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- 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
BEST DEEP LEARNING COURSE
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
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Start DateSeptember 30, 2024
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Duration8 Months
International Institute of Information Technology, Bangalore
- 2k+ Students graduated
- Pathway to a PG Programme
Introduction To IIITB PG Certificate In ML & DL
Course Snapshot
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240+
Hours of Learning
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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
Programming Tools and Languages
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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
240+ Hours of Learning
5+ Projects and Case Studies
12 Tools, Languages & Libraries
20+ Live 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?
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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.
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Prof. Chandrashekar Ramanathan
- Dean - Academics
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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.
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Prof. Tricha Anjali
- Ex-associate Dean
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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.
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Prof. G. Srinivasaraghavan
- Professor
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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.
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S. Anand
- CEO
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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.
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Behzad Ahmadi
- Data Scientist
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An MTech. graduate and PhD from Jersey Institute of Technology, Behzad possesses tremendous years of experience in Data Science and ML
An MTech. graduate and PhD from Jersey Institute of Technology, Behzad possesses tremendous years of experience in Data Science and ML
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Mirza Rahim Baig
- Lead | Business Analytics
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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.
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Sajan Kedia
- Machine Learning Lead
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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
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Rajesh Sabhapathy
- Sr Director, Data Science
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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.
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Ujjyaini Mitra
- Head of Analytics
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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.
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Deep Learning & Machine Learning Projects
Learn by Doing
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5+ Industry Projects
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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
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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
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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
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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
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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
Our Alumni Work At
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Deep Learning Learner Services
How will upGrad support you?
Industry Mentors
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Get mentored by an experienced industry expert and receive personalised feedback to achieve your desired outcome
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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
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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
Q&A Forum
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Q&A Forum: Peers & experts, always a click away. Get your doubts squashed in real-time! Expert-verified answers for quality you can trust
Expert Feedback
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Personalized feedback on assignments & projects
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Live sessions to unravel complex concepts like a pro!
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 More
Cassandra 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 More
Atul 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 More
Jheser 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 More
Vsmy Naresh Kumar Kuppili
- Solution Architect at Image Access Corp
- 11 Years of Experience
Program Fees: SGD 2,800
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
Eligibility
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
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Offer 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
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Begin 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
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Refer someone you know and receive cash reimbursements of up to
!*
*More details under the referral policy under Support Section
upGrad Learner Support
Monday - Friday | 7:30 AM to 9:30 PM SGT
Phone Number
Email Address
*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 in response.