Learning tracks
My Learning Map
Each track is a complete path from basics to a capstone project, with free, curated resources at every step. Your progress is saved separately per track.
AI / ML
AI / ML Foundations
Beginner-friendlyPython and core machine-learning foundations: from programming basics to building and evaluating your first ML model.
Natural Language Processing
AdvancedAn intermediate, project-driven path from text preprocessing through embeddings, sequence models, and transformers to fine-tuning your own Hugging Face model on a capstone NLP task.
Deep Learning
AdvancedAn intermediate, project-driven path from neural-network and backprop intuition through CNNs, sequences, and transformers to a deployable capstone, for learners who already know Python and ML basics.
Generative AI
IntermediateA hands-on, application-focused path from LLM intuition to shipping your own RAG-powered, agentic GenAI app in Python.
Data & Analytics
Data Engineering
IntermediateA hands-on path from Python and SQL foundations to warehousing, pipelines, orchestration, and a production-style capstone data pipeline.
Data Analysis
Beginner-friendlyA hands-on path from spreadsheets and SQL through statistics, cleaning, dashboards, and data storytelling to a job-ready capstone analysis.
Not sure which to pick? Answer one question or explore the fields.