🌳 Skill Tree

ML Engineer Skill Tree

Every skill you need to become an ML Engineer. Complete lessons to unlock and progress through each node.

Overall Progress

0 of 40 tracked lessons complete

🏆

ML Engineer

Master all skills to unlock

🐍

Python & Math0/5 lessons

NumPy, Pandas, Statistics, Probability, Linear Algebra

🤖

Machine Learning0/5 lessons

Supervised, Unsupervised, Evaluation, Feature Engineering

🧠

Deep Learning0/4 lessons

Neural Nets, CNNs, RNNs, Transformers, PyTorch

💬

NLP0/4 lessons

Text Processing, BERT, Fine-tuning, Sentiment Analysis

✨

LLMs0/5 lessons

GPT, Prompt Engineering, RLHF, LoRA, Function Calling

🔍

RAG Systems0/5 lessons

Vector DBs, FAISS, Hybrid Search, Reranking, Citations

👁️

Computer Vision0/3 lessons

Image Classification, Object Detection, Segmentation

⚙️

MLOps0/5 lessons

Docker, CI/CD, MLflow, Model Monitoring, Drift Detection

🤖

AI Agents0/4 lessons

ReAct, LangGraph, Tool Calling, Multi-Agent Systems