🤖✨ Course Title:

Mastering Generative AI & Large Language Models: From Algorithms to LangChain Applications

📖 Course Overview:

Step into the future of AI with this hands-on, application-driven course on Generative AI and Large Language Models (LLMs). Learn how modern AI systems like ChatGPT work under the hood, explore foundational ML algorithms, and build production-ready AI solutions with Hugging Face, LangChain, and Retrieval-Augmented Generation (RAG). Perfect for AI enthusiasts, developers, and data professionals!

📘 Course Snapshot

🎬 Course Sessions Breakdown

📖 Session 1: Introduction to GenAI & LLMs — 1 hr 50 mins

Get introduced to the world of Generative AI and LLMs. Understand how AI models like ChatGPT are trained and deployed.

Key Takeaways:

• What is Generative AI?
• Fundamentals of Large Language Models
• AI industry applications

💡 Bonus Insight: Learn why LLMs are shaping the next era of digital transformation!

📊 Session 2: Foundational ML Algorithms for GenAI — 4 hrs 8 mins

Build a strong ML foundation essential for understanding modern AI pipelines.

Key Takeaways:

• Linear vs Logistic Regression for predictions
• Deep dive into Artificial Neural Networks
• How algorithms learn patterns from data

🎯 Tip: Mastering these basics will make your GenAI journey smoother and smarter.

📝 Session 3: Word Embeddings & Text Representations — 1 hr 26 mins

Explore how words are converted into vectors to power AI models.

Key Takeaways:

• Introduction to Word Embeddings
• How Word2Vec works under the hood
• Practical implementation examples

🔍 Did you know? Word embeddings are the secret sauce behind AI text understanding!

🤗 Session 4: Hugging Face & Open Source LLM Models — 1 hr 58 mins

Discover one of the most powerful AI libraries — Hugging Face — and open-source LLM ecosystems.

Key Takeaways:

• Getting started with Hugging Face
• Pre-trained LLM models and customization
• Popular open-source AI models

⚡ Bonus: Learn how to deploy your AI models using Hugging Face APIs.

🦜 Session 5: LangChain Essentials — 1 hr 11 mins

LangChain is a game-changer for AI app development — this session unpacks its core components.

Key Takeaways:

• Introduction to LangChain
• Integrating LLMs with external tools
• Building dynamic AI workflows

📌 Note: Essential for anyone aiming to build chatbot and GenAI solutions.

📦 Session 6: Model IO & RAG (Retrieval Augmented Generation) — 2 hrs 52 mins

Learn to manage AI model inputs/outputs and enhance models with real-time data retrieval using RAG.

Key Takeaways:

• Model I/O management with LangChain
• Retrieval Augmented Generation explained
• Practical RAG validation techniques

🌱 Fun Fact: RAG models combine the best of AI memory and external search power!

💬 Session 7: Mastering Chatbots & LangChain Advanced Tools — 3 hrs 46 mins

Go beyond basics to create intelligent, memory-aware chatbots and explore LangChain’s advanced tools and agents.

Key Takeaways:

• Building chatbots with LangChain Memory
• LangChain Agents for task automation
• Toolkit-based LLM applications

🎁 Perk: End this course building your own AI-driven applications!

🌟 What You’ll Learn

✅ How Generative AI and LLMs work
✅ Foundational ML algorithms and their role in AI pipelines
✅ Use Hugging Face and open-source models for practical AI applications
✅ Build and optimize AI chatbots using LangChain and RAG
✅ Manage model inputs, outputs, and memory-driven conversational agents

👨‍🏫 Who Should Take This Course?

• 🧑‍💻 AI & Data Science Beginners
• 👩‍🎓 Engineering & Computer Science Students
• 📊 Data Analysts moving into AI
• 💼 Developers and Tech Professionals
• 🚀 AI Enthusiasts and Product Managers

🎁 What You’ll Get

🎥 Lifetime access to all video sessions
📂 Downloadable Python scripts and LangChain code templates
📜 AI cheatsheets and prompt engineering guides
🎓 Industry-recognized Certificate of Completion
🎧 Access to exclusive Q&A webinars

🎯 Ready to Build the Future with AI?

🚀 Enroll now and start mastering GenAI, LLMs, and AI app development — from fundamentals to real-world applications!

👉 Join the AI revolution today!