Learn AI, ML & LLM Engineering
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Master Artificial Intelligence (AI), Machine Learning (ML), Deep Learning, Generative AI, LLMs & Autonomous AI Agents from First Principles!
By Sanjeev Kumar, this university-grade, offline-first AI & ML course app is built for software engineers, data scientists, B.Tech/CS students & researchers. Learn math, Python, production Transformers, Enterprise RAG & AI Agents from scratch.
🌟 WHY DOWNLOAD THIS AI & ML COURSE APP?
• Dual-Language: Switch between Technical English & Hinglish (Hindi-English) anytime.
• From-Scratch Code: Pure Python 3.12+ & NumPy scaled to PyTorch, vLLM & Qdrant.
• Complete Roadmap: 16 Books, 81 Modules, 80 chapters & Foundation Bridge.
• 8 Flagship Projects: Real blueprints, test suites & hardware sizing guides.
• 5 Reference Manuals: Formula Sheet, A-Z Glossary, Bibliography, Roadmap & Study Guide.
📚 COMPLETE 16-BOOK AI CURRICULUM:
🔹 PART I: PYTHON & MATH FOUNDATIONS
• Book 00 (Free): AI Epistemology, High-Dim Geometry, Calibration (ECE) & Loss Landscapes.
• Book 01 (Free): High-Performance Python — CPython Memory, Pointers, Cache, Striding, DSA & Pydantic v2.
• Book 02: Math for ML — Linear Algebra, SVD, Matrix Calculus, VJPs, Convex Optimization, AdamW & Info Theory.
🔹 PART II: MACHINE LEARNING & DEEP LEARNING
• Book 03: Data Engineering — SQL Internals, Apache Arrow, Polars, Data Leakage & Feature Stores.
• Book 04: Classical ML — OLS, Ridge, Lasso, Logistic Regression, Random Forests, XGBoost, LightGBM, CatBoost & SVMs.
• Book 05: Deep Learning — Autograd from Scratch, Norms, PyTorch, CUDA, BF16/FP8 & Distributed Training (DDP/FSDP).
🔹 PART III: COMPUTER VISION, NLP & LLMs
• Book 06: Computer Vision — CNNs, ResNet, Vision Transformers (ViT), Swin, YOLO, CLIP & Diffusion Models.
• Book 07: NLP & Transformers — BPE Tokenization, Word2Vec, RNN/LSTM, Self-Attention & Transformer Architecture.
• Book 08: LLM Engineering — RoPE, GQA, SwiGLU, MoE, Chinchilla, LoRA, QLoRA (NF4), RLHF, DPO, GRPO & vLLM.
🔹 PART IV: GEN-AI, RAG, AGENTS & MLOPS
• Book 09: Enterprise RAG & Vector DBs — Chunking, HNSW, IVF-PQ, BM25, Hybrid RRF, Reranking & GraphRAG.
• Book 10: Autonomous AI Agents — ReAct Loops, Function Calling, Model Context Protocol (MCP), Memory & Sandboxing.
• Book 11: Production MLOps & LLMOps — FastAPI, Docker, Kubernetes, MLflow, CI/CD Canary & Drift Detection.
🔹 PART V: AI SECURITY, SYSTEM DESIGN & INTERVIEWS
• Book 12: AI Security — OWASP LLM Top 10, Prompt Injection Defense, Dual-LLM Quarantine, Diff Privacy & NIST AI.
• Book 13: AI System Design — Multimodal Search, Coding Agents, Fraud Detection & Recommender Systems.
• Book 14: Frontier AI — Test-Time Compute, PRMs, MCTS, 1-Bit LLMs (BitNet b1.58) & World Models.
• Book 15: Staff AI Career & Interviews — Portfolio, ML Coding Interviews, Math Derivations, Debugging & System Design.
🛠️ 8 FLAGSHIP PRODUCTION AI PROJECTS:
1. From-Scratch Autograd Engine & Micro-Framework (Free)
2. Distributed Deep Learning Pipeline (DDP & AMP)
3. Llama-3 Transformer From Scratch (RoPE, GQA, SwiGLU, KV Cache)
4. Enterprise Hybrid RAG System (HNSW + BM25 + RRF)
5. Autonomous Multi-Step Reasoning AI Agent (ReAct)
6. Model Context Protocol (MCP) Enterprise Gateway
7. 8B LLM Fine-Tuning & Alignment (QLoRA NF4 + DPO/GRPO)
8. Enterprise Full-Stack AI Capstone Platform
✨ PREMIUM OFFLINE READING EXPERIENCE:
• Instant Full-Text Search across 80+ chapters with quick chips.
• Native KaTeX Math & Syntax-Highlighted Code with 1-tap copy.
• 3 Themes (Dark, Light, Sepia) & Live 50%–200% Font Slider.
• Flexible Access: Start Free (Books 00 & 01), unlock via short ads, or get Lifetime Pro (Ad-Free & Offline)!
Disclaimer: Independent educational self-study app, not an accredited degree or job guarantee.
By Sanjeev Kumar, this university-grade, offline-first AI & ML course app is built for software engineers, data scientists, B.Tech/CS students & researchers. Learn math, Python, production Transformers, Enterprise RAG & AI Agents from scratch.
🌟 WHY DOWNLOAD THIS AI & ML COURSE APP?
• Dual-Language: Switch between Technical English & Hinglish (Hindi-English) anytime.
• From-Scratch Code: Pure Python 3.12+ & NumPy scaled to PyTorch, vLLM & Qdrant.
• Complete Roadmap: 16 Books, 81 Modules, 80 chapters & Foundation Bridge.
• 8 Flagship Projects: Real blueprints, test suites & hardware sizing guides.
• 5 Reference Manuals: Formula Sheet, A-Z Glossary, Bibliography, Roadmap & Study Guide.
📚 COMPLETE 16-BOOK AI CURRICULUM:
🔹 PART I: PYTHON & MATH FOUNDATIONS
• Book 00 (Free): AI Epistemology, High-Dim Geometry, Calibration (ECE) & Loss Landscapes.
• Book 01 (Free): High-Performance Python — CPython Memory, Pointers, Cache, Striding, DSA & Pydantic v2.
• Book 02: Math for ML — Linear Algebra, SVD, Matrix Calculus, VJPs, Convex Optimization, AdamW & Info Theory.
🔹 PART II: MACHINE LEARNING & DEEP LEARNING
• Book 03: Data Engineering — SQL Internals, Apache Arrow, Polars, Data Leakage & Feature Stores.
• Book 04: Classical ML — OLS, Ridge, Lasso, Logistic Regression, Random Forests, XGBoost, LightGBM, CatBoost & SVMs.
• Book 05: Deep Learning — Autograd from Scratch, Norms, PyTorch, CUDA, BF16/FP8 & Distributed Training (DDP/FSDP).
🔹 PART III: COMPUTER VISION, NLP & LLMs
• Book 06: Computer Vision — CNNs, ResNet, Vision Transformers (ViT), Swin, YOLO, CLIP & Diffusion Models.
• Book 07: NLP & Transformers — BPE Tokenization, Word2Vec, RNN/LSTM, Self-Attention & Transformer Architecture.
• Book 08: LLM Engineering — RoPE, GQA, SwiGLU, MoE, Chinchilla, LoRA, QLoRA (NF4), RLHF, DPO, GRPO & vLLM.
🔹 PART IV: GEN-AI, RAG, AGENTS & MLOPS
• Book 09: Enterprise RAG & Vector DBs — Chunking, HNSW, IVF-PQ, BM25, Hybrid RRF, Reranking & GraphRAG.
• Book 10: Autonomous AI Agents — ReAct Loops, Function Calling, Model Context Protocol (MCP), Memory & Sandboxing.
• Book 11: Production MLOps & LLMOps — FastAPI, Docker, Kubernetes, MLflow, CI/CD Canary & Drift Detection.
🔹 PART V: AI SECURITY, SYSTEM DESIGN & INTERVIEWS
• Book 12: AI Security — OWASP LLM Top 10, Prompt Injection Defense, Dual-LLM Quarantine, Diff Privacy & NIST AI.
• Book 13: AI System Design — Multimodal Search, Coding Agents, Fraud Detection & Recommender Systems.
• Book 14: Frontier AI — Test-Time Compute, PRMs, MCTS, 1-Bit LLMs (BitNet b1.58) & World Models.
• Book 15: Staff AI Career & Interviews — Portfolio, ML Coding Interviews, Math Derivations, Debugging & System Design.
🛠️ 8 FLAGSHIP PRODUCTION AI PROJECTS:
1. From-Scratch Autograd Engine & Micro-Framework (Free)
2. Distributed Deep Learning Pipeline (DDP & AMP)
3. Llama-3 Transformer From Scratch (RoPE, GQA, SwiGLU, KV Cache)
4. Enterprise Hybrid RAG System (HNSW + BM25 + RRF)
5. Autonomous Multi-Step Reasoning AI Agent (ReAct)
6. Model Context Protocol (MCP) Enterprise Gateway
7. 8B LLM Fine-Tuning & Alignment (QLoRA NF4 + DPO/GRPO)
8. Enterprise Full-Stack AI Capstone Platform
✨ PREMIUM OFFLINE READING EXPERIENCE:
• Instant Full-Text Search across 80+ chapters with quick chips.
• Native KaTeX Math & Syntax-Highlighted Code with 1-tap copy.
• 3 Themes (Dark, Light, Sepia) & Live 50%–200% Font Slider.
• Flexible Access: Start Free (Books 00 & 01), unlock via short ads, or get Lifetime Pro (Ad-Free & Offline)!
Disclaimer: Independent educational self-study app, not an accredited degree or job guarantee.
Master AI, Machine Learning, Deep Learning, LLMs & Python offline from scratch!
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Safety starts with understanding how developers collect and share your data. Data privacy and security practices may vary based on your use, region, and age. The developer provided this information and may update it over time.
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- Data is encrypted in transit
What’s new
✨ What's New:
• Instant Global Search: Search any topic, formula, or algorithm across all 16 books & 80+ modules with quick-topic chips.
• Upgraded Reader: New 50%–200% live font-size slider, theme-matched bottom navigation buttons & 3 luxury themes (Midnight Obsidian, Editorial Paper, Warm Sepia).
• Flexible Access: Read Books 00 & 01 free, unlock Pro modules for 1 hour via video ads, or upgrade to Lifetime Pro (100% Ad-Free & Offline).
• Instant Global Search: Search any topic, formula, or algorithm across all 16 books & 80+ modules with quick-topic chips.
• Upgraded Reader: New 50%–200% live font-size slider, theme-matched bottom navigation buttons & 3 luxury themes (Midnight Obsidian, Editorial Paper, Warm Sepia).
• Flexible Access: Read Books 00 & 01 free, unlock Pro modules for 1 hour via video ads, or upgrade to Lifetime Pro (100% Ad-Free & Offline).
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Phone number
+917503602051
About the developer
Sanjeev Kumar
sanjeevg.in.india@gmail.com
E-115, Roop Nagar, Harsh Vihar, Hari Nagar ext. 3rd, Badarpur
New DELHI, Delhi 110044
India
