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GenAI Tutorial Roadmap

11
Sections
27
Sub Section
162
Articles
0
Premium
01SectionBasic GENAI 5 subsections 27 articles
27/27 articles
1Introduction of AI
2Introduction of GenAI
3History of GenAI
4ML in GenAI Subsection 6/6 articles
Subsection articles
6/6 articles
1Introduction of ML
2Supervised Learning
3Unsupervised Learning
4Reinforcement Learning
5Overfitting & Underfitting
6Model Evaluation Basics
5Deep Learning in GenAI Subsection 5/5 articles
Subsection articles
5/5 articles
1Introduction to Deep Learning
2Neural Networks
3Activation Functions
4Loss Functions
5CNN, RNN & LSTM
6Generative AI Models Subsection 5/5 articles
Subsection articles
5/5 articles
1Autoencoders
2Variational Autoencoders (VAE)
3GANs (Generative Adversarial Networks)
4Diffusion Models
5Model Comparison
7Core GenAI Subsection 4/4 articles
Subsection articles
4/4 articles
1Parameters & Model Size
2Training vs Inference
3Fine-Tuning Basics
4GPU & Compute Fundamentals
8GenAI Tools & Ecosystem Subsection 4/4 articles
Subsection articles
4/4 articles
1PyTorch
2TensorFlow
3Hugging Face
4Model Hubs & Datasets
02SectionLLM 3 subsections 19 articles
19/19 articles
1Introduction of LLM
2Model Parameters
3Scaling Laws
4Context Window
5Tokens
6Tokenizers
7Split into Tokens
8Output Controls Subsection 4/4 articles
Subsection articles
4/4 articles
1Temperature
2Top-P
3Top-K
4Max Tokens
9LLM Behavior Subsection 3/3 articles
Subsection articles
3/3 articles
1Hallucinations
2Emergent Abilities
3Reasoning Limitations
10Popular Models Subsection 5/5 articles
Subsection articles
5/5 articles
1GPT
2Claude
3Llama
4DeepSeek
5Open-source Models
03SectionTransformer Models 3 subsections 17 articles
17/17 articles
1Limitations of RNN/LSTM
2Transformer Architecture
3Attention Is All You Need
4Tokens & Embeddings
5Positional Encoding
6Encoder & Decoder
7Transformer Block Subsection 3/3 articles
Subsection articles
3/3 articles
1Feed Forward Network (FFN)
2Residual Connections
3Layer Normalization
8Transformer Variants Subsection 3/3 articles
Subsection articles
3/3 articles
1BERT (Encoder)
2GPT (Decoder)
3T5 (Encoder–Decoder)
9Attention Mechanism Subsection 4/4 articles
Subsection articles
4/4 articles
1Self-Attention
2Query, Key, Value (QKV)
3Multi-Head Attention
4Cross-Attention
10Next Token Prediction
04SectionPrompt Engineering 2 subsections 16 articles
16/16 articles
1Introduction of Prompt
2System Prompt
3User Prompt
4Assistant Prompt
5Prompt Templates
6Best Practices (Context, Constraints, Guardrails)
7Core Techniques Subsection 7/7 articles
Subsection articles
7/7 articles
1Zero-Shot
2One-Shot
3Few-Shot
4Role Prompting
5Chain of Thought
6Self-Consistency
7ReAct
8Structured Outputs Subsection 3/3 articles
Subsection articles
3/3 articles
1JSON Output
2Function Calling
3Tool Calling
05SectionEmbeddings 1 subsections 9 articles
9/9 articles
1Introduction of Embeddings
2Text to Vectors
3Semantic Similarity
4Cosine Similarity
5Euclidean Distance
6Embedding Models Subsection 4/4 articles
Subsection articles
4/4 articles
1OpenAI Embeddings
2Sentence Transformers
3BGE Models
4E5 Models
06SectionVector Databases 2 subsections 16 articles
16/16 articles
1Introduction of Vector Database
2Storing Embeddings
3Metadata Storage
4Collections & Namespaces
5Similarity Search
6K-Nearest Neighbors (KNN)
7Top-K Retrieval
8ANN Search
9Vector Databases Subsection 4/4 articles
Subsection articles
4/4 articles
1Chroma
2FAISS
3Pinecone
4Weaviate
10Retrieval Optimization Subsection 4/4 articles
Subsection articles
4/4 articles
1Metadata Filtering
2Hybrid Search
3Reranking
4Caching
07SectionRAG 2 subsections 15 articles
15/15 articles
1Introduction to RAG
2RAG Architecture
3RAG Pipeline Subsection 4/4 articles
Subsection articles
4/4 articles
1Document Loading
2Chunking
3Embedding
4Storing
4Vector Search
5Hybrid Search
6Reranking
7Parent-Child Retrieval
8Multi-Query Retrieval
9Graph RAG
10Evaluation Subsection 3/3 articles
Subsection articles
3/3 articles
1Recall
2Precision
3Faithfulness
08SectionAI Agents 3 subsections 15 articles
15/15 articles
1Introduction of AI Agent
2Planning
3Memory
4Reasoning
5Tools
6Agent Patterns Subsection 3/3 articles
Subsection articles
3/3 articles
1ReAct
2Plan & Execute
3Reflection
7Tool Usage Subsection 3/3 articles
Subsection articles
3/3 articles
1Function Calling
2APIs
3Code Execution
8Multi-Agent Systems Subsection 4/4 articles
Subsection articles
4/4 articles
1Agent Communication
2Agent Collaboration
3Task Delegation
4Agent Orchestration
09SectionAgent Framworks 3 subsections 13 articles
13/13 articles
1langChain Subsection 5/5 articles
Subsection articles
5/5 articles
1Introduction to LangChain
2Tools
3Memory
4Retrievers
5Agents
2LIamaIndex Subsection 4/4 articles
Subsection articles
4/4 articles
1Introduction to LlamaIndex
2Indexing
3Query Engines
4RAG Pipelines
3LangGraph Subsection 4/4 articles
Subsection articles
4/4 articles
1Introduction to LangGraph
2State Management
3Workflow Design
4Human-in-the-Loop
10SectionFine -Turning 2 subsections 10 articles
10/10 articles
1Introduction to Tuning
2Tuning Types Subsection 2/2 articles
Subsection articles
2/2 articles
1Full Fine-Tuning
2Instruction Tuning
3PEFT (Parameter-Efficient Fine-Tuning) Subsection 3/3 articles
Subsection articles
3/3 articles
1LoRA
2QLoRA
3Adapters
4Data Collection
5Data Formatting
6Benchmarks
7Model Comparison
11SectionMultiModal AI 1 subsections 5 articles
5/5 articles
1Introduction to Multimodal AI
2Multimodal LLM
3Modalities Subsection 3/3 articles
Subsection articles
3/3 articles
1Text
2Image
3Audio
Next Tutorial
Introduction of AI