Description

Mastering Generative AI & LLMs: An 8-Week Hands-On Course

Accelerate your career in Artificial Intelligence with this comprehensive, project-based program designed by industry expert Ed Donner. In just 8 weeks, you’ll master Generative AI, Large Language Models (LLMs), RAG systems, QLoRA fine-tuning, multi-modal applications, and real-world AI product deployment.

This course focuses entirely on practical, hands-on learning—helping you build advanced AI tools, explore cutting-edge models, and gain job-ready skills for modern AI engineering roles.

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Requirements

• Familiarity with Python (course does not cover Python basics).

• A PC or laptop with internet connection (Mac/Linux or Windows).

• Optional: ~$5 for API usage with frontier models (fully optional—you can complete the course using open-source models).

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Course Overview

Mastering Generative AI and LLMs: An 8-Week Hands-On Journey
Gain real-world AI engineering experience through 20+ leading models, advanced frameworks, and step-by-step projects that build your portfolio and elevate your skills to industry standards.

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What You’ll Learn

• Build advanced Generative AI applications using the latest models and tools.

• Work with 20+ Frontier and Open-Source models.

• Master essential AI platforms: HuggingFace, LangChain, Gradio, and more.

• Implement powerful techniques like:

  • RAG (Retrieval-Augmented Generation)

  • QLoRA fine-tuning

  • Agents and Toolcalling

• Create production-ready AI applications, including:

  • Multi-modal customer support chatbot (text, audio, images)

  • AI knowledge worker powered by RAG

  • AI code optimizer converting Python to C++ with massive performance boosts

  • Price prediction engine for unseen ecommerce products

• Learn both inference and training, including fine-tuning frontier and open-source models.

• Deploy full AI solutions with polished user interfaces.

• Become job-ready for high-demand roles in AI Engineering and LLM Development.

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About the Instructor

Ed Donner, AI entrepreneur and technology leader with 20+ years of experience.
Founder of two AI startups (one acquired successfully).
Former tech leader in world-class financial institutions and global startups.
Dedicated to helping learners break into the AI industry with real, applicable skills.

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Projects Included in the Course

Project 1: AI-Powered Brochure Generator

Scrape, analyze, and summarize company websites to auto-create formatted marketing brochures.

Project 2: Multi-Modal Airline Customer Support Agent

AI chatbot capable of handling text, audio, and image queries with tools/agents and a modern UI.

Project 3: Meeting Minutes Generator

Convert audio files into structured meeting summaries and actionable items using open-source and frontier models.

Project 4: AI Code Optimizer

Transform Python code into optimized C++—achieving up to 60,000x performance improvement.

Project 5: RAG-Powered AI Knowledge Worker

Build an AI assistant that can answer detailed questions based on a company’s shared drive.

Project 6–8: Capstone Projects

• Part A: Price prediction model using Frontier LLMs

• Part B: Open-source fine-tuned model competing with Frontier performance

• Part C: Autonomous agent system identifying deals and notifying users

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Why Choose This Course?

✔ 100% Practical, Hands-On Learning

Build real-world AI products from Day 1.

✔ Learn Cutting-Edge Techniques

RAG, fine-tuning, embeddings, QLoRA, agents, multi-modal AI—covered in depth.

✔ Accessible for All Skill Levels

Clear instructions, cheat sheets, templates, and guided walkthroughs.

✔ No Advanced Math Required

No calculus, linear algebra, or complex theory—pure practical engineering.

✔ Designed for the Modern AI Job Market

Learn everything needed to become an AI Engineer, LLM Specialist, or AI Product Builder.

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Course Structure (Week-by-Week Breakdown)

Week 1: Foundations & First AI Product

• Understand Transformer architecture and modern LLM fundamentals.

• Test six leading Frontier LLMs.

• Build your first Gen AI product: a website-scraping, decision-making brochure generator.

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Week 2: Frontier APIs & Customer Service Chatbots

• Work with top Frontier APIs and models.

• Build a multi-modal customer support chatbot with:

  • Text, image, and audio understanding

  • Agent/toolcalling capabilities

  • Clean, professional UI

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Week 3: Open-Source LLMs

• Explore Open-Source models through HuggingFace.

• Master 10 common AI tasks (translation, summarization, image generation, etc.).

• Build an AI system that generates meeting minutes from audio recordings.

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Week 4: LLM Selection & Code Generation

• Learn how to compare and select the right LLM for specific business needs.

• Build a system that converts Python code to optimized C++ using AI.

• Achieve performance improvements of up to 60,000x.

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Week 5: Retrieval-Augmented Generation (RAG)

• Understand embeddings, vector search, and RAG architecture.

• Implement vector storage using popular open-source vector databases.

• Build a full RAG business solution similar to enterprise AI tools.

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Week 6: Transitioning From Inference to Training

• Move from using LLMs to training them.

• Fine-tune a Frontier model for a real-world task.

• Build your own specialized LLM—your first custom AI model.

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Week 7: Advanced Training (QLoRA & More)

• Dive deep into QLoRA fine-tuning.

• Train open-source models to outperform Frontier models for targeted tasks.

• Solve advanced, real-world AI challenges.

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Week 8: Deploying Your AI Product

• Deploy your commercial AI app with a polished interface.

• Integrate Agents for intelligent workflows and autonomy.

• Launch your first production-ready AI system.

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Who This Course Is For

• Aspiring AI Engineers or Data Scientists stepping into Generative AI and LLMs.

• Developers who want real-world experience building advanced AI tools.

• Professionals seeking to upskill for modern AI-driven job roles.

• Anyone preparing for a career transition into AI.

• Entrepreneurs or innovators who want to build AI-powered products and solutions.

Please Note: Files will be included in this purchase only Full Course Video & Course Resources. You will get cloud storage download link with life time download access.