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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

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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

L
Luca Rossi Key Account Manager
5

Thorough and well-structured Azure data engineering training. It's perfect for beginners as well as for experienced professionals seeking to enhance their cloud data skills. Thank You KnowledgeHut. 

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

D
Daiv D Souza Senior Developer
5

The learning methodology put it all together for me. I ended up attempting projects I’ve never done before and never thought I could. 

Attended Front-End Development Bootcamp workshop in July 2021

E
Elyssa Taber IT Manager.
3

I would like to thank the KnowledgeHut team for the overall experience. My trainer was fantastic. Trainers at KnowledgeHut are well experienced and really helpful. They completed the syllabus on time, and also helped me with real world examples.

Attended Agile and Scrum workshop in June 2020

N
Nathaniel Sherman Hardware Engineer.
5

The KnowledgeHut course covered all concepts from basic to advanced. My trainer was very knowledgeable and I really liked the way he mapped all concepts to real world situations. The tasks done during the workshops helped me a great deal to add value to my career. I also liked the way the customer support was handled, they helped me throughout the process.

Attended PMP® Certification workshop in April 2020

R
Rosabelle Artuso .NET Developer
5

The course which I took from Knowledgehut was very useful and helped me to achieve my goal. The course was designed with advanced concepts and the tasks during the course given by the trainer helped me to step up in my career. I loved the way the technical and sales team handled everything. The course I took is worth the money.

Attended PMP® Certification workshop in August 2020

T
Tilly Grigoletto Solutions Architect.
5

I really enjoyed the training session and am extremely satisfied. All my doubts on the topics were cleared with live examples. KnowledgeHut has got the best trainers in the education industry. Overall the session was a great experience.

Attended Agile and Scrum workshop in February 2020

E
Estelle Dowling Computer Network Architect.
5

I was impressed by the way the trainer explained advanced concepts so well with examples. Everything was well organized. The customer support was very interactive.

Attended Agile and Scrum workshop in February 2020

A
Alexandr Waldroop Data Architect.
5

The workshop held at KnowledgeHut last week was very interesting. I have never come across such workshops in my career. The course materials were designed very well with all the instructions were precise and comprehenisve. Thanks to KnowledgeHut. Looking forward to more such workshops.

Attended Certified ScrumMaster (CSM)® workshop in January 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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