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IIIT Bangalore - IIIT Bangalore - Executive Post Graduate Program in Machine Learning & AI 

  • Offered byTalentedge
  • Estd. 2012

IIIT Bangalore - Executive Post Graduate Program in Machine Learning & AI
 at 
Talentedge 
Overview

Gain a comprehensive overview of the machine learning & AI principles and concepts

Duration

13 months

Total fee

2.99 Lakh

Mode of learning

Online

Official Website

Go to Website External Link Icon

Credential

Certificate

IIIT Bangalore - Executive Post Graduate Program in Machine Learning & AI
 at 
Talentedge 
Highlights

  • Earn a certificate and alumni status from IIIT Bangalore
  • Get Career Bootcamps to refresh your technical concepts and improve your soft skills
  • Live Discussion forum for peer-to-peer doubt resolution monitored by technical experts
  • Get interactive live sessions with leading industry experts covering curriculum + advanced topics
  • Prepare a job role for Data Engineer, Data Scientist, Machine Learning Engineer, MLOps Engineer
Read more
Details Icon

IIIT Bangalore - Executive Post Graduate Program in Machine Learning & AI
 at 
Talentedge 
Course details

Who should do this course?
  • For Engineers
  • For Software and IT Professionals
  • For Data Professionals
What are the course deliverables?
  • Machine Learning
  • Deep Learning
  • Computer Vision
  • Natural Language Processing
  • Transformers
  • Cloud and MLOps
More about this course
  • This program imparts deep knowledge of mathematics and expertise in relevant tools/languages
  • It thus gives a clear understanding of cutting-edge algorithms and applications to produce extremely well-rounded data scientists and AI professionals

IIIT Bangalore - Executive Post Graduate Program in Machine Learning & AI
 at 
Talentedge 
Curriculum

Pre-Program Preparatory Content

Introduction to Python

Python for Data Science

Data Visualisation 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-1

Linear Regression

Linear Regression Assignment

Logistic Regression

Naive Bayes

Model Selection

Machine Learning-2

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: A Case study

MLOps: Introduction

MLOps: Data Lifecycle

MLOps: Model Lifecycle

MLops Assignment

Advanced CV

Advanced CV

MLOps + Deployment: DL (Theory)

MLOps + Deployment: DL (assignment)

Elective 2: NLP with MLops

Cloud Essentials: Intro to AWS

Working with AWS: A Case study

MLOps: Introduction

MLOps: Data Lifecycle

MLOps: Model Lifecycle

MLops Assignment

Advanced NLP

Advanced NLP

MLOps + Deployment: NLP (Theory)

MLOps + Deployment: NLP (assignment)

Elective 3: AI Strategy

Cloud Essentials: Intro to AWS

Working with AWS: A 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

Capstone

Capstone

News Recommender System

Credit Card Fraud Detection

Eye for Blind - (Image Captioning)

Sentiment analysis-based Product Recommender system

Sales forecasting

Style Transfer using GAN's

Reinforcement Learning (Optional)

Classical Reinforcement Learning

Assignment -Classical Reinforcement Learning

Deep Reinforcement Learning

Reinforcement Learning Project

Faculty Icon

IIIT Bangalore - Executive Post Graduate Program in Machine Learning & AI
 at 
Talentedge 
Faculty details

S. Anand
An alumnus of IIT Madras, IIM Bangalore, and LBS London. Anand is among the top 10 data scientists in India with 20 years of experience.
Ujjyaini Mitra
An alumnus of McKinsey and Co., Flipkart, and Bharti Airtel with over 11 years of experience
Chandrashekhar Ramanathan
Prof. Chandrashekhar has a Ph.D. from Mississippi State University and over 10 years of experience in several multinational organizations.
Ankit Jain
Ankit is an experienced AI Researcher/Machine Learning Engineer and currently works as Engineering Manager at Meta (Facebook)

IIIT Bangalore - Executive Post Graduate Program in Machine Learning & AI
 at 
Talentedge 
Entry Requirements

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IIIT Bangalore - Executive Post Graduate Program in Machine Learning & AI
 at 
Talentedge 

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