Master Artificial Intelligence by Great Learning
Explore the fundamentals of AI, machine learning, deep neural networks, and GenAI and build key skills in latest technologies
Skills you will learn!
Curriculum
3 Topics
Overview of AI
Machine Learning terminologies
Deep Learning terminologies
9 Topics
Machine Learning and its types
Supervised Learning
Unsupervised Machine Learning - Overview
Applications of Unsupervised Learning
Reinforcement Learning
Clustering and its applications
Applications of Reinforcement Learning
How to evaluate a classification model
Final Thoughts on Machine Learning
17 Topics
Deep Neural Network Overview
Boolean Gates and Artificial Neuron
Warren McCulloch and Walter Pitts Neuron
Rosenblatt Neuron Perceptron?
Artificial Neural Network
Building Blocks of Neural Network
Activation Functions
Softmax Function
Forward Propagation and Bias
Loss function
BackPropagation
Gradient Descent
Code Walkthrough
Code Eval TensorFlow Questions- Beginner
Code Eval Classification Questions - Beginner
Code Eval Regression Questions - Beginner
Code Eval Regression Questions - Intermediate
11 Topics
Introduction to Computer Vision
Types of Computer Vision Problems
Pixel
How a Computer Sees an Image?
3D Images
Resolution
Image Transformation
Convolution
Pooling
Significance of Convolution and Pooling
Convolutional Neural Networks
12 Topics
Intro to Natural Language Processing
Automated Service Desk Tickets Routing
AWS Installation
Building a Model
Different Tasks in NLP
How Are NLP Problems Solved?
Listening on Social Media to Analyze Sentiments About Your Brand
NLP Demonstration on Sentiment Analysis
Search Engine Optimization on Knowledge Base with NLP
Sentiment Analysis with a Case Study
Text Extraction - Web Scraping
Coding Exercise questions for Beginner and Intermediate
14 Topics
Introduction to Generative AI - Mind Map
Introduction to Generative AI - Definitions
A Peek into Generative AI Models
Brief History of Generative AI
Supervised and Unsupervised Learning
Business Problems Solved by Generative AI
Discriminative AI vs. Generative AI
How Does a Model Predict the Next Word?
How Does a Model Understand Text?
Large Language Models (LLMs)
Why Do Language Models Hallucinate?
Introducing ChatGPT - Hands-On
ChatGPT Demo
Coding Exercises - Prompt Engineering (Beginner)
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