop)
3 resources -
NLP Engineer
Build systems that understand, process, and generate human language.
- Python
- Natural Language Processing
- Transformers / LLMs
4 resources -
Computer Vision Engineer
Create models that understand and analyze images or videos.
- Image processing
- Convolutional Neural Networks (CNNs)
- Object Detection
4 resources -
MLOps Engineer
Automate and manage the lifecycle of machine learning models in production.
- Python
- Docker / Kubernetes
- CI/CD
3 resources
Training and certifications
What the community provides itself
The paths above point to external resources. These three programs are organized by GalsenAI.
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Elements of AI
University of Helsinki and MinnaLearn
Introductory course to artificial intelligence, with no programming prerequisites, concluding with a certificate. It is aimed at anyone who wants to understand what AI does and doesn't do, before considering writing any.
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NVIDIA Training Sessions
NVIDIA Deep Learning Institute
Hands-on workshops, leading to a certificate of competency. They cover the fundamentals of deep learning and more specialized applications.
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ML Study Jams
Community-led collective format
Group study sessions: participants advance together on a machine learning program, at their own pace, relying on mutual aid rather than a single trainer.
Upcoming sessions are announced on our networks and via the newsletter. To be notified or propose a session in your institution, write to us.
How this section is designed
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Six jobs, six paths
No path is better than another. They simply don't lead to the same daily work, and the description of each serves exactly that: recognizing yourself.
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French first
Francophone resources are highlighted because the language barrier dismisses too many talents before the first line of code.
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The language is stated, not hidden
The best open courses often remain in English. Rather than pretending they don't exist, the community references them, clearly stating the language they are in.
Are we missing a resource?
These paths are built from what the community has tested and recommends. If a course, channel, or book has helped you and doesn't appear here, let us know: it will help those starting after you.