IIIT Bangalore - Executive PG Programme in Machine Learning & AI

4.8 /5

(5 Ratings)

Offered byupGrad
Private Institute
Estd. 2015

Executive PG Programme in Machine Learning & AI
at
upGrad
Overview

Learn in-demand skills such as ChatGPT, Dall-E, Midjourney, Graph Neural Network (GNN), Generative Adversarial Networks (GANs). Machine Learning, Deep Learning, Natural Language Processing (NLP), MLOps, Computer Vision, Attention, Transformers, BERT, and more.

Duration	13 months
Total fee	₹3.35 Lakh
Mode of learning	Online
Credential	Certificate

Executive PG Programme in Machine Learning & AI
at
upGrad
Highlights

Earn a certificate and alumni status from IIIT Bangalore
EMI options available
25+ Mentorship Sessions from Industry Expert
Learn from 15+ Case Studies and Assignments
6 Hands-on Capstone Projects for practical exposure
Get resume feedback, job assistance, and interview preparation
Networking opportunities with an alumni pool of 10,000+ keen professionals

Executive PG Programme in Machine Learning & AI
at
upGrad
Course details

Who should do this course?

Engineers, Software and IT Professionals, Data Professionals

What are the course deliverables?

Python for Data Science
Exploratory Data Analysis
Linear Regression
Tree Models
Convolutional Neural Networks - Industry Applications
Syntactical Processing
Cloud Essentials: Intro to AWS

More about this course

This programme intends to produce extremely well-rounded data scientists and AI professionals with deep knowledge of mathematics, expertise in relevant tools/languages, and understanding of cutting-edge algorithms and applications. Will help learners familiarise with the advancements in ML and AI and also help understand the mathematics behind algorithms and how you can modify them to suit your needs so that you can transition to a Senior Data Science or Machine Learning role.

Executive PG Programme in Machine Learning & AI
at
upGrad
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 (Optional)

Analytics Problem Solving (Optional)

Math for Machine Learning

Statistics and Exploratory Data Analytics

Exploratory Data Analysis

Cloud Essentials: Intro to Git & Cloud

Investment Assignment

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

Capstone

Reinforcement Learning (Optional)

Classical Reinforcement Learning

Assignment -Classical Reinforcement Learning

Deep Reinforcement Learning

Reinforcement Learning Project

Executive PG Programme in Machine Learning & AI
at
upGrad
Faculty details

S. Anand

A gold medallist from IIM Bangalore, an alumnus of IIT Madras and London Business School, Anand is among the top 10 data scientists in India with 20 years of experience.

Hindol Basu

An alumnus of IIT and IIM with over 13 years of experience in analytics with industry leaders such as Citigroup and Tata Industries.

Chandrashekar Ramanathan

Prof. Chandrashekar has a PhD from Mississippi State University and experience of over 10 years in several multinational organisations.

Ujjyaini Mitra

An alumnus of McKinsey and Co., Flipkart, and Bharti Airtel with over 11 years of experience.

Executive PG Programme in Machine Learning & AI
at
upGrad
Entry Requirements

Eligibility criteria Up Arrow Icon

Education: Bachelor?s Degree with at least 50% marks
Experience: Minimum 1 year of work experience in a technical domain or a degree in mathematics or Statistics with programming experience

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Executive PG Programme in Machine Learning & AI
at
upGrad
Students Ratings & Reviews

4.8/5

5 Ratings

4-5
4
3-4
1

Ankit verma

Executive PG Programme in Machine Learning & AI

Offered by upGrad

Learning Experience: Data science with AI

Faculty: Yes our faculty is very good and supportive every Saturday and day it was live class of 2 hour duration and we had to complete our weekly task and module there was also group activity to learn and practice Yes couse was updated and contains all new topic

Course Support: Yes write now I am pursuing this couse 2 months are left after that upgrade provide placement as well also help to improve personality

Reviewed on 17 Sep 2022Read More

Amarpal Singh

Executive PG Programme in Machine Learning & AI

Offered by upGrad

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Other: According to me this particular program is pretty useful and adds value because of its structured approach, strict schedule, deadlines, and the discipline in learning that the overall process brings along. The whole idea that you will spend almost a year learning about ML/AI in a structured and organized manner is the biggest USP of this program and what makes it different from other short-term courses.

Reviewed on 7 Feb 2022Read More

Anurag Narula

Executive PG Programme in Machine Learning & AI

Offered by upGrad

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Other: My favorite part about the learning experience was the relentless support from upGrad and the lectures by industry experts which helped me learn the practical applications of various Machine Learning techniques. With what I learned from the Machine Learning and AI program at UpGrad, I made a career switch to Innovaccer as a Decision Scientist after 1 year of experience.

Reviewed on 7 Feb 2022Read More

Amarpal Singh

Executive PG Programme in Machine Learning & AI

Offered by upGrad

Abcd

Other: According to me this particular program is pretty useful and adds value because of its structured approach, strict schedule, deadlines and the discipline in learning that the overall process brings along. The whole idea that you will spend almost a year learning about ML/AI in a structured and organized manner is the biggest USP of this program and what makes it different from other short term courses.

Reviewed on 7 Feb 2022Read More

Anurag Narula

Executive PG Programme in Machine Learning & AI

Offered by upGrad

abcd

Reviewed on 7 Feb 2022Read More

View All 5 Reviews