AI tutorials you can see and play with

Every concept explained in simple English, with animated diagrams you can control, real code with output and a quick quiz. From neural networks to RAG and AI agents — free.

Deep Learning & NLPRecurrent Neural Networks (RNN)

Understand how an RNN reads a sentence word by word, with an interactive unrolled RNN. Hidden state, the RNN equation, types of RNN, backpropagation through time, vanishing and exploding gradients, NumPy and PyTorch code.

11 min read2 interactive visualsBeginner
Deep Learning & NLPLSTM (Long Short-Term Memory)

Learn how an LSTM works with an interactive, animated LSTM cell. Forget, input and output gates, the cell state, the math, a worked example, NumPy and PyTorch code, LSTM vs GRU and interview questions.

16 min read2 interactive visualsIntermediate
Transformers & LLMsSelf-Attention (Q, K, V)

See self-attention in action. Click any word to see where it looks, then step through Q·Kᵀ, scaling, softmax and the weighted sum with real numbers. Multi-head attention, masking, positional encoding, NumPy and PyTorch code.

11 min read2 interactive visualsIntermediate
RAG & LangChainRAG (Retrieval-Augmented Generation)

Learn RAG step by step with interactive visuals. Watch the RAG pipeline animate, play with chunk size and overlap, run a similarity search in your browser and see the exact prompt the LLM receives. Embeddings, vector databases, evaluation and LangChain code.

12 min read3 interactive visualsBeginner
Agentic AIAI Agents & the ReAct Loop

Watch an AI agent think, call tools and observe results in an animated ReAct loop. Learn what makes an agent different from a chatbot, how tool calling works, agent patterns, MCP, frameworks like LangGraph and CrewAI, and how to keep agents safe.

10 min read1 interactive visualsBeginner
Data Structures & AlgorithmsBinary Search

Step through binary search on a live array, see why O(log n) is so fast, then learn the iterative and recursive code, lower bound, first and last occurrence, binary search on the answer, common bugs and interview questions.

12 min read2 interactive visualsBeginner
Flagship

GenAI Course

A complete 40-session course from AI basics and NLP to transformers, LLMs, prompting, RAG and fine-tuning, plus animated visual lessons.

45 lessons9 hBeginner to Intermediate to Advanced
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Hands-on

LangChain Hands-on

17 hands-on labs from Ajeetkumar’s Colab notebooks: chat models, prompts, parsers, LCEL, memory, RAG, tools, agents, middleware, production and LangGraph, with a free Groq key.

17 lessons10 hBeginner to Intermediate
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Certification

Azure AI Fundamentals (AI-901)

The complete AI-901 course by Ajeetkumar, from AI basics to building chat apps, agents, speech, vision and document-extraction apps in Microsoft Foundry: 14 sessions, 8 hands-on labs, 5 portfolio projects and 3 timed mock exams, mapped to Microsoft’s official skills outline.

22 lessons4 hBeginner to Intermediate
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Certification

AWS Solutions Architect

Learn AWS from zero for the Solutions Architect Associate exam: cloud basics, networking, EC2, Linux and web servers, with labs and live tools.

12 lessons3 hBeginner
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Coding interviews

DSA

Data structures & algorithms for coding interviews: 17 visual lessons with 37 step-by-step animations, and 90 practice problems with an online editor, solutions in Python, Java, C++ and JavaScript, hints and approaches.

18 lessons5 hBeginner to Intermediate to Advanced
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10 Job-ready AI Projects

10 job-ready AI projects with architecture, step-by-step build, starter code, free deployment, resume bullets and the interview questions each project triggers.

10 lessons22 hBeginner to Intermediate to Advanced
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