Overview
The Generative AI Training course equips you with the essential skills to work with Generative AI and Large Language Models (LLMs). You’ll start with the fundamentals, including the history and business applications of Generative AI, and learn the differences between Discriminative and Generative AI. You’ll explore how LLMs work, focusing on their architecture, text prediction, and why they sometimes produce errors (hallucinations). Through modules on ChatGPT and prompt engineering, you’ll gain the skills to craft effective prompts and understand tokenization, essential for working with AI models.By the end of this course, you’ll be capable of using ChatGPT and LangChain for practical applications. You’ll apply Python programming to build AI-driven solutions and integrate them into business workflows. Hands-on projects will allow you to design quizzes, analyze resumes, extract insights from product reviews, and sharpen your prompt engineering skills. These projects will provide real-world experience, preparing you to develop AI applications and make data-driven decisions in the rapidly growing field.
Syllabus
- Introduction to Generative AI
- Learn foundations of Gen AI
- How Generative AI Works?
- LLMs, Hallucinating models, prominent GenAI models.
- Understanding ChatGPT
- Pre-trained models, Understanding ChatGPT and it's limitations.
- Working with ChatGPT
- ChatGPT in action
- Prompt Engineering
- Prompt engineering and it's applications
- Python for Prompt Engineering - Python Basics
- Variables & Data Structures, Control Statements, Modular Coding
- Python for Prompt Engineering
- Objective of learning Python, storing, editing and cleaning data.
- Introduction to LangChain
- Agents, LangChain, ReAct with hand on exercises.
- Guided Project 1 : Design a Work from Home Policy Quiz
- Designing a Work From Home Policy Quiz for Employees : Functional requirements and step-by-step guide
- Guided Project 2 : Resume Evaluation for Hiring Accountants
- Screen Accountant Resumes Based on Job Descriptions : Functional requirements and step-by-step guide
- Guided Project 3 : Extracting Pros and Cons from Product Reviews
- Extract Pros and Cons from Product Reviews : Functional requirements and step-by-step guide
- Gen AI Engineer - Mock Interview
- Personalised Mock Interview to help you land a Gen AI Engineer role
Taught by
Dr. Abhinanda Sarkar, Dr. Pavankumar Gurazada, Dr. Bradford Tuckfield, Vishnu Subramanian, and Matthew Graziano