Not just content — an AI-powered learning platform that adapts to you. Ask questions, get explanations, generate quizzes, and follow personalized career paths across -- lessons and 31 trainings.
From classical ML foundations to cutting-edge agentic systems — each course is self-contained with theory, implementations, and real-world applications.
Build agentic systems with CrewAI — flows, ReAct, planning, multi-agent patterns, and memory optimization.
Build RAG from scratch — evaluation, multimodal, graph RAG, ColBERT/ColPali, and 16 production techniques.
The full blueprint — ML lifecycle, K8s/AWS deployment, monitoring, CI/CD, context engineering, and LLM serving.
Mathematical foundations — regression, XGBoost, PCA, t-SNE, GNNs, diffusion models, calibration, and causality.
LoRA/DoRA from scratch, bi-encoders, vector databases, LLaMA 4 architecture, and evaluation.
Model Context Protocol — architecture, custom clients, workflows, security, sandboxing, and framework integrations.
11 hands-on projects — agentic RAG, voice agents, video analysis, shared memory, and deep researcher.
From bandits and MDPs to Bellman equations, model-free methods, function approximation, and Deep RL/DQN.
pytest, DVC, MLflow, TorchScript, model compression, CUDA programming, multi-GPU training, and PySpark.
Conversation-driven development, hooks, MCP integration, GitHub workflows, and productivity best practices.
Not just content — an AI-powered platform that knows what you've learned, what you need next, and can answer any question about the material.
Ask any question about any lesson. Get instant, grounded answers with citations to specific content — powered by RAG over the full knowledge base.
AI career coach that analyzes your progress, recommends daily actions, tracks skill gaps, and guides you through multi-level career tracks.
AI generates practice questions from lesson content. Test yourself on any topic with instant feedback and explanations.
Every course gets an AI-generated A-Z glossary. Search terms, see definitions, and hover over concepts inline for instant clarity.
Every code example extracted, summarized, and cataloged. Browse by language, complexity, or concept — copy with one click.
Wake up to a personalized daily plan — new lessons, spaced reviews, practice quizzes, all time-budgeted to your pace.
Every lesson goes deep into the "why" behind the "how." From mathematical proofs to production deployments.
XGBoost, PCA, t-SNE, LoRA, DQN, ReAct — understand algorithms by building them, not just calling APIs.
Complex concepts made clear with diagrams, architecture charts, and step-by-step visual walkthroughs.
MCP, context engineering, ColPali, graph RAG, KAN networks, diffusion models — content you won't find elsewhere.
Select your role. Get a curated, phased roadmap with daily recommendations from your AI career counselor.
Full-stack AI development — agents, RAG, LLMs, and MLOps. Go from ML foundations to deploying multi-agent systems.
Classical ML to production — model development, engineering best practices, MLOps pipelines, and deployment.
Build autonomous agent systems — CrewAI, MCP, A2A protocol, multi-agent orchestration, and agentic design patterns.
Retrieval system expert — vector databases, multimodal RAG, graph RAG, ColBERT, and 16 production techniques.
Deep LLM expertise — fine-tuning, LoRA/QLoRA, evaluation, inference optimization, and serving at scale.
GenAI for analytics workflows — prompt engineering, data exploration, automated reporting with Google Gemini.
No-code/low-code AI — n8n, Dify, OpenClaw, OpenCode, Claude Code. Build agents without writing code.
Pick a path, and your AI career counselor creates a personalized plan.
Select a career persona — AI Engineer, Agent Developer, RAG Engineer, or any of 7 tracks. The AI counselor tailors everything to your goal.
Every day, your counselor generates a time-budgeted plan: new lessons, spaced reviews, practice quizzes — aligned to your career milestones.
Read lessons with an AI tutor by your side. Ask questions, get explanations, explore the auto-generated glossary, and browse summarized code examples.
Watch your skills grow on the skill map. Hit career milestones, earn achievements, and see your gap to the next level shrink with every lesson.
Progress through Junior → Mid → Senior levels in your track. The counselor adjusts recommendations as you grow, always pointing to your next breakthrough.
-- lessons. 31 trainings. 7 career paths. An AI tutor that never sleeps.