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Start with Mathematical Foundations

Vectors & Geometry

Start

Module 01

Mathematical Foundations

Vectors & GeometryMatrix AlgebraLinear Systems & Numerical MethodsDecomposition & Spectral Methods+1 more
0/71 solved0%
18 easy46 med.7 hard

Module 02

Probability & Statistics

Probability TheoryStatistical Inference
0/43 solved0%
14 easy27 med.2 hard

Module 03

Core Machine Learning

Data Preparation & Feature EngineeringLinear ModelsTree Models & EnsemblesInstance-Based, Kernel & Probabilistic Methods
0/57 solved0%
14 easy35 med.8 hard

Module 04

Model Evaluation & Selection

Core MetricsValidation & Tuning
0/18 solved0%
5 easy13 med.0 hard

Module 05

Unsupervised Learning

ClusteringDimensionality Reduction & Anomaly Detection
0/18 solved0%
0 easy15 med.3 hard

Module 06

Deep Learning Foundations

Neural Units & ActivationsBackpropagation, Training & OptimizationInitialization, Normalization & RegularizationSequence Models & Generative Models
0/68 solved0%
25 easy32 med.11 hard

Module 07

Computer Vision Applications

Core Vision OperationsDetection, Video & Advanced Vision
0/30 solved0%
8 easy13 med.9 hard

Module 08

NLP Applications

Text Representation & Classical NLPText Generation & NLP Evaluation
0/24 solved0%
3 easy18 med.3 hard

Module 09

Search, Ranking & Retrieval

Retrieval & Ranking Systems
0/9 solved0%
1 easy8 med.0 hard

Module 10

Transformers & LLMs

Attention MechanismsLLM Inference & Memory SystemsMoE, Compression & Scaling
0/57 solved0%
4 easy25 med.28 hard

Module 12

Reinforcement Learning

Foundations & Tabular RLAdvanced & Deep RLAdvanced RL Theory, Planning & TD LearningRL Environments, Games & Applications
0/111 solved0%
5 easy91 med.15 hard

Module 13

Multimodal AI

Vision-Language & Cross-Modal Systems
0/11 solved0%
0 easy8 med.3 hard

Module 14

Alignment & Preference Learning

RLHF, Reward Modeling & Human Feedback
0/13 solved0%
3 easy9 med.1 hard

Module 15

AI Systems & MLOps

Data Pipelines, Monitoring & ReliabilityInfrastructure, Parallelism & Hardware Efficiency
0/37 solved0%
7 easy27 med.3 hard

Module 16

Robotics / Control

Planning, Dynamics & Decision Systems
0/26 solved0%
0 easy21 med.5 hard

Module 17

Frontier & Specialized Topics

Representation Learning, Advanced Theory & Miscellaneous
0/38 solved0%
1 easy36 med.1 hard