AI / ML & Data Roadmap

Follow playlists for data, ML, and deployment. Mark each item as you finish lessons.

Python — language basics, scripting freeCodeCamp / Python full course (YouTube)

NumPy & Pandas — arrays, dataframes, basic manipulation Pandas tutorial playlists (YouTube)

Visualization — Matplotlib / simple plotting Matplotlib tutorials (YouTube)

ML algorithms — regression, trees ML algorithm playlists (scikit-learn focused)

scikit-learn — pipelines, model selection scikit-learn tutorials (YouTube)

TensorFlow basics — building simple neural networks TensorFlow official channel (tutorials)

Deep learning architectures — CNNs, RNNs, transformers fast.ai — practical deep learning video course

NLP fundamentals — tokenization, embeddings NLP tutorials & playlists

Deployment — containerize models, serve via REST Model deployment playlists