Goal path for developers

Build AI Agents and Apps

From your first API call to agents with tools, MCP and multi-agent teams, then a real app with login, streaming and deploy.

Steps
15
Lessons
88
Time
21 h 3 min
Done
0 / 88

Already know some of this? Start at step 1 (beginner), step 4 (intermediate), step 10 (advanced).

  1. Coding Assistants

    Track 1: Using AI Tools, 4 lessons

    1. 1. AI Coding Tools Explained: Copilot, Cursor, Claude Code, Codex Beginner, 12 min
      Coming soon
    2. 2. Build a Web App by Describing It: Lovable, Bolt, v0, Replit Beginner, 14 min
      Coming soon
    3. 3. Claude Code Free With Ollama: Full Setup Intermediate, 14 min
      Coming soon
    4. 4. Coding Assistants Compared on One Real Project Advanced, 14 min
      Coming soon

  2. Setup

    Track 3: Python for AI, From Zero, 6 lessons

    1. 5. Why Python for AI, and What You Need Beginner, 10 min
      Coming soon
    2. 6. Best Laptop for AI: Budget, Mid, Pro (India) Beginner, 10 min
      Watch free
    3. 7. Install Python and VS Code (Windows, Mac, Linux) Beginner, 12 min
      Coming soon
    4. 8. Virtual Environments and Packages With uv Intermediate, 11 min
      Coming soon
    5. 9. Git and GitHub for AI Projects Intermediate, 13 min
      Coming soon
    6. 10. WSL and Docker Basics for AI Developers Advanced, 13 min
      Coming soon

  3. How AI Apps Work

    Track 4: Working With LLM APIs, 6 lessons

    1. 11. See How Every AI App Works Beginner, 12 min
      On Udemy
    2. 12. Know What Every AI Call Costs Beginner, 12 min
      On Udemy
    3. 13. Control How the AI Answers Intermediate, 12 min
      On Udemy
    4. 14. Get Answers Your App Can Use Intermediate, 12 min
      On Udemy
    5. 15. Let AI Use Real Tools Intermediate, 12 min
      On Udemy
    6. 16. Stop AI Mistakes Reaching Users Advanced, 12 min
      On Udemy

  4. Core API Skills

    Track 4: Working With LLM APIs, 7 lessons

    1. 17. Messages, Roles and Multi-Turn Chat Beginner, 11 min
      Coming soon
    2. 18. Streaming Responses and a ChatGPT-Style UI Intermediate, 11 min
      Coming soon
    3. 19. Tool Calling in Code Intermediate, 14 min
      Coming soon
    4. 20. Structured Output: JSON Schema, Pydantic, Invoice Extractor Intermediate, 13 min
      Coming soon
    5. 21. Measure and Cut Cost and Latency Advanced, 13 min
      Coming soon
    6. 22. Prompt Caching Advanced, 11 min
      Coming soon
    7. 23. Rate Limits, Fallbacks and Portable Code: LiteLLM, OpenRouter Advanced, 11 min
      Coming soon

  5. Ship an AI App

    Track 4: Working With LLM APIs, 5 lessons

    1. 24. Next.js Front End for Your LLM Backend Intermediate, 16 min
      Coming soon
    2. 25. Streaming Chat UI: Tokens, Stop and Retry Intermediate, 15 min
      Coming soon
    3. 26. Add Login and Per-User Limits to Your AI App Intermediate, 15 min
      Coming soon
    4. 27. Deploy Your AI App on Free Tiers, No Card Needed Intermediate, 14 min
      Coming soon
    5. 28. Project: Ship a Public AI Study Helper Intermediate, Project, 40 min
      Coming soon

  6. RAG Concepts

    Track 5: RAG: Retrieval-Augmented Generation, 8 lessons

    1. 29. Why AI Can't See Your Files Beginner, 12 min
      On Udemy
    2. 30. RAG in One Picture Beginner, 12 min
      On Udemy
    3. 31. Chunks and Embeddings Beginner, 12 min
      On Udemy
    4. 32. RAG Tutorial for Beginners: Free Python Chatbot Beginner, 15 min
      Watch free
    5. 33. Searching by Meaning Intermediate, 12 min
      On Udemy
    6. 34. Writing the Answer Intermediate, 12 min
      On Udemy
    7. 35. RAG vs Fine-Tuning vs Long Context (and Cache-Augmented Generation) Intermediate, 12 min
      On Udemy
    8. 36. Making RAG Good Advanced, 12 min
      On Udemy

  7. Retrieval Types

    Track 5: RAG: Retrieval-Augmented Generation, 5 lessons

    1. 37. Dense Retrieval Beginner, 11 min
      Coming soon
    2. 38. Sparse Retrieval and BM25 Intermediate, 11 min
      Coming soon
    3. 39. Hybrid Search Intermediate, 12 min
      Coming soon
    4. 40. Rerankers: Cross-Encoders, Cohere Rerank, BGE Intermediate, 12 min
      Coming soon
    5. 41. Query Rewriting and Diversity: Multi-Query, HyDE, MMR Advanced, 12 min
      Coming soon

  8. Agent Foundations

    Track 6: AI Agents, 8 lessons

    1. 42. What Is an AI Agent? Beginner, 12 min
      On Udemy
    2. 43. How an AI Agent Keeps Going Beginner, 12 min
      On Udemy
    3. 44. What Can an AI Agent Touch? Beginner, 12 min
      On Udemy
    4. 45. Does Your AI Agent Remember You? Intermediate, 12 min
      On Udemy
    5. 46. One AI Agent, or a Team? Intermediate, 12 min
      On Udemy
    6. 47. Who Stops an AI Agent? Intermediate, 12 min
      On Udemy
    7. 48. Agent Design Patterns: Chaining, Routing, Parallel, Orchestrator, Evaluator Advanced, 14 min
      On Udemy
    8. 49. Tool Calling Explained (No Code) Beginner, 10 min
      Coming soon

  9. Build an Agent From Scratch

    Track 6: AI Agents, 6 lessons

    1. 50. What an Agent Harness Really Is Beginner, 12 min
      Coming soon
    2. 51. The Agent Loop in 50 Lines Intermediate, 13 min
      Coming soon
    3. 52. Tools and Permissions Intermediate, 13 min
      Coming soon
    4. 53. Context: What the Agent Remembers Intermediate, 13 min
      Coming soon
    5. 54. Plans, To-Do Lists and Sub-Agents Advanced, 13 min
      Coming soon
    6. 55. Safety, Evals, and Rebuilding With an SDK Advanced, 14 min
      Coming soon

  10. Tools, Reasoning and Planning

    Track 6: AI Agents, 4 lessons

    1. 56. Design Tools Agents Use Correctly Beginner, 11 min
      Coming soon
    2. 57. ReAct: Reason + Act Intermediate, 12 min
      Coming soon
    3. 58. Plan-and-Execute and Long-Running Agents Intermediate, 12 min
      Coming soon
    4. 59. Reflection and Self-Critique Advanced, 12 min
      Coming soon

  11. Model Context Protocol (MCP)

    Track 6: AI Agents, 8 lessons

    1. 60. MCP Explained Beginner, 10 min
      Coming soon
    2. 61. How MCP Really Works, Before You Code Beginner, 12 min
      Coming soon
    3. 62. Your First MCP Server in 10 Minutes Beginner, 12 min
      Coming soon
    4. 63. Give Your AI a Notes App (MCP) Intermediate, 12 min
      Coming soon
    5. 64. Beyond Tools: MCP Resources and Prompts Intermediate, 12 min
      Coming soon
    6. 65. Connect Your MCP Server to a Real API Intermediate, 12 min
      Coming soon
    7. 66. Test, Debug, Share and Deploy Your MCP Server (Remote + Clients) Advanced, 13 min
      Coming soon
    8. 67. Agent-to-Agent Protocols (A2A) Advanced, 12 min
      Coming soon

  12. Multi-Agent Patterns

    Track 6: AI Agents, 6 lessons

    1. 68. Why Multi-Agent, and When Not To Beginner, 11 min
      Coming soon
    2. 69. Supervisor and Orchestrator-Workers Patterns Intermediate, 13 min
      Coming soon
    3. 70. Swarm and Handoffs Intermediate, 12 min
      Coming soon
    4. 71. Hierarchical Teams, and Why Multi-Agent Systems Fail Advanced, 13 min
      Coming soon
    5. 72. Debate and Critique Agents Advanced, 12 min
      Coming soon
    6. 73. Project: Deep Research Agent Team Advanced, Workshop, 90 min
      Coming soon

  13. Human-in-the-Loop and Guardrails

    Track 6: AI Agents, 3 lessons

    1. 74. Human-in-the-Loop Explained Beginner, 10 min
      Coming soon
    2. 75. Guardrails: Inputs, Outputs, Sandboxes, Least Privilege Intermediate, 12 min
      Coming soon
    3. 76. Evaluate Agents: Trajectories and Tool Use Advanced, 13 min
      Coming soon

  14. Testing and Evals

    Track 9: LLM Engineering and Production, 6 lessons

    1. 77. Why Evals Are the Unit Tests of AI Beginner, 11 min
      Coming soon
    2. 78. Build an Eval Dataset (and Compare Prompts With promptfoo) Intermediate, 12 min
      Coming soon
    3. 79. LLM-as-Judge, Done Right Intermediate, 12 min
      Coming soon
    4. 80. DeepEval Tutorial Intermediate, 13 min
      On Udemy
    5. 81. Regression Gates in CI Advanced, 12 min
      Coming soon
    6. 82. Evaluating Agents End to End Advanced, 13 min
      Coming soon

  15. Deployment

    Track 9: LLM Engineering and Production, 6 lessons

    1. 83. Wrap Your AI App in an API Beginner, 12 min
      Coming soon
    2. 84. Dockerise an AI App Intermediate, 13 min
      Coming soon
    3. 85. Deploy: HF Spaces, Render, Cloud Run, Lambda, Modal Intermediate, 12 min
      Coming soon
    4. 86. CI/CD for AI Apps Advanced, 12 min
      Coming soon
    5. 87. Self-Host an Open Model on a GPU Cloud (and When Kubernetes Helps) Advanced, 13 min
      Coming soon
    6. 88. Capstone: Ship a Production AI Service Advanced, Project, 90 min
      Coming soon

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