Choosing the Best LLM for each use case
Course Content
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What is Generative AI
Syllabus
Familiarize yourself with the Udemy User Interface
AI Definitions and Acronyms
Why learn Generative AI
Image Generation with ChatGPT 4o
Generating Images with Gemini
Generating Images with Midjourney
Generating Audio and Video with Google Vertex AI Studio
Auto Regressive Image Generation Models
Editing photos using Generative AI with Photoshop Beta
Under the hood How GANs power Generative Images
Generating Images with Adobe Firefly
Generate Text Effects with Adobe Firefly
Generative Fill with Adobe Firefly
Recolor Logos and Artwork with Adobe Firefly
Experimenting with Prompts using Playground AI
Generalizing your AI Image Generation Knowledge
Case study Coca Cola
Demystifying LLMs
Under the Hood How Transformers power Generative AI
Zero Shot and Few Shot Prompting
Basics of Prompt Engineering
How to Evaluate Prompts and Models
A Framework to Writing Powerful Prompts
Priming Providing Context to get a more Specialized Answer
Chain of Thought Prompting
(Optional) Grounding LLMs for increased accuracy
Under the Hood What makes a model Multimodal
What is RAG (Retrieval Augmented Generation)
(Optional) Under the Hood How Encoders allow LLMs to Process Prompts
ChatGPT and Beyond Generalizing your LLM Knowledge
Case Study Lawyer Fined for ChatGPT Hallucinations
What is MCP (Model Context Protocol)
Generating Text Content with ChatGPT
Articles and Blogs
Generating Code with ChatGPT
Update, Revise, and Proofread Blogs and Emails
Summarizing Contracts, Documents, and Reports
(Optional) Data Analysis with ChatGPT Code Interpretter
Choosing the Best LLM for each use case
Creating an AI Application using OpenAI API
What is an AI Agent
Case Study Buzzfeed
(Optional) Fine-tune and build your own GPT with GPT Builder
Gemini Update Demonstration
Hands on Google NotebookLM
Example Planning an Italy Trip using Bard
Example Chatting with a PDF using Claude
Use ChatGPT to write emails for sales
Use ChatGPT to write website copy
Example Prompting with Images with Bard
Use ChatGPT to code a website
Example Pair Programming with ChatGPT
Dos and Dont's of using Generative AI
What is Fine Tuning and When to Use It
Creating an OpenAI API Account
Setting up your Environment
Update on the Completions API
Pricing and Usage Limits
OpenAI API Overview
How to use the Completions API for Translation
How to use the Completions API for Summarization
Upgrading the OpenAI API Library
How to use the Chat Completion API to create a Chatbot
How to use the Image Generation API to Generate Midjourney like Images
Demo Using the Image Generation API to Generate Phone Wallpapers
How to use the Text to Speech API to Generate Podcasts from Blog Posts
Demo Using the Text to Speech API to Generate Podcasts from Blog Posts
Demo Using the Chat Completion API
Getting started with Gemini API in Google AI Studio
Self Hosted Open Source Models vs Closed Source Models