AI Fundamentals: From Basics to Generative AI
in AI - Artificial IntelligenceAbout this course
What you'll learn
- Understand the basics of AI and Machine Learning (ML). Understand intuition behind ML techniques.
- Explore the exciting field of Generative AI
- Learn practical applications of Large Language Models (LLMs)
- After the course you will be able to Generate content, learn any language, generate images and will be able to have conversation about AI.
Vikram is an Innovative and top performing senior leader with experience spanning almost 2 decades. He is vibrant and outcome-focused with vision, strategy, and execution in Data Science (AI/ML/DL) & Cloud Technology Management. He brings an entrepreneurial mindset that focuses on mastering complexity/ambiguity through innovation, automation, and simplification with a customer-centric lens.
Vikram is currently Senior Director at Carelon Health (Previously known as Anthem ) leading data science, AI strategy and execution across the company’s Multi Billion Dollars insurance (#1/2 in the US).
He loves speaking on topics related to responsible AI etc.
He manages a team of 40+ super talented individuals. On the personnel front Vikram loves to read books and enjoys golf.
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Welcome to Your Comprehensive Journey into AI
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Course Overview
Instructor Introduction
The Importance of AI Literacy
History of AI
What is AI-Definition
AI vs. The Human Brain
Types of AI
Core Components of AI
Interactive Demo Identifying AI
AI in Everyday Life
Reflection on AI's impact and future
Why and how do we teach machines
Machines Learn by understanding the Math
Types of Machine Learning (ML)
Un-supervised Learning
Application of Un-supervised Learning
Supervised Learning
Application of Supervised Learning
Reflection on AI and ML
Algos, Math and AI
Understanding Algorithms
Math is how AI works
Summary and Key points
ntro to GenAI
LLM, GenAI Definition
Under the hood of LLM
Sequence to Sequence model
Transformers -Part 1
Transformers -Part 2
Steps to build foundational models
Gen AI players
LLM Capabilities
Check your answers and Reflection time
Interacting with LLMs-Prompt
What is a prompt Best practices
Intro to OpenAI ChatGPT UI
Demo Prompting Techniques- Asking Clear, specific questions
Demo Prompting Techniques- Iterative Prompting
Demo Prompting Techniques- Rephrasing prompting
Demo Prompting Techniques- Prompt helper
Demo Prompting Techniques- Persona Prompting
Demo Prompting Techniques- Interactive Prompting
Areas where LLMs Excel
Examples of Generating Content
Example of LLM used for Q&A
Investigate your document using LLM
Summary and Final thoughts
