Build a real portfolio
Employers hire builders. Choose a project, apply what you've learned, and ship something you can show off. Each project maps to skills from the curriculum.
Spam Detector
Classify messages as spam or not with a text classifier built from scratch.
House Price Predictor
Predict real estate prices with linear regression and clean feature engineering.
Sentiment Analyzer
Determine whether reviews are positive or negative using a real NLP pipeline.
Recommendation System
Recommend items to users with collaborative filtering and similarity measures.
Image Classifier
Train a CNN to classify images and understand the full training loop.
AI Chatbot
Build a conversational assistant with a system prompt and conversation memory.
RAG Assistant
Answer questions grounded in your own documents with retrieval-augmented generation.
AI Agent
Design an agent that reasons, calls tools, and acts to complete multi-step goals.
Computer Vision System
Detect objects in real time with a modern detection framework and a clean pipeline.
Personalized Recommendation System
Scale recommendations to thousands of users with matrix-factorization techniques.
Ready to build something real?
Level up your skills first with guided lessons, then tackle these projects with confidence.
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