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AI / Data Engineer

Focus on Python, machine learning, data processing, neural networks and retrieval-augmented generation.

5
Projects
451
Estimated hours
27367
Total XP
5.8/10
Average difficulty

Skills you will build

PythonData ScienceMachine LearningLinear RegressionNeural NetworksLLMsRAG

Suggested order

1. Python for Data Science

35h · 0 XP · Difficulty 4/10

Piscines are an important time in your cursus, during which you will have the occasion to learn a new language, or even a new paradigm!

2. ft_linear_regression

70h · 4200 XP · Difficulty 5/10

This project will be your first steps into AI and Machine Learning. You're going to start with a simple, basic machine learning algorithm. You will have to create a program that predicts the price of a car by using a linear function train with a gradient descent algorithm.

3. dslr

98h · 6000 XP · Difficulty 6/10

Discover Data Science through this project by recreating the Hogwarts Sorting Hat using logistic regression!

4. multilayer-perceptron

98h · 9450 XP · Difficulty 7/10

This project is an introduction to artificial neural networks through the implementation of a multilayer perceptron.

5. RAG against the machine

150h · 7717 XP · Difficulty 7/10

Build a Retrieval-Augmented Generation system that answers questions about codebases by retrieving relevant information and generating evidence-based responses, implementing intelligent chunking, efficient retrieval (TF-IDF/BM25)

Notes

This path is a curated recommendation built from the structured project database. It is not an official 42 order.