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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 
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  • 600 + Hours of Learning
  • 15 + Case Studies and Assignments
  • 6 Practical Capstone Projects

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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.

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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

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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

A
Asha Dixit IT Analyst
5

Highly engaging Azure data engineering program, it made it easy to get certified! The course material is easy to follow, and the labs offer valuable hands-on experience. 

Attended Azure Data Engineer Master's Program workshop in June 2023

G
Gloria Garcia IT Manager
5

As an IT Manager, I found the course to be extremely beneficial for my professional development. I acquired essential skills in system hacking, wireless network security, and cryptography. The complimentary courses and career assistance program are valuable bonuses. Well worth the investment! 

Attended Ethical Hacking Mastery Course workshop in May 2023

M
Michelle Rodriguez DevOps Engineer
5

Game-changer! Comprehensive modules, supportive instructors, and invaluable job assistance. Landed a fantastic Cloud Architect job. Thank you, KnowledgeHut!

Attended AWS Cloud Architect Masters Program Certification workshop in May 2023

A
Anubhav Ingole Senior Data Scientist
5

At KnowledgeHut, I had one of my best educational experiences. The course is extensive and contains many materials, including videos, PPTs, and PDFs. In addition, all the trainers and the support staff were incredibly accommodating and accessible.

Attended Data Science with Python Certification workshop in August 2022

N
Neil Radia Enterprise Sales Executive
5

5 stars, What a totally awesome Data Science bootcamp! I tried learning on my own through text books and online material, but it was such a struggle as I had no one to clear my doubts. Knowledgehut has brought out a totally different and interactive, comprehensive, logical systematic approach to the subject that made it super fun to learn. Love all your courses(This is my fifth!).

Attended Data Science Bootcamp with AI workshop in July 2021

E
Emma Smith Back End Engineer
5

KnowledgrHut’s Back-End Developer Bootcamp helped me acquire all the skills I require. The learn-by-doing method helped me gain work-like experience and helped me work on various projects. 

Attended Back-End Development Bootcamp workshop in May 2021

T
Tyler Wilson Full-Stack Expert
5

The learning system set up everything for me. I wound up working on projects I've never done and never figured I could. 

Attended Back-End Development Bootcamp workshop in April 2021

E
Ellsworth Bock Senior System Architect
5

It is always great to talk about Knowledgehut. I liked the way they supported me until I got certified. I would like to extend my appreciation for the support given throughout the training. My trainer was very knowledgeable and I liked the way of teaching. My special thanks to the trainer for his dedication and patience.

Attended Certified ScrumMaster (CSM)® workshop in February 2020

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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. 

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