Sandbox | Applied AI Institute

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Build Predictive AI solutions using LLM

Introduction

Primer (2:19)
Course Overview
Course Outline
Sandbox
Data Science Methodology
Introduction to Generative AI in Predictive Analytics
Instructors Bios

Use Case Development

Use Case - Overview
Use Cases - Capstone Project
Class Exercises - Generate Use Case using LLM
Quizzes

Data Engineering

Data Engineering - Overview
Data Sources
Class Exercises - Synthetic Data Generation using LLM
Descriptive Analytics
Class Exercises - Descriptive Analytics using LLM
Quizzes

Data Preparation

Data Preparation - Overview
Data Preparation - Capstone Project
Class Exercises - Data Preparation using LLM (125:28)
Quizzes

Develop Model

Modeling - Overview (73:02)
Predictive Analytics
Prescriptive Analytics
Class Exercises
Quizzes

Test and Evaluate Model

Evaluate Model - Overview
Evaluate Model - Regression
Evaluate Model - Classification
Test and Iteration Process
Class Exercises - Evaluate Model Results using LLM
Quizzes

Deploy and Monitor Model

Roles (137:46)
Model Management
Deploy Model
Optimize Model
Class Exercises - Deploy Model using LLM
Quizzes

Course Summary

Course Recap
Next Steps (4:40)

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