• Home
  • Data Science
  • Post Graduate Program in AI and Machine Learning- IIIT Bangalore

Post Graduate Program in AI and Machine Learning- IIIT Bangalore

Get an Executive PGP in ML and AI from IIITB with a specialization

  • Identify best suited career opportunities and build your profile with AI Powered Profile Builder 
  • Get 1:1 personalized career mentorship sessions with industry experts 
  • Access support in interview preparation; polish your hard skills and soft skills
Contact Learning Advisor Apply Now
Enterprise Training for Teams: Get a Quote
  • 600 + Hours of Learning
  • 15 + Case Studies and Assignments
  • 6 Practical Capstone Projects

Talk to Learning Advisor

Want to skill up your team?

For Corporate and in-house training

Get a Quote

Achieve Mastery in AI

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. The program covers over 20 programming tools, languages, and libraries.

..... Read more
Read less

Program Highlights

  • 45+ Live Learning Sessions

  • 600+ Hours of Learning

  • 6 Practical Capstone Projects 

  • 15+ Case Studies and Assignments 

  • 1:1 Career Mentorship Sessions 

  • IIIT Bangalore Alumni Status 

  • Exclusive Job Opportunities Portal

  • Daily Doubt Resolution Support

Schedules

View All Schedules

Can't find the training schedule you're looking for?

Request a Batch

The upGrad Advantage

Industry Mentors

Receive unparalleled guidance from industry mentors, teaching assistants and graders. 

Student Support

Get 24*7 access to student support team for handling your queries via email or callback requests. 

Expert Feedback

Personalized feedback on assignments and projects, regular live sessions by experts to clarify doubts. 

Doubt Resolution

Timely doubt resolution by industry experts, 100% verified responses to ensure quality learning.

Career Services

Get mentored by an industry expert and receive personalized feedback for your career journey.

Job Opportunities

Gain exclusive access to upGrad's Job Opportunities portal and gain an edge in the application process.

prerequisites for PGP in AI and Machine Learning - IIIT-Bangalore

Prerequisites

  • Bachelor’s Degree with minimum 50% marks
  • At least one year of work experience required

Who Should Attend

Engineers

IT Professionals

Data Professionals

Software Professionals

Curriculum

1.

Learning Objective: Learning the basics of Python, SQL, and Mathematics for Machine Learning.

Topics
  • 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 
2.

Learning Objective: Learn statistical concepts to understand data analysis.

Topics
  • Exploratory Data Analysis 
  • Cloud Essentials: Intro to Git and GitHub 
  • Investment Assignment 
  • Inferential Statistics 
  • Hypothesis Testing 
  • Lending Club Case Study 
3.

Learning Objective:

Topics
  • Linear Regression 
  • Linear Regression Assignment 
  • Logistic Regression 
  • Naive Bayes 
  • Model Selection 
4.

Learning Objective: 

Topics
  • 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 
5.

Learning Objective: 

Topics
  • Introduction to Neural Networks 
  • Convolutional Neural Networks - Industry Applications 
  • Convolutional Neural Networks - Assignment 
  • Recurrent Neural Networks 
  • Neural Network Project - Gesture Recognition 
6.

Learning Objective:

Topics
  • Lexical Processing 
  • Syntactical Processing 
  • Syntactic Processing - Assignment 
  • Semantic Processing 
  • Case Study: Classifying Customer Complaint Tickets 
7.

Learning Objective: 

Projects
  • 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 
8.

Learning Objective:

Topics
  • Classical Reinforcement Learning 
  • Assignment -Classical Reinforcement Learning 
  • Deep Reinforcement Learning 
  • Reinforcement Learning Project 

Reviews

M
Mic Brown Security Analyst
5

 The quality of instruction and content surpassed my expectations. The trainers were not only highly knowledgeable but also had a passion for sharing their expertise. The case studies and capstone projects were invaluable, allowing me to apply my knowledge to real-world scenarios. The complimentary access to the 'Mastering CISSP' course was an added bonus, providing extensive practice and exam preparation. 

Attended CISSP® workshop in May 2023

Z
Zach B Front-End Developer
5

The syllabus and the curriculum gave me all I required and the learn-by-doing approach all through the boot camp was without a doubt a work-like experience! 

Attended Front-End Development Bootcamp workshop in June 2021

S
Steffen Grigoletto Senior Database Administrator
5

Everything was well organized. I would definitely refer their courses to my peers as well. The customer support was very interactive. As a small suggestion to the trainer, it will be better if we have discussions in the end like Q&A sessions.

Attended PMP® Certification workshop in April 2020

S
Sherm Rimbach Senior Network Architect
5
Trainer really was helpful and completed the syllabus covering each and every concept with examples on time. Knowledgehut staff was friendly and open to all questions.

Attended Certified ScrumMaster (CSM)® workshop in February 2020

G
Goldina Wei Java Developer
5

Knowledgehut is the best platform to gather new skills. Customer support here is very responsive. The trainer was very well experienced and helped me in clearing the doubts clearly with examples.

Attended Agile and Scrum workshop in June 2020

M
Marta Fitts Network Engineer
5

The workshop was practical with lots of hands on examples which has given me the confidence to do better in my job. I learned many things in that session with live examples. The study materials are relevant and easy to understand and have been a really good support. I also liked the way the customer support team addressed every issue.

Attended PMP® Certification workshop in May 2020

G
Garek Bavaro Information Systems Manager
5

Knowledgehut is among the best training providers in the market with highly qualified and experienced trainers. The course covered all the topics with live examples. Overall the training session was a great experience.

Attended Agile and Scrum workshop in February 2020

K
Kayne Stewart slavsky Project Manager
5

The course materials were designed very well with all the instructions. The training session gave me a lot of exposure to industry relevant topics and helped me grow in my career.

Attended PMP® Certification workshop in June 2020

View all

Frequently Asked Questions

Program FAQs

This programme is for you if you are a: 

Data Scientist or Senior Data Analyst: If you are comfortable with data wrangling, have implemented statistical or machine learning models in the past, or if you have any prior experience as a working professional. You should also have some experience with R/Python/Scala. 

Statistician: If you received formal education in statistics or mathematics or if you have any prior working experience.  

Data Engineer/Big Data Engineer: If you have any prior experience in creating data pipelines/handling data warehouses and you have created ETL procedures. In addition, you should be familiar with various frameworks and tools like Hadoop and Spark. 

Software Developer: If you have prior experience on creating and deploying software/apps, you are comfortable with object-oriented programming and know C/C++/Java/Python or a similar language. 

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. 

Post completion of the programme, an Executive Post Graduate Programme in Machine Learning and AI will be granted from IIIT Bangalore. 

Eligibility FAQs

You need a Bachelor's Degree with 50% (or equivalent). You will also need at least one year of work experience. 

STEP-1: Online Eligibility Test 

Fill out an application and take a quick 40-minute online test with 18 questions to assess your aptitude.10 questions from mathematics, aptitude & reasoning & 8 questions from programming. 

STEP-2: Review and Shortlisting of Suitable Candidates 

Our faculty will review all applications, considering the educational and professional background of an applicant and review the test scores where applicable. Following this, Offer Letters will be rolled out so you are assured a great peer group to learn and network with. 

STEP-3:  Enrollment for Access to Prep Content 

Make a quick block payment with assistance from our loan partners where required, receive immediate access to the prep content and begin your upGrad journey. 

Course Advisor
View Schedules
Enrol Now
Request a Batch