- 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
Post Graduate Certificate in Machine Learning and Deep Learning (Executive)
Get certification for Machine Learning and Deep Learning and future-proof your career. Get 1:1 mentorship & learn from hands-on projects. 15+ Industry Projects & Case Studies.-
TypeCertificate
-
Start DateDecember 31, 2024
-
Duration8 Months
- 2k+ Students graduated
- Pathway to a PG Programme
Share this course
Share this course’s details with your family and friends.
Introduction To IIITB PG Certificate In ML & DL
Course Snapshot
-
240+
Hours of Learning
-
5+
Case Studies and -Projects
-
1
Free Deferral
- Explore 5+ Case Studies and Industry Projects
- Immerse in 240+ Hours of Online Learning Content
- Mock Interviews with Hiring Managers
- Hassle-free, No Cost EMI Options Available
- Exclusive Access to the AI Profile Builder
Key Highlights Of IIITB ML And DL
What does this course have to offer?
-
Program Benefits
-
Dedicated Career Assistance
-
Career Paths
-
Practical Learning and Networking
-
Student Support
Program Benefits
-
Designed for Working Professionals
-
5+ Case Studies and Projects
-
No Cost EMI Options Available
-
Dedicated Student Support
-
1 Free Deferral
-
Daily Doubt Resolution Support
We offer a wide variety of services to help you fast-forward your career
-
A Career Essential Soft Skills Program
-
Receive Personalized Career Mentorship Sessions
-
Just-in-Time Interviews
-
High Performance Coaching (1:1)
-
AI Powered Profile Builder
The program prepares you for several in-demand data roles
- Machine Learning Engineer
- AI Engineer
- Software Developer
- Data Scientist
We provide a blended peer to peer learning and networking experience
-
Live discussion forum for peer-to-peer doubt resolution
-
Great networking opportunities with a pool of 10,000+ Alumni
-
Insightful lab walkthroughs of industry-driven projects
-
Improve with weekly real-time doubt clearing sessions
Student Support
- A dedicated program coordinator
- 24/7 support to answer all your queries! intstudentsupport@upgrad.com
- Centralised WhatsApp channels for queries
Programming Tools and Languages
Machine Learning And Deep Learning PG Certification
Earn valuable Credentials & Recognition
Complete all the courses successfully to obtain this prestigious recognition from IIIT Bangalore.
IIIT-B’s Executive Post Graduate Certificate in Machine Learning & DL
- 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
Explore Our Learning Platform
Learn on an AI-powered & personalised platform with best-in-class
content, live sessions & mentoring from leading industry experts.
IIITB Deep Learning Course Syllabus
What will you learn?
Industry-relevant curriculum taught by leading faculty & industry experts using videos, case studies, hands-on projects and live online sessions
Pre-Program Preparatory Content
- 3 Weeks
Topics (8)
- Introduction to Python
- Python for Data Science
- Data Visualisation in Python
- Data Analysis Using SQL
- Advanced SQL & Best Practices
- Data Analysis in Excel
- Analytics Problem Solving
- Math for Machine Learning
Stats and EDA
- 5 Weeks
Topics (5)
- Exploratory Data Analysis
- Cloud Essentials: Intro to Git and Github
- Inferential Statistics
- Hypothesis Testing
- Lending Club Case Study
Machine Learning - I
- 7 Weeks
Topics (5)
- Linear Regression
- Linear Regression Assignment
- Logistic Regression
- Naive Bayes
- Model Selection
Machine Learning - II
- 7 Weeks
Topics (9)
- Advanced Regression
- Advance 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
Topics (5)
- Introduction to Neural Networks
- Convolutional Neural Networks -Industry Applications
- Convolutional Neural Networks - Assignment
- Recurrent Neural Networks
- Neural Networks Project - Gesture Recognition
DL Machine Learning PG Course Instructors
Whom will you learn from?
-
4 Instructors
-
6 Industry Experts
Dr. Debabrata Das
- Director, IIITB
-
He is PI and nodal officer of the project under the National Mission for Interdisciplinary Cyber-Physical Systems.
He is PI and nodal officer of the project under the National Mission for Interdisciplinary Cyber-Physical Systems.
Read More
Prof. Chandrashekar Ramanathan
- Dean - Academics
-
Prof. Chandrashekar has a Ph.D. from Mississippi State University and experience of over 10 years in several multinational organizations.
Prof. Chandrashekar has a Ph.D. from Mississippi State University and experience of over 10 years in several multinational organizations.
Read More
Prof. Tricha Anjali
- Ex-associate Dean
-
Prof. Anjali has a Ph.D. from Georgia Tech as well as an integrated M.Tech. (EE) from IIT Bombay.
Prof. Anjali has a Ph.D. from Georgia Tech as well as an integrated M.Tech. (EE) from IIT Bombay.
Read More
Prof. G. Srinivasaraghavan
- Professor
-
Prof. Srinivasaraghavan has a Ph.D. in Computer Science from IIT Kanpur and 18 years of experience with Infosys Technologies.
Prof. Srinivasaraghavan has a Ph.D. in Computer Science from IIT Kanpur and 18 years of experience with Infosys Technologies.
Read More
S. Anand
- CEO
-
A Gold medalist from IIM Bangalore, an alumnus of IIT Madras and London School of Business, Anand is among the top 10 data scientists in India.
A Gold medalist from IIM Bangalore, an alumnus of IIT Madras and London School of Business, Anand is among the top 10 data scientists in India.
Read More
Mirza Rahim Baig
- Lead | Business Analytics
-
Advanced analytics professional with 8+ years of experience as a consultant in the e-commerce and healthcare domains.
Advanced analytics professional with 8+ years of experience as a consultant in the e-commerce and healthcare domains.
Read More
Sajan Kedia
- Machine Learning Lead
-
Sajan has extensive experience in the field of ML, Big Data, Data Science, and AI. He is the Machine learning lead at Myntra
Sajan has extensive experience in the field of ML, Big Data, Data Science, and AI. He is the Machine learning lead at Myntra
Read More
Rajesh Sabhapathy
- Sr Director, Data Science
-
He has 10+ years of experience leading Data Science teams in various domains solving complex problems using Deep Learning & ML technique. He has 10+ years of experience leading Data Science teams in various domains solving complex problems using Deep Learning & ML technique.
He has 10+ years of experience leading Data Science teams in various domains solving complex problems using Deep Learning & ML technique. He has 10+ years of experience leading Data Science teams in various domains solving complex problems using Deep Learning & ML technique.
Read More
Ujjyaini Mitra
- Head of Analytics
-
An alumnus of McKinsey and Co., Flipkart, and Bharti Airtel with over 11 years of experience.
An alumnus of McKinsey and Co., Flipkart, and Bharti Airtel with over 11 years of experience.
Read More
Deep Learning & Machine Learning Projects
Learn by Doing
-
5+ Industry Projects
Lending Club Case Study
As a part of your executive PG certificate in ML program, you will build a system to identify customers at risk of default using characteristics from customer case studies. Build models to avoid providing loans to similar high-risk applicants.
As a part of your executive PG certificate in ML program, you will build a system to identify customers at risk of default using characteristics from customer case studies. Build models to avoid providing loans to similar high-risk applicants.
Skills learned
- Data Cleaning
- Data Visualisation
- Data Analysis
- Data Interpretation
Bike Sharing Assignment
Build a regression model to understand the factors on which the demand for bike sharing systems vary on and help a company optimise its revenue.
Build a regression model to understand the factors on which the demand for bike sharing systems vary on and help a company optimise its revenue.
Skills learned
- Data Cleaning
- Data Visualisation
- Data Analysis
- Data Interpretation
- Linear Regression
Advanced Regression Assignment
Build a regularized regression model to understand the most important variables to predict housing prices in a US market
Build a regularized regression model to understand the most important variables to predict housing prices in a US market
Skills learned
- Data Cleaning
- Data Visualisation
- Data Analysis
- Data Interpretation
- Generalized Linear Regression
- Regularization Hyperparameter Tuning
Telecom Churn Case Study
With a Post Graduate Certificate in Machine Learning comes the ability to solve complex problems. In this assignment, you will solve the most crucial business problem for a leading telecom operator in India and Southeast Asia - predicting customer churn.
With a Post Graduate Certificate in Machine Learning comes the ability to solve complex problems. In this assignment, you will solve the most crucial business problem for a leading telecom operator in India and Southeast Asia - predicting customer churn.
Skills learned
- Logistic Regression
- Tree Models
- Model Selection
- Feature Engineering Classification
- ML Modelling
- Model Evaluation
- Business Problem Solving
Skin Cancer Detection
Build a neural network identifying skin cancer types. Through this project, you will gain real-world skills equivalent to advanced machine learning courses.
Build a neural network identifying skin cancer types. Through this project, you will gain real-world skills equivalent to advanced machine learning courses.
Skills learned
- Data Understanding
- Data Visualization
- Convolutional Neural Network
- Model Building and Training
- Data Augmentation
- Class Imbalance
- Model Evaluation
Gesture Recognition Project
Using learnings from your Machine Learning and Deep Learning course, create a smart TV gesture control system.
Using learnings from your Machine Learning and Deep Learning course, create a smart TV gesture control system.
Skills learned
- Data Understanding
- 3D Convs
- CNN-RNN Generator Functions
- Model Building and Training Model
- Tuning Model Evaluation
Deep Learning Certificate Program Class Profile
Who've enrolled for this course?
By Industry
By Work Experience
By Highest Qualification
By Degree Type
By Age
By Gender
GGU DBA Alumni Careers
Our Alumni Work At
How will upGrad support you?
Industry Mentors
-
Get mentored by an experienced industry expert and receive personalised feedback to achieve your desired outcome
-
Get a dedicated career coach after the program to help track your career goals, coach you on your profile, and support you during your career transition journey
-
Obtain specific, AI powered inputs on your resume and Linkedin structure along with content on real time basis
- Get access to Industry Experts and discuss any queries before your interview
- Career bootcamps to refresh your technical concepts and improve your soft skill
Success stories
What Our Learners Say
Updated with the latest industry practices and trends
My transformative journey with upGrad has been nothing short of remarkable. The program provided me with a comprehensive learning experience that equipped me with the latest tools and skills used in the industry. From design to publishing, I learned how to navigate through every stage of a project efficiently.One aspect that particularly impressed me was the platform itself. It's user-friendly and constantly evolving based on student feedback, ensuring that we have access to the best resources and learning materials available. The live classes conducted by industry professionals were invaluable, keeping me updated with the latest industry practices and trends.Overall, I am extremely satisfied with what I've learned through upGrad. It's not just about acquiring knowledge but also about connecting with professionals and building a network that will be beneficial for my career growth. I am truly grateful for the opportunity to be a part of this transformative journey with upGrad.
My transformative journey with upGrad has been nothing short of remarkable. The program provided me with a comprehensive learning experience that equipped me with the latest tools and skills used in the industry. From design to publishing, I learned how to navigate through every stage of a project efficiently.One aspect that particularly impressed me was the platform itself. It's user-friendly and constantly evolving based on student feedback, ensuring that we have access to the best resources and learning materials available. The live classes conducted by industry professionals were invaluable, keeping me updated with the latest industry practices and trends.Overall, I am extremely satisfied with what I've learned through upGrad. It's not just about acquiring knowledge but also about connecting with professionals and building a network that will be beneficial for my career growth. I am truly grateful for the opportunity to be a part of this transformative journey with upGrad.
Read MoreCassandra Pratt Romero
- Software Engineer at Microsoft
- 6 Years of Experience
The urge to upskill myself led me to join this program
The urge to upskill myself led me to join this program. The program has been really great and has instilled a sense of confidence in me. The idea that i am part of something that is going to bring a revolution in near future is incredible. Post upGrad, i plan to continue my journey into the vast ocean of Artifical Intelligence and make a good name for myself.
The urge to upskill myself led me to join this program. The program has been really great and has instilled a sense of confidence in me. The idea that i am part of something that is going to bring a revolution in near future is incredible. Post upGrad, i plan to continue my journey into the vast ocean of Artifical Intelligence and make a good name for myself.
Read MoreAtul Chauhan
- Applied Controls Engineer at Daikin
- 8 Years of Experience
The progress in AI and ML in the last decade sparked my curiosity about this topic
The progress in AI and ML in the last decade sparked my curiosity about this topic. The UpGrad program looked well planned and built, with a reasonable price. The offline mode of education allowed me to study and learn while working at my job. During my learning journey with upGrad, I reinforced and learned new concepts I plan to use in my daily life and professional career. In the future, I will continue working and learning about these topics and applying them to my jobs.
The progress in AI and ML in the last decade sparked my curiosity about this topic. The UpGrad program looked well planned and built, with a reasonable price. The offline mode of education allowed me to study and learn while working at my job. During my learning journey with upGrad, I reinforced and learned new concepts I plan to use in my daily life and professional career. In the future, I will continue working and learning about these topics and applying them to my jobs.
Read MoreJheser Guzman Illanes
- Vice President of Software Engineering at JPMorgan Chase & Co.
- 18 Years of Experience
It was a fantastic journey so far with the support of UpGrad team
I wanted to get into the ML\AI space for some time and decided to enroll in UpGrad after being inspired by a friend. It was a fantastic journey so far with the support of UpGrad team (special kudos to Karen for the excellent job) and I never imagined that I can make this far as I am a pretty occupied individual personally as well as professionally. I am looking forward to complete my masters and pursue PhD in near future. The foundation provided was fabulous and has enabled me to do design some innovative solutions at work. Thanks to UpGrad for making it happen.
I wanted to get into the ML\AI space for some time and decided to enroll in UpGrad after being inspired by a friend. It was a fantastic journey so far with the support of UpGrad team (special kudos to Karen for the excellent job) and I never imagined that I can make this far as I am a pretty occupied individual personally as well as professionally. I am looking forward to complete my masters and pursue PhD in near future. The foundation provided was fabulous and has enabled me to do design some innovative solutions at work. Thanks to UpGrad for making it happen.
Read MoreVsmy Naresh Kumar Kuppili
- Solution Architect at Image Access Corp
- 11 Years of Experience
Program Fees: CAD
ML And DL Course Eligibility And Admissions
How to Apply
The admissions process for the Deep Learning certificate program is very easy, and can be done completely online
Bachelor’s Degree
Bachelor’s Degree
Complete Application
Fill out an application giving your basic profile details
Fill out an application giving your basic profile details
Read MoreOffer Letter & Reserve Seat
Once shortlisted, receive an offer letter and pay the deposit amount to reserve a seat
Once shortlisted, receive an offer letter and pay the deposit amount to reserve a seat
Read MoreBegin your learning journey
Close the balance within 7 days of the payment of the deposit amount or before the batch start date, whichever is earlier
Close the balance within 7 days of the payment of the deposit amount or before the batch start date, whichever is earlier
Read More
Refer someone you know and receive cash reimbursements of up to
!*
*More details under the referral policy under Support Section
Frequently Asked Questions
1. What is the Advanced Certificate Program in Deep Learning with upGrad?
This 8-month deep learning certificate program readies working professionals in Math, Software Engineering, etc. to transition into Data Science or Deep Learning roles needing advanced deep learning course expertise.
This 8-month deep learning certificate program readies working professionals in Math, Software Engineering, etc. to transition into Data Science or Deep Learning roles needing advanced deep learning course expertise.
2. How will this program benefit me?
The Machine Learning certificate program will benefit you in different ways depending on your prior experience:
-Data Scientist or Senior Data Analyst: The Deep Learning courses will familiarise you with the advancements in ML and AI. It will also help you 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 Deep learning role.
-Statistician/Mathematician: Apart from familiarising you with the advancements in ML and AI, the certification for Machine Learning will help you understand how to define a structured approach to solve a business problem and will equip you with the right tools so that you can transition to a Deep Learning or a Data Science role.
-Data Engineer/Big Data Engineer: The advanced Machine Learning courses of our program will set up a solid foundation of Statistics and Natural Language Processing along with problem-solving skills so that you can solve enterprise-level problems. It will build upon your existing knowledge of various tools to make you a Full-Stack Deep Learning or Data Science professional.
- Software Developer: The Machine Learning certificate program will help you create a strong foundation of Statistics, Deep Learning, and Business Understanding. It will leverage your existing knowledge of programming and expand the technologies you are familiar with so that you can become a well-rounded Deep-learning professional.
The Machine Learning certificate program will benefit you in different ways depending on your prior experience:
-Data Scientist or Senior Data Analyst: The Deep Learning courses will familiarise you with the advancements in ML and AI. It will also help you 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 Deep learning role.
-Statistician/Mathematician: Apart from familiarising you with the advancements in ML and AI, the certification for Machine Learning will help you understand how to define a structured approach to solve a business problem and will equip you with the right tools so that you can transition to a Deep Learning or a Data Science role.
-Data Engineer/Big Data Engineer: The advanced Machine Learning courses of our program will set up a solid foundation of Statistics and Natural Language Processing along with problem-solving skills so that you can solve enterprise-level problems. It will build upon your existing knowledge of various tools to make you a Full-Stack Deep Learning or Data Science professional.
- Software Developer: The Machine Learning certificate program will help you create a strong foundation of Statistics, Deep Learning, and Business Understanding. It will leverage your existing knowledge of programming and expand the technologies you are familiar with so that you can become a well-rounded Deep-learning professional.
3. What is this program intended to do?
4. What can I expect out of this program?
5. What should I NOT expect from this program?
The graduate certificate in Machine Learning is NOT intended to serve as an entry point to the field of Data Science. It aims to develop professionals who can be absorbed into Senior Data Scientist and Deep Learning/AI roles. Our advanced Machine Learning courses seek to facilitate professionals' transition to the Machine Learning & Deep Learning field.
The graduate certificate in Machine Learning is NOT intended to serve as an entry point to the field of Data Science. It aims to develop professionals who can be absorbed into Senior Data Scientist and Deep Learning/AI roles. Our advanced Machine Learning courses seek to facilitate professionals' transition to the Machine Learning & Deep Learning field.
1. How will my doubts/questions be addressed in the online program?
1. How do I know if this program is for me?
2. What is the selection process for this program?
Step 1: Fill out the Application Form
Fill out an application with details on your professional & educational background.
Step 2: Review and Shortlisting of Suitable Candidates
Our Admissions Committee will review all applications and consider an applicant's educational and professional background. Following this, offer letters will be rolled out so you’re 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 prepped content and begin your upGrad journey.
Step 1: Fill out the Application Form
Fill out an application with details on your professional & educational background.
Step 2: Review and Shortlisting of Suitable Candidates
Our Admissions Committee will review all applications and consider an applicant's educational and professional background. Following this, offer letters will be rolled out so you’re 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 prepped content and begin your upGrad journey.
1. Is there any deferral or refund policy for this program?
Refund Policy:
1. You can claim a refund for the amount paid towards the Program at any time, before the Program Start Date, by visiting www.upgrad.com and submitting your refund form via the "My Application" section under your profile. You can request your Admissions Counsellor to help you in applying and withdrawing for a refund by sending them an email with reasons listed. There shall be no refund applicable once the program has started. This is applicable even for those students who could not complete their payment, and could not be enrolled in the batch opted for. However, the student can avail pre-deferral as per the policy defined below for the same.
2. Student must pay the full fee within seven (7) days of payment of the deposit amount or Batch Start Date, whichever is earlier; otherwise, the admission letter will be rescinded.
3. Request for refund as per point no. 1 of the refund policy must be sent via email in the prescribed refund request form. The refund will be processed within 30 working days of submitting the duly signed refund form, after being duly approved by the Academic Committee.
Refund Policy:
1. You can claim a refund for the amount paid towards the Program at any time, before the Program Start Date, by visiting www.upgrad.com and submitting your refund form via the "My Application" section under your profile. You can request your Admissions Counsellor to help you in applying and withdrawing for a refund by sending them an email with reasons listed. There shall be no refund applicable once the program has started. This is applicable even for those students who could not complete their payment, and could not be enrolled in the batch opted for. However, the student can avail pre-deferral as per the policy defined below for the same.
2. Student must pay the full fee within seven (7) days of payment of the deposit amount or Batch Start Date, whichever is earlier; otherwise, the admission letter will be rescinded.
3. Request for refund as per point no. 1 of the refund policy must be sent via email in the prescribed refund request form. The refund will be processed within 30 working days of submitting the duly signed refund form, after being duly approved by the Academic Committee.
1. What advanced topics and applications are typically covered in deep learning courses, and how do they contribute to expertise in the field?
2. Can you provide insights into the advantages and industry recognition associated with a deep learning certification?
3. Tell me more about the distinguishing features and criteria for choosing the best deep learning course for specific learning goals.
4. What is the significance of obtaining a machine learning certificate, and how does it validate skills in the broader field of Al and ML?
5. How do machine learning certificates cater to professionals with different levels of experience, and what career benefits do they offer?
Our machine learning certificate program validates core analytical skills and programming knowledge needed to prepare for data science/ML roles. You are equipped with real-world techniques in applications like computer vision.
Ultimately, our advanced machine learning courses enable professionals to reskill or upskill in line with their current proficiency while unlocking exponentially growing career opportunities. Moreover, renowned credentials from IIIT Bangalore signal domain knowledge needed for fast-tracked growth into specialized or leadership tracks in forward-looking ML/AI job roles.
Our machine learning certificate program validates core analytical skills and programming knowledge needed to prepare for data science/ML roles. You are equipped with real-world techniques in applications like computer vision.
Ultimately, our advanced machine learning courses enable professionals to reskill or upskill in line with their current proficiency while unlocking exponentially growing career opportunities. Moreover, renowned credentials from IIIT Bangalore signal domain knowledge needed for fast-tracked growth into specialized or leadership tracks in forward-looking ML/AI job roles.
upGrad Learner Support
Monday to Saturday | 24 Hours.
*All telephone calls will be recorded for training and quality purposes.
*If we are unavailable to attend to your call, it is deemed that we have your consent to contact you on purpose.