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Learning Path: Executive Diploma in Machine Learning & AI
Go from AI novice to ML pro in 6 steps

Overview of Executive Diploma in Machine Learning & AI
Curriculum: Executive Diploma in Machine Learning & AI
Experience an all-new 2026 curriculum
Advanced Math & Programming
Course 1
5 weeks
4.5 (2780 ratings)
Master core mathematical and programming skills needed to build and deploy data science and machine learning solutions across real-world business scenarios.
Topics covered
Conditional Probability and Probability Distributions
Advanced Linear Algebra and Linear Transformations
Multivariate Calculus
GenAI for Coding and Problem-Solving
Object-Oriented Programming
Python Data Science Libraries
Database Design and SQL Querying
Introduction to NoSQL Databases
Version Control
Skills acquired
Python
MySQL
NumPy
Pandas
Matplotlib
Seaborn
Bokeh
MongoDB
PostgreSQL
Scipy
Data Analysis & Exploration
Course 2
5 weeks
4.5 (2780 ratings)
Cloud Computing & Big Data
Course 3
5 weeks
4.5 (2780 ratings)
Foundations of ML
Course 4
5 weeks
4.5 (2780 ratings)
Deep Learning & NLP
Course 5
5 weeks
4.5 (2780 ratings)
MLOps
Specialization
6
16 weeks
GenAI
Specialization
7
16 weeks
Master 80+ Essential Industry Tools
Python
Pandas
Sklearn
Statsmodels
MySQL
AWS
GCP
Azure
PySpark
PyTorch
Keras
OpenAI
GPT
LlamaIndex
Claude
CrewAI
LangGraph
Autogen
Power BI
Tableau
MongoDB
Docker
Kubernetes
Streamlit
Airflow
MLFlow
Kafka
Specializations: Executive Diploma in ML & AI
Choose from two specialization tracks, based on your background or career goals
Executive Diploma in Machine Learning and AI - 2 Specializations
Executive Diploma in AI and ML
Programming Fundamentals
Build strong essentials with our complimentary fundamentals bootcamp (can be skipped by passing a short test)
50+
Hours
Projects: Executive Diploma in ML & AI
Learn by doing projects across domains
Work on solving real world data challenges from top brands
30+
Projects to choose from
Projects & case studies with the Executive Diploma in ML & AI
Capstone: Executive Diploma in ML & AI
Choose Your Capstone Project
1
Bring Your Employer's Business Problem
Go back and impress your boss and colleagues with the ML & AI solutions you come up with.
2
Bring a Future Employer's Business Problem
3
Choose a Problem From Your Domain

Executive Diploma in AI and ML: Faculty
Who will you learn from?
Certification: Executive Diploma in AI & ML
Earn valuable credentials and recognition
National and International Accreditation
WES recognised, equivalent to 1-year Executive Diploma in Machine Learning and Artificial Intelligence
Prestigious Credentials
NAAC A+ accreditation (2021), NIRF rank 74 (2024), Curriculum equivalent to NSQF level 8
Lifetime Alumni Status
Join an alumni network of over 10,000 professionals, with many in key technical leadership roles

Earn secondary specialization
π Professional pack for dual specialisations
In just 3 more months you can earn an additional specialisation across both Data Science & Machine learning
IIIT Bangalore
The birth of IIIT-B coincided with the IT revolution in India - it has since produced alumni who have gone on to lead in top companies or start their own successful ventures. It is graded A+ by the National Assessment and Accreditation Council (NAAC), ranked among the top 100 institutes in NIRF, and consistently ranked among the top 10 Indian Technical Universities (Private) by India Today.

Experience: Executive Diploma in ML & AI
We will be there right through your learning journey
Why should you choose IIITB?
Alumni Success: Executive Diploma in ML & AI
Different Journeys, Limitless Futures
Find upGrad alumni profiles and know more about their career path, specialisation and more!
Executive Diploma in ML & AI VS Other Courses
Why is our program the best in the market?
Breadth and Depth of Curriculum
Focused Bootcamp for Beginners
Gen AI infusion
Specialisations
Projects
Capstone Projects
Alumni Network and Legacy
Hands-On Learning
Faculty and Mentorship
Why Executive Diploma in Machine Learning and AI from IIIT-B?
Alumni Reviews: Executive Diploma in ML & AI
What Our Learners Have To Say
4.5
7812 Ratings
π Professional Pack:Why stop at 1 Specialisation?
Popular specialisation combos
π Professional pack for dual specialisations
Executive Diploma in AI and ML Course Fees
Invest In Your Success
Inclusions
Executive Diploma in AI and ML Program Eligibility
How To Apply
The Executive Diploma in Machine Learning and Artificial Intelligence admissions process is easy and can be done entirely online.
Eligibility
Bachelors or Master’s Degree or its equivalent in any discipline with minimum 50% aggregate mark or equivalent CGPA.
Why choose online learning for AI and Machine Learning Certification?
FAQs: Executive Diploma in ML & AI
1. Q. Is a career in AI and ML a good choice?
Absolutely! AI and ML are revolutionizing industries worldwide, making careers in these fields highly rewarding and impactful. Professionals work with cutting-edge technologies and global brands, driving innovation in predictive analytics, autonomous systems, and generative AI.
2. Q. What is the average salary for professionals in AI and ML?
- Average Machine Learning Engineer Salary in India: INR 10L/year
- Entry-Level: INR 4-10/year
- Early Career: INR 5-11/year
- Mid-Career: INR 8-18/year
- Experienced: INR 15-21/year
Source: Glassdoor
3. Q. How long does it take to complete the program?
The Executive Diploma in Machine Learning and AI from IIIT Bangalore typically takes 12 months. It balances theoretical knowledge with hands-on experience, ideal for working professionals seeking to upskill quickly.
4. Q. What are the key specializations in the program?
- MLOps: Focuses on designing and automating machine learning pipelines for scalability and efficiency. Learn tools like MLflow and Airflow for workflow management, model deployment, and continuous integration.
- Generative AI: Covers advanced AI concepts like prompt engineering and developing applications using LLMs, OpenAI APIs, and LangChain.
5. Q. What type of learning experience can I expect?
The program combines recorded concept videos with live interactive lectures from IIIT Bangalore faculty. You’ll engage in:
- Real-world projects
- Peer learning through collaborative exercises.
- Practical problem-solving using tools like TensorFlow, PyTorch, and Scikit-learn.
6. Q. What makes the Executive Diploma in Machine Learning and AI from IIIT Bangalore unique?
- Globally recognized credentials from a top-tier institute.
- Industry-relevant curriculum, including generative AI and MLOps.
- Hands-on projects in healthcare, finance, and more.
7. Q. How long will my Microsoft Copilot license remain active if I enroll in the program?
Microsoft Copilot licenses provided with this program will remain active until 31st October 2025, after which access will automatically expire.
8. Q. How difficult is the Executive Diploma in Machine Learning and AI?
The program is designed for learners from diverse backgrounds. While it requires foundational knowledge in mathematics and programming, it offers beginner-friendly modules and mentorship to help even non-technical learners succeed.
9. Q. Can an average student excel in AI and ML?
Yes! With determination and an analytical mindset, anyone can succeed. Preparatory modules, including Python boot camps and data analysis basics, ensure that learners from non-technical or non-engineering backgrounds can thrive.
10. Q. Will the specializations require additional time?
A two-month programming bootcamp is mandatory for beginners. It provides essential foundational skills required for the course.
11. Q. 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, IndusInd Bank, Kotak Mahindra Bank, RBL Bank, Standard Chartered, Axis Bank, Yes Bank and State Bank of India)
12. Q. Can I Pay Using Multiple Credit Cards?
Multiple cards can be used to complete the payments using the Part payment option. Make sure to inform the learner that the minimum transaction is INR 50,000 to opt for 0% CC EMI, e.g., the amount to be paid is 1,50,000.
I can pay using 2 Credit cards. Yes, Example:
- HDFC Card – Part payment – INR 1,00,000
- ICICI Card – Part payment – INR 50,000
13. Q. How do I get selected for the Program?
Fill out the application with basic details. Post reviewing, you’ll receive an Offer Letter from Upgrad.
14. Q. What is the refund policy for the Executive Diploma in Machine Learning and AI - IIIT B program?
You may request a refund at any time before the Cohort Commencement Date by visiting www.upgrad.com and submitting your refund form through the “My Application” section under your profile. A processing fee of ₹10,000 will be charged. Please note that once the program commences, no refund request will be considered, and any amount paid by the student will not be refunded. For detailed terms and conditions regarding the Program and the refund policy, please refer to your Program Offer letter before enrolling.
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Disclaimer
The above statistics depend on various factors and individual results may vary. Past performance is no guarantee of future results.
The student assumes full responsibility for all expenses associated with visas, travel, & related costs. upGrad does not .









