Program Overview
The best selling program with a 4.5-star rating. Learn in-demand skills such as Deep Learning, NLP, MLOps, AI strategy building, work on 15+ industry projects & multiple programming tools.
Learn From Indias No.1 Technical University (Private)
Source - India Today, 2021
50%Average Salary Hike
1.23CrHighest Salary
500+Career Transitions
300+Hiring partners
Program Overview
The best selling program with a 4.5-star rating. Learn in-demand skills such as Deep Learning, NLP, MLOps, AI strategy building, work on 15+ industry projects & multiple programming tools.
5 out of 6 Learners Get Positive Career Growth
Results reviewed by Deloitte.
ELIGIBILITY
Minimum 1 Year Work Exp + Bachelor's Degree with Minimum 50%
Program Benefits
- Opportunity to work on 15 case studies and assignments
- Quarterly Hackathon to network and live coding classes on Kaggle and OpenCV
- 360-degree career assistance from mock interviews with hiring managers, resume building and LinkedIn profile review via AI-powered inputs
- Boost learner's career persona by creating a portfolio website on Github
- Choose from 6 capstone projects to work-on
- Tests conducted by domain experts to evaluate industry-readiness
- Learn from 20 Programming Languages and Tools: pandas, matplotlib, NumPy, NLTK, Seaborn, scikit learn, statsmodels, OpenCV, Kubernetes, REST-API, docker, Flask, aws, HEROKU, Excel, TensorFlow, Keras, MySQL, python, spaCy
- Customise your learning path from 3 electives
Programming Languages and Tools Covered
Get Hand-on Experience and deep dive into the latest tools and programming languages
Get Certified!
Get certified for the Executive PG Programme in Machine Learning & AI & turbocharge your career growth
- Gain IIITB Alumni status & connect with a global network of accomplished IIITB alumni
- Build a strong network for life with opportunities to connect to Machine Learning Industry experts & your experienced fellow learners
Our Learners Work At
Top companies from all around the world have recruited IIITB alumni
Industry Projects
Learn through real-life industry projects that simulate actual projects in top companies across industries.
Syllabus
600+Hours of Learning 15+Case Studies and Assignments 35+Live Sessions 6Capstone Projects To Choose From
Pre-Program Preparatory Content (3 Weeks)
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 (5 Weeks)
Exploratory Data Analysis
Cloud Essentials: Intro to Git & Github
Inferential Statistics
Hypothesis Testing
Lending Club Case Study
Machine Learning - I (7 Weeks)
Linear Regression
Linear Regression Assignment
Logistic Regression
Naive Bayes
Model Selection
Machine Learning - II (7 Weeks)
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 (8 Weeks)
Introduction to Neural Networks
Convolutional Neural Networks - Industry Applications
Convolutional Neural Networks - Assignment
Recurrent Neural Networks
Neural Network Project - Gesture Recognition
Natural Language Processing (7 Weeks)
Lexical Processing
Syntactical Processing
Syntactic Processing - Assignment
Semantic Processing
Case Study: Classifying Customer Complaint Tickets
Elective 1: DL with MLops (10 Weeks)
Cloud Essentials: Intro to AWS
Working with AWS: 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: NPL with MLops (10 Weeks)
Cloud Essentials: Intro to AWS
Working with AWS: case study
MLOps: Introduction
MLOps: Data Lifecycle
MLOps: Model Lifecycle
MLops Assignment
Advanced NPL
Advanced NPL
MLOps + Deployment: NPL (Theory)
MLOps + Deployment: NPL (Assignment)
Elective 3: AI strategy (10 Weeks)
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
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
600+Hours of Learning 15+Case Studies and Assignments 35+Live Sessions 6Capstone Projects To Choose From
Application Process
- Fill the application
- Get shortlisted basis eligibilty criteria
- Undergo a qualification test if required
- Pay the fees
and enrol
WHAT OUR LEARNERS SAY
Program Fee
₹3,35,000 (Incl. GST)*)
EMI starting at ₹7,430/-
Over 2,300 students have completed this course and started working at their dream job, whats stopping you?
- Rigorous and job ready curriculum developed in collaboration with industry experts
- Alumni status from IIIT Bangalore
- 360 Degree Career Support with Mentorship from Industry Experts
- Networking opportunities with 10,000+ alumni & leading industry experts
Frequently Asked Questions
Support
What type of learning should I expect?
The content will be a mix of asynchronous lectures from industry leaders as well as world-class faculty. Additionally, the programme comprises of some live lectures or hangout sessions dedicated to solving your academic queries and to reinforce learning.Programme Details
How do I know if this programme is for me?
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.What is this programme intended to do?
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.What can I expect out of this programme?
This programme is designed for working professionals looking to pick up skills in advanced concepts like Reinforcement Learning, Graphical Models, NLP, Deep Learning along with a solid foundation of Statistics. This programme demands consistent work and time commitment over the entire duration of 13 months.What should I NOT expect from this programme?
This programme is NOT intended to serve as an entry point to the field of Data Science. It is aimed at developing professionals who can be absorbed into Senior Data Scientist and Machine Learning/AI roles. Our Executive PG Programme in Machine Learning and AI is aimed at facilitating the transition of professionals to the Machine Learning field.Is there any certification at the end of the programme?
Post completion of the programme, an Executive Post Graduate Programme in Machine Learning and AI will be granted from IIIT Bangalore.About WES Recognition
Please note that the WES approval status of the Executive Post Graduate Program (EPGP-DS/MLAI/SD) shall be known by early 2022. We would like to inform you that this program (under an earlier name) was approved by WES and accorded 1 year diploma equivalency status. While the name of the program has changed to reposition the program in the market, the program curriculum, delivery and learning outcomes remain the same and as such we are cautiously optimistic that the WES approval status shall remain unchanged. We will inform you about WES approval status by early 2022 or alternatively to know the status, you may apply to WES with requisite information and documents on your successful completion of the program. upGrad and IIITB in no way take responsibility in case WES does not recognise the program.Refund Policy/Financials
What is the programme fee for the Executive Post Graduate Programme in Data Science?
Please refer to the Program Fees Section to get the course PriceNo Cost Credit Card EMI FAQ's
0% EMI with Finance partners /Credit card option availability will vary program wise.
1. Which banks allow using 0% Credit card EMI or Credit card EMI?
No cost EMI is available on credit cards from all major banks (American Express, Bank of Baroda, HDFC Bank, ICICI Bank, Indus Ind Bank, Kotak Mahindra Bank, RBL Bank, Standard Chartered, Axis Bank, Yes Bank)
2. Is there any minimum transaction limit ?
Yes. 50000 is the minimum.
3. Standard Chartered Bank offers 18 or 24 months No Cost EMI ?
No. ONLY 12 months is available irrespective of the Program enrolled.
4. Will I have to pay any extra amount for EMI transaction?
If you are availing 0% credit card EMI, upGrad will not charge any processing fees or down payment for these transactions. Your bank may levy GST or other taxes on the interest component of the EMI.
5. Are there any fees or down payment?
Certain banks charge nominal processing fees between INR 99 - 500 on 0% Credit Card EMI transaction. If charged, will be billed in the first repayment installment.
6. Can I use my International credit card for 0% credit EMI or Credit Card EMI?
Only the Indian bank credit cards can be used. But you can pay the amount using the Credit card option in one shot / part payments, and later you can convert into EMI from your respective bank. The tenures and interest charged will depend on your bank. upGrad will not charge any processing fees or down payment for these transactions, this will be purely between you and your bank.
7. Are there any charges in case I opt for cancellation/refund from the course after paying balance with no cost EMI ?
Yes, there will be additional charges to the extent of interest paid by the upGrad to the bank, you will be refunded only Principal amount, i.e. the amount actually deducted/blocked from your card. This deduction will be in addition to the amount mentioned in the refund policy shared with your offer letter.
8. Can I Pay Using Multiple Credit Cards ?
Multiple cards can be used to complete the payments using Part payment option make sure to inform the learner, minimum transaction is INR 50000 to opt for 0% CC EMI E.g. Amount to be paid: 150000. I can pay using 2 Credit cards. Yes, Example :
HDFC Card – Part payment – INR 100000
ICICI Card – Part payment – INR 50000
9. How can I opt for Credit card EMI if my bank is not listed in the 0% Credit card EMI or Credit card EMI?
You can pay the amount using the Credit card option in one shot / part payments, and later you can convert into EMI from your respective bank. The tenures and interest charged will depend on your bank. upGrad will not charge any processing fees or down payment for these transactions.
10. Why is the entire amount blocked on my credit card?
Initially your bank will block the entire amount from your available purchase limit and from your next billing cycle, you will be charged the EMI amount. As you start paying your EMI, your credit limit will be released accordingly. For example, if you have made a payment of ₹100000 on 6-months EMI and your credit limit is ₹200,000 then initially your bank will block your credit limit by ₹100000. After payment of your first month EMI of Rs.15000, the blocked amount will come down to ₹85000.
11. Why is interest getting charged on No Cost EMI?
Your bank will charge you interest. However, this interest charge has been provided to you as an upfront discount at the time of your payment, effectively giving you the benefit of a No cost EMI. The total amount paid during the entire EMI tenure to the bank will be equal to the amount to be paid to upGrad.
Eg. Amount payable to upGrad: INR 405000
Let's say Amount deducted at the time of transaction: INR 379850 (Principal amount) Bank charges interest of 12-15% per annum on INR 379850
[Note: Interest factor is reducing rate and not Flat rate]
EMI AMOUNT = INR 33750 x 12 = INR 405000
Effectively, you have taken loan on 379,850 instead of 405,000Selection Criteria
What is the selection process for this programme?
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.