AI & Generative AI Bootcamp

DURATION: 15 Days

Note: Exploring labs/exercises for Module 05 & Module 06 would require an OpenAI /Azure OpenAI subscription from the students. The subscription can be bought from here: https://platform.openai.com/account/billing/overview

DURATION: 15 Days

Module 1: Python – 3 Day

Introduction
Data Types
Variables
Decision Control Files
Operators
List, Tuples, Sets, Dictionary
Functions and Methods
File Handling
Module
String
Iterators and Generators
Regular Expressions
OO Programming Concepts
Numpy
Pandas
Matplotlib

Module 2: Machine Learning Essentials – 3 Day

Machine Learning (ML) Lifecycle
Statistics & Mathematics
Feature Selection Technique
Linear regression
Logistic Regression
Classification – Decision Trees & Random Forests
Classification – Naive Bayes
Clustering (K-Means)
Classification – SVM (Support Vector Machines)
Principal Component Analysis (PCA)
Recommendation (Content based filtering & Collaborative filtering)

Module 3: AI-900 Microsoft Azure AI Fundamentals – 2 Day

Cloud Concepts
Describe Artificial Intelligence workloads and considerations
Describe fundamental principles of machine learning on Azure
Describe features of computer vision workloads on Azure
Describe features of Natural Language Processing (NLP) workloads on Azure
Describe features of generative AI workloads on Azure

Module 4: AI-102 Designing and Implementing a Microsoft Azure AI Solution – 4 Day

Plan and manage an Azure AI solution
Implement decision support solutions
Implement computer vision solutions
Implement natural language processing solutions
Implement knowledge mining and document intelligence solutions
Implement generative AI solutions

Module 5: ChatGPT for End Users – 1 Day

Understand ChatGPT capabilities in various tasks
Learn text prompting techniques for enhanced results
Apply effective prompting techniques for different tasks
Explore different OpenAI applications
Learn image prompting techniques for enhanced results
Understand prompt reliability and privacy concerns

Module 6: Azure OpenAI training for Developers– 2 Day

Introduction to Azure OpenAI
Azure OpenAI libraries and models
Text Completion Model
Code Completion Model
Image Generation Model
Fine-tuning of models