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.

Type

Certificate
Start Date

December 31, 2024
Duration

8 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

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.

mlpgcdeeplearning_iiitb_earnvaluablecredentialsandrecognition_certificate1_horizontalpopup_desktop-f9b297041d6c44beadcdae67e3ae071c

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

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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?

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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LinkedIn Profile

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.
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LinkedIn Profile

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.
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LinkedIn Profile

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.
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LinkedIn Profile

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.
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LinkedIn Profile

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.
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LinkedIn Profile

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
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LinkedIn Profile

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.
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LinkedIn Profile

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

LinkedIn Profile

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.

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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.

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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

Know More

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.

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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.

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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.

Know More

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

Information Technology and Services

67%

Banking and Financial Services

Healthcare

Education

Others

20%

By Work Experience

Freshers 7%

0 - 2 Years 4%

2 - 5 Years 16%

5 - 8 Years 17%

8+ Years 56%

By Highest Qualification

GRADUATION

56%

POST-GRADUATION

26%

INTERMEDIATE

14%

Others

By Degree Type

B.E./ B.Tech 58%

M.E./M.Tech. 6%

MCA 6%

M.B.A. 5%

Others 25%

By Age

34+

44%

30-34

23%

26-30

20%

22-26

Others

By Gender

Male 75%

Female 23%

Deep Learning Learner Services

How will upGrad support you?

Career Mentorship Sessions (1:1)

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

Doubt Resolution

Q&A Forum

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

Personalized feedback on assignments & projects
Live sessions to unravel complex concepts like a pro!

Success stories

What Our Learners Say

5/5

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.

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LinkedIn Profile

Cassandra Pratt Romero

Software Engineer at Microsoft
6 Years of Experience

5/5

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.

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LinkedIn Profile

Atul Chauhan

Applied Controls Engineer at Daikin
8 Years of Experience

5/5

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.

Read More

LinkedIn Profile

Jheser Guzman Illanes

Vice President of Software Engineering at JPMorgan Chase & Co.
18 Years of Experience

5/5

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.

Read More

LinkedIn Profile

Vsmy Naresh Kumar Kuppili

Solution Architect at Image Access Corp
11 Years of Experience

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

Complete Application

Fill out an application giving your basic profile details

Read More

Offer Letter & Reserve Seat

Once shortlisted, receive an offer letter and pay the deposit amount to reserve a seat

Read More

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

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Frequently Asked Questions

Program Details

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.

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.

3. What is this program intended to do?

This program intends to produce extremely well-rounded Data Scientists having mathematical rigor, programming expertise, and cutting-edge deep learning certification techniques mastery.

4. What can I expect out of this program?

This certification for Machine Learning is designed for working professionals seeking skills in advanced concepts like Reinforcement Learning and Deep Learning, along with a solid foundation in Statistics. This Deep Learning certificate program demands consistent work and time commitment over the entire duration of 8 months.

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.

1. How will my doubts/questions be addressed in the online program?

All academic doubts would be cleared in the following way: Peer-to-peer discussion forum where you can post your queries, and your peers/faculty/teaching assistants answer your queries within a day. Q&A session with the faculty to get clarification on conceptual doubts.

1. How do I know if this program is for me?

This program is right for you if you have a Bachelor's/Master’s degree in Computer Science / Engineering / Math / Statistics / Economics / Science with a minimum of 50% marks in graduation. No work experience is required.

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.

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:

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.

1. What advanced topics and applications are typically covered in deep learning courses, and how do they contribute to expertise in the field?

Our deep learning courses explore crucial concepts like Computer Vision, Neural Networks, and Machine Learning. Using the techniques shared in our Machine Learning and Deep Learning course you will be able to solve real-world and complex problems.

2. Can you provide insights into the advantages and industry recognition associated with a deep learning certification?

A deep learning certification from a renowned provider validates hands-on expertise for tasks like classification, prediction, language translation, etc. Professionals with a graduate certificate in Machine Learning stand out for high-value related roles.

3. Tell me more about the distinguishing features and criteria for choosing the best deep learning course for specific learning goals.

Opt for deep learning courses like ours that offer a balanced curriculum covering concepts as well as industry applications via practical projects. Tailored for working professionals, ours is the best Deep Learning course right now as it equips you with a strong foundation in DL & ML.

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?

A machine learning certificate affirms expertise across supervised/unsupervised ML techniques like classification, regression, etc. It sets professionals apart by validating the ability to apply core data science and analytics skills alongside programming competence in Python or R driving AI-powered business transformation.

5. How do machine learning certificates cater to professionals with different levels of experience, and what career benefits do they offer?

Ultimately, Our advanced machine learning courses programs offer tiered learning pathways to align with professionals at different career stages, right from early talent to senior leads in AI/ML.

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 - Friday | 7:30 AM to 9:30 PM SGT

Phone Number

+65-6232-6730

Email Address

query@upgrad.com

*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.

Disclaimer

upGrad does not grant credit; credits are granted, accepted or transferred at the sole discretion of an educational institution. upGrad does not make any representations regarding the recognition or equivalence of the credits or credentials awarded, unless otherwise expressly stated. If you intend to pursue a post graduate or doctorate degree upon completion of this course or apply for employment which requires specific credits, we advise you to enquire further regarding the suitability of this degree for your academic and/or professional requirements before enrolling.

Post Graduate Certificate in Machine Learning and Deep Learning (Executive)

Introduction To IIITB PG Certificate In ML & DL

Key Highlights Of IIITB ML And DL

Program Benefits

Dedicated Career Assistance

Career Paths

Practical Learning and Networking

Student Support

Program Benefits

We offer a wide variety of services to help you fast-forward your career

The program prepares you for several in-demand data roles

We provide a blended peer to peer learning and networking experience

Student Support

Machine Learning And Deep Learning PG Certification

IIIT-B’s Executive Post Graduate Certificate in Machine Learning & DL

Explore Our Learning Platform

IIITB Deep Learning Course Syllabus

Pre-Program Preparatory Content

Topics (8)

Stats and EDA

Topics (5)

Machine Learning - I

Topics (5)

Machine Learning - II

Topics (9)

Deep Learning

Topics (5)

DL Machine Learning PG Course Instructors

Dr. Debabrata Das

Prof. Chandrashekar Ramanathan

Prof. Tricha Anjali

Prof. G. Srinivasaraghavan

S. Anand

Mirza Rahim Baig

Sajan Kedia

Rajesh Sabhapathy

Ujjyaini Mitra

Deep Learning & Machine Learning Projects

Lending Club Case Study

Skills learned

Bike Sharing Assignment

Skills learned

Advanced Regression Assignment

Skills learned

Telecom Churn Case Study

Skills learned

Skin Cancer Detection

Skills learned

Gesture Recognition Project

Skills learned

Deep Learning Certificate Program Class Profile

By Industry

By Work Experience

By Highest Qualification

By Degree Type

By Age

By Gender

GGU DBA Alumni Careers

How will upGrad support you?

Industry Mentors

Q&A Forum

Expert Feedback

Success stories

Updated with the latest industry practices and trends

Cassandra Pratt Romero

The urge to upskill myself led me to join this program

Atul Chauhan

The progress in AI and ML in the last decade sparked my curiosity about this topic

Jheser Guzman Illanes

It was a fantastic journey so far with the support of UpGrad team

Vsmy Naresh Kumar Kuppili

Program Fees: SGD 2,800

ML And DL Course Eligibility And Admissions

Bachelor’s Degree

Complete Application

Offer Letter & Reserve Seat

Begin your learning journey

Refer someone you know and receive cash reimbursements of up to !*

1. What is the Advanced Certificate Program in Deep Learning with upGrad?

2. How will this program benefit me?

Refer someone you know and receive cash reimbursements of up to
!*