GenAI Model Development and Production Engineering
Master advanced fine-tuning, scalable deployments, and AI system maintenance. Build production-ready GenAI models and infrastructure that deliver real-world enterprise value.
Segment 00 - Reading: Welcome to the Course: Course Overview
Segment 01 - Course Introduction
Segment 02 - Generative AI Impact on Engineering
Segment 03 - Fundamentals of Generative AI Systems Architecture
Segment 04 - Setting Up GenAI Development Environments Local _ Cloud
Segment 05 - Enterprise Implementation Success Stories
Segment 06 - Hands-On-Learning: Introduction to Generative AI
Segment 07 - Reading: A Survey of Generative Artificial Intelligence
Segment 08 - LLM Components and Core Mechanics
Segment 09 - Enterprise LLM Model Comparison
Segment 10 - LLM Integration and API Setup
Segment 11 - Strategic Model Selection Framework
Segment 12 - Hands-On-Learning: LLM Integration and API Setup
Segment 13 - Redaing: A Brief Survey of Large Language Models
Segment 14 - Enterprise GenAI Application Matrix
Segment 15 - Industry-Specific Solution Architecture
Segment 16 - Support Assistant System Design
Segment 17 - ROI Measurement and Metrics
Segment 18 - Hands-On-Learning: Support Assistant System Design
Segment 19 - Reading: Generative AI Use Cases: A Primer
Segment 20 - Quiz: GenAI Foundations
Segment 21 - Model Fine-tuning Core Concepts
Segment 22 - Training Data Preparation Guide-
Segment 23 - Basic Fine-tuning Implementation Process
Segment 24 - Model Testing Evaluation Framework
Segment 25 - Hands-On-Learning: Fine-Tuning Basics
Segment 26 - Reading: A Survey on Fine-Tuning of Pretrained Language Models
Segment 27 - Advanced Fine-tuning Strategy Design
Segment 28 - Performance Metric Analysis Framework
Segment 29 - Advanced Fine-tuning Implementation Guide
Segment 30 - Model Iteration Process Framework
Segment 31 - Hands-On-Learning: Advanced Fine-tuning
Segment 32 - Reading: Parameter-Efficient Fine-Tuning of LLMs: A Survey
Segment 33 - Support Data Preparation Strategy
Segment 34 - Support Model Training Framework
Segment 35 - Support Model Implementation Guide
Segment 36 - Quality Control Testing Protocol
Segment 37 - Hands-On-Learning: Fine-Tuning for Support
Segment 38 - Reading: Ultimate Guide to Fine-Tuning
Segment 39 - Quiz: GenAI Model Development