Course Overview

• Embark on a transformative journey through Generative AI, from basic principles to advanced mastery.
• Explore key concepts, practical uses, and ethical considerations.
• This course is ideal for both seasoned data scientists and newcomers eager to leverage the full potential of Generative AI.

Module 1 - Introduction to AI

• Overview of Artificial Intelligence (AI)
• Understanding the different branches of AI: Generative AI, Machine Learning, Deep Learning, etc.
• Applications and impact of AI across industries

Module 2 - Unveiling Generative AI

• Introduction to Generative AI
• Differentiating generative AI from traditional approaches
• Applications and significance in various domains

Module 3 - Advanced Prompt Engineering

• Optimizing prompt inputs for enhanced performance
• Exploring advanced prompt techniques
• Zero shot, one shot, few shots
• Chain of thought, generated knowledge, self-consistency
• Hands-on exercises for practical implementation

Module 4 - Cutting-Edge Tools Overview

• Deep dive into Google Gemini, Microsoft Copilot, and ChatGPT
• Comparative analysis of features and capabilities
• Integrating cutting-edge tools into your projects

Module 5 - Understanding Google Gemini Pro API

• Functionality and integration possibilities
• Hands-on exploration and experimentation

Module 6 - HR Screening Solutions

• Leveraging Generative AI for HR processes:
• Resume screening and candidate evaluation
• Job description generation
• Practical exercises and case studies

Module 7 - Advanced Bot Building

• Entities and Intents: Exploring entities and intents for chatbot development
• Defining Topics: Understanding the importance of topics and organizing chatbot content
• Publishing to Demo Site: Deploying your chatbot to a demo site for testing and demonstration

Projects

• Basic Website Using Generative AI
  Goal: Create a website with content automatically generated by AI.
  Description: This project involves building a basic website where AI is used to generate text-based content such as blog posts or product descriptions.
• Invoice Extractor Using Gemini Pro API
  Goal: Develop a tool to extract key data from invoices using AI.
  Description: Participants will create an application that uses the Gemini Pro API to automatically identify and extract information such as dates, amounts, and vendor details from scanned invoice images.
• Chat Bot Using Gemini Pro API
  Goal: Develop an advanced chatbot that learns from interactions using Gemini Pro API.
  Description: This project involves creating a chatbot capable of complex interactions such as providing personalized recommendations or learning from past conversations to improve responses.
• Calories Health App Using Gemini Pro API
  Goal: Create an app that estimates the calorie content of food items from images using the Gemini Pro API.
  Description: Users upload photos of their meals, and the app identifies the food items and estimates the calories, aiding in dietary management.
• Resume Screening Using Generative AI
  Goal: Develop a tool that automates the initial screening of job applicant resumes using AI.
  Description: This project will use Generative AI to analyse resumes, extracting and assessing key information such as qualifications, experience, and skills to facilitate the recruitment process.

Prerequisites

• Basic understanding of machine learning concepts and programming fundamentals is recommended.
• Enthusiasm to learn and explore the field of Generative AI is highly encouraged.