Generative AI on GCP

A Pragmatic Course on Generative AI

Duration

3 Days

Level

Basic Level

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As per your team needs

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The course is designed to empower participants with the knowledge and hands-on skills needed to excel in the dynamic field of generative AI. This transformative learning journey delves into the core concepts, ethical considerations, and practical applications of generative AI, equipping participants to harness its potential for becoming more effective and knowledgeable about this domain.

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Software developers and engineers who are interested in incorporating AI into their applications
Anyone who is interested to learn and implement Generative AI

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Holistic Perspective around Generative AI

Introduction to Generative AI
Generative AI Use Cases
Key Generative AI Platforms and Tools
An Introduction to OpenAI Platform
Generative AI on GCP
Ethical Considerations
Demonstration(s)
- BARD
- Gemini
- ChatGPT
- OpenAI Developer Platform

Building AI Fundamentals

Getting started with AI
Types of AI
Discriminative AI vs Generative AI
Natural Language Processing (NLP) Overview
Evolution of NLP
Understanding Embeddings
Tokenizing Text
Demonstration(s)
- Tokenization – https://platform.openai.com/tokenizer
- Visualization of Embedding

Getting started with Large Language Models

Introduction to Large Language Models (LLMs)
Limitations
Key LLMs and their capabilities
Pricing aspects
Demonstration(s)
- Working with Chat LLM on GCP
- Working with Completion LLM on GCP

Building Generative AI Applications on GCP

Ways to build GenAI Applications
Challenges with Prompt Engineering
Pre-trained Models vs Fine Tuned Models
Finetuning vs RAG Based Approach
Demonstration(s)
- Finetuning Model on GCP using your own data

Understanding Prompt Engineering

The Power of Prompts
Prompt Design Principles
Zero Shot vs Few Shot learning
Demonstration(s)
- Making use of ChatGPT/BARD as a Pro user

Using GCP Gemini APIs

Understanding how to interact with Gemini Model
Building Text Generation Application
Productionalize Application
Demonstration(s)
- Working with Gemini APIs using Jupyter Notebooks

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Curiosity to learn
Programming background
Knowledge of Python will be a plus

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Generative AI on GCP

Duration

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