Pre-Program Preparatory Content
Introduction to Python
Python for Data Science
Data Visualization in Python
Data Analysis Using SQL (Optional)
Advanced SQL and Best Practices (Optional)
Data Analysis in Excel
Analytics Problem Solving
Math for Machine Learning
Statistics and Exploratory Data Analytics
Exploratory Data Analysis
Cloud Essentials: Intro to Git & Github
Inferential Statistics
Hypothesis Testing
Lending Club Case Study
Machine Learning – I
Linear Regression
Linear Regression Assignment
Logistic Regression
Naive Bayes
Model Selection
Machine Learning – II
Advanced Regression
Advanced Regression Assignment
Support Vector Machine (Optional)
Tree Models
Model Selection – Practical Considerations
Boosting
Unsupervised learning: Clustering
Unsupervised Learning: Principal Component Analysis
Telecom Churn Case Study
Deep Learning
Introduction to Neural Networks
Convolutional Neural Networks – Industry Applications
Convolutional Neural Networks – Assignment
Recurrent Neural Networks
Neural Network Project – Gesture Recognition
Natural Language Processing
Lexical Processing
Syntactical Processing
Syntactic Processing – Assignment
Semantic Processing
Case Study: Classifying Customer Complaint Tickets
ELective 1: DL with MLops
Cloud Essentials: Intro to AWS
Working with AWS: case study
MLOps: Introduction
MLOps: Data Lifecycle
MLOps: Model Lifecycle
MLops Assignment
Advanced CV
MLOps + Deployment: DL (Theory)
MLOps + Deployment: DL (assignment)
Elective 2: NLP with Mlops
Cloud Essentials: Intro to AWS
Working with AWS: case study
MLOps: Introduction
MLOps: Data Lifecycle
MLOps: Model Lifecycle
MLops Assignment
Advanced NLP
MLOps + Deployment: NLP (Theory)
MLOps + Deployment: NLP (assignment)
Elective 3: AI strategy
Cloud Essentials: Intro to AWS
Working with AWS: case study
MLOps: Introduction
MLOps: Data Lifecycle
MLOps: Model Lifecycle
MLops Assignment
AI Strategy Framework, Structured Problem Solving/ Data Storytelling
Mapping ML with Data architecture strategy
Executing AI Strategy
AI strategy: Assignment
Reinforcement Learning (Optional)
Classical Reinforcement Learning
Assignment -Classical Reinforcement Learning
Deep Reinforcement Learning
Reinforcement Learning Project