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Beginners AI ML GenAI Agentic AI
Module 0: Start Here
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Start Here: Quick Links & Helpful Resources
Learning Roadmap for AWS AI/ML, GenAI & Agentic AI
Live Session Course Schedule: AI for Beginners
PPT: Introduction to AI / ML/ Gen AI & Agentic AI
Multi-Cloud: AI / ML / GenAI / Agents / Data
New Microsoft AI Certifications (Mar-Jun) 2026
Module 1: Intro to AI, ML, DL, Gen AI & Agentic AI
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L1: AI vs ML vs DL
L2: Generative AI
L3:AI vs ML vs Deep Learning vs GenAI & Agentic AI
Intro & History of AI, ML, Gen AI, & Agentic AI
Real-World AI Applications and Use Cases
Quizzes - Quick Knowledge Check
Module 2: ML Foundation
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L1: Introduction to Machine Learning (ML)
L2: Types of Machine Learning
L3: Supervised Learning
L4: Unsupervised Learning
L5: Reinforcement Learning
Quiz - Quick Knowledge Check
Module 3: DL Foundation
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L1: Intro to Deep Learning (DL)
L2: Introduction to Neural Networks
Deep Learning- CNN, GAN, RNN, LSTM, GPT, VAE
CNN, DNN, RNN, LSTM, ANN ... Neural Net. Types
Quiz - Quick Knowledge Check
Module 4: Gen AI Foundation
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L1: Introduction to Generative AI
L2: Generative AI
L3: Prompt Engineering
L4: Prompting Techniques
L5: Foundation Models (FMs)
L6: Large Language Models (LLMs)
L7: Key Technologies Behind LLMs (GPT, BERT)
L8: Transformer, Tokenization, Embedding & Vectors
Use Cases of Foundation Models (FMs)
Introduction to LLM Applications
LLM Architecture
LLM / AI Application Lifecycle
Use Cases of LLMs & Generative AI
Quiz - Quick Knowledge Check
Module 5: RAG
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L1: Retrieval-Augmented Generation (RAG)
L2: RAG Use Cases & Applications
L3: Chunking
RAG & RagOps
Quiz - Quick Knowledge Check
Module 6: Agentic AI Foundation
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L1: AI Agents
L2: Agentic AI
L3: AI Agents vs Agentic AI
L4: AI Agentic Architecture
L5: Types of AI Agent
L6: MCP: Model Context Protocol
L7: A2A (Application-to-Application) in AI Agents:
Quiz - Quick Knowledge Check
Module 7: AI/LLM/ML Ops for Beginners
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Quick Links: Helpful Resources
L01: MLOps - Start Here
L02: Overview AI, ML, DL & GenAI
L03: ML Lifecycle & Pieplines
L04: MLOps Roles & Responsibilities
L05: Phases in ML
L06: MLOps
L7: Kubeflow
What's Next for MLOps
Hands-On Labs
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Lab : Create an AWS Cloud Account
Lab : Register Azure Free trial account
Lab 1: Create API Key for OpenAI GPT LLM Model
Lab 2: Create API Key for Google Gemini LLM Model
Lab 3: Creating API Keys for Hugging Face & Groq
Lab 4: Create API Keys for Tavily
Lab 5: Create Weather API Key
Lab 6: Creating Serper API key
Lab 7: Google Colab: Complete Setup & Usage Guide
Lab 8: Secure API Keys with Google Colab Secrets
Lab 9: Create API Key for Anthropic LLM Model
Lab 10 : Create API Keys for LangSmith & Langfuse
Frequently Asked Questions (FAQ's)
FAQs & Q&A
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Q/A: Suggestion for C++ Programmer in Azure AI/ML?
Q/A: AWS Key Sevices for AI/ML Engineers
Q/A: Oracle Cloud Key Sevices for AI/ML / Data Eng
Q/A: Apache Spark & Apache Camel
Q/A: Is Python Required for AI Leaders, Managers?
Q/A: Google Cloud Key Sevices for AI/ML Engineers
Q/A: Coding/Programing: What if I don't have?
How to Raise a Ticket to AWS Support for FM Issues
Q/A: Azure Key Sevices for AI/ML Engineers
Terminology / Key Concepts
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Glossary / Terminology Explained at High Level
AI, ML, DL, GenAI, Agents etc
Frameworks & Libraries in ML (Machine Learning)
Feature Engineering
TensorFlow & PyTorch (ML Frameworks)
TensorFlow, Tensor & SafeTensors
NumPy, Matplotlib, Spark MLlib, Scikit-learn
Keras (Neural Network API)
Tools:Kubeflow vs MLFlow vs AWS vs Azure vs Google
Ensemble Methods: Bagging, Boost, Stack, Vote..
AutoML
LLMOps(large language model operations)
LangChain
LangGraph
Adversarial Machine Learning
n8n vs LangGraph: Detailed Comparison
Vector Databases (FAISS) & Embeddings
ChromaDB
Transformers in a mathematical way
Transformers
Core Concepts Of AI/ML/Gen AI
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FM vs LLM
Temperature
Hallucination
Sampling
Top-p
Top-k
Tokenization in NLP (Natural Language Processing)
What is Performance in AI, ML, and Gen AI?
Top AI Skills must have in 2025
What is Evaluation?
2605 - AI for Beginner's Live Session
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260530- Day 1- Intro to AI, ML, Gen AI, Agentic AI
260531 - Day 2 - LLMs, RAG & Agentic AI
2604 - AI for Beginner's Live Session
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Quizzes & FAQ's:-
260427- Day 1- Intro to AI, ML, Gen AI, Agentic AI
260428 - Day 2 - AWS AI/ML Gen AI Services
260429 - Day 3 - Azure AI/ML & Gen AI Services
2603 - AI for Beginner's Live Session
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260325 - Day 1 - Introduction to AI, ML, and DL
260326 - Day 2 - Overview of AWS AI/ML Serviecs
260327 - Day 3 - Overview of Azure AI/ML Services
2603 - AIML Beginner (Sahid)
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260306 - AIML Onboarding Session
2602 - AI for Beginner's Live Session
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260228 - Day 1 - Introduction to AI, ML, and DL
260301 - Day 2- Introduction to Prompt Engineering
260307 - Day 3 - Model Fine Tuning
260308 - Day 4 - Overview of Azure AI/ML Services
2602- AIML Beginner (Sahid)
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260213 - AIML for Beginners - Part 1
2601 - AIML Services for Beginners (Jalal sir)
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AIML Services for Beginners
2601: Bonus Session: Agentic AI Design Patterns
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260131 - Bonus Session: Agentic AI Design Patterns
2601_AIML for Beginners
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260124 - Onboarding & AIML for beginners
260125 - AIML for Beginners
260130 - AIML for Beginners
260206 - AIML for Beginners
260220 - AIML OVERVIEW Session
2601 - AIML for beginners
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260102 - AIML for beginners
260109 - AIML for beginners
260116 - AIML for beginners
2601 - AIML Onboarding session
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260103 - AIML Onboarding Session
What's Next
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What's Next: After AI/ML/GenAI for Beginners
Share Feedback & Win 100$ Amazon Voucher
2512_AIML for beginners
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251206 - Day 1 - AIML for beginners
251207 - Day 2 - AIML for beginners
2512_AIML for beginners
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251212 - Day 1 - AIML for beginners
251219 - Day 2 - AIML for beginners
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Beginners AI ML GenAI Agentic AI
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2604 - AI for Beginner's Live Session
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Quizzes & FAQ's:-
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260427- Day 1- Intro to AI, ML, Gen AI, Agentic AI →
2604 - AI for Beginner's Live Session
Quizzes & FAQ's:-
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Day 3:
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📎 Links
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📄 Google Docs
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🔗 External
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