Visual Roadmap

Full knowledge graph overview - sign in to see your personal mastery status.

square-root-variable Mathematics & Statistics brain-circuit Artificial Intelligence robot Robotics

Machine Learning

🔒Clustering and Unsupervised Learning78 XP🔵Overfitting, Underfitting, and Regularization72 XP🔒Linear Regression66 XP🔒Logistic Regression and Classification68 XP🔒Introduction to Neural Networks76 XP🔒Decision Trees and Random Forest70 XP🔒Introduction to Machine Learning64 XP🔒Model Evaluation74 XP

Deep Learning

🔒Transfer Learning86 XP🔒Convolutional Neural Networks80 XP🔒Recurrent Networks and LSTM82 XP🔒Transformer Architecture84 XP

Computer Vision

🔒Pose Estimation92 XP🔒Image Processing Basics88 XP🔒Object Detection and Localization90 XP🔒Screen Understanding and OCR94 XP

NLP & LLM Agents

🔒Computer-Use Agents & RPA102 XP🔒Autonomous Agents100 XP🔒Function Calling and Tool Use98 XP🔒LLM Fundamentals96 XP

Reinforcement Learning & Control

🔒Deep RL: DQN and PPO106 XP🔒Imitation Learning110 XP🔒Reinforcement Learning Fundamentals104 XP🔒Balance Control with Reinforcement Learning108 XP