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India's Top Machine Learning Program

Executive Diploma in Machine Learning and AI from IIITB

    Enroll into India's pioneering Online Machine Learning Program; learn from the latest 2025 curriculum.

    Join an alumni network of ML Experts at Amazon, HSBC, ICICI, Kotak, Microsoft, Jio Digital, Lenskart, Swiggy, and more.

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Join 10k+ alumni

4.5/5 (7812 ratings)

Secure your spot now!

Key Features: Executive Diploma in Machine Learning & AI

Custom-made for every domain

Slide 1 of 1

Personalised learning paths

30+ projects across domains

Capstone Project of your choice

A standout ML Engineer's portfolio

Personalised Career Support

Certification & AI Immersion by Microsoft

Overview of Executive Diploma in Machine Learning & AI

The Executive Diploma in Machine Learning & AI by IIIT Bangalore is a comprehensive 11-month, industry-aligned program meticulously designed to equip professionals with the most advanced AI and machine learning skills. Upon successful completion, you earn the prestigious credential of an IIIT Bangalore alumnus, an esteemed recognition that significantly elevates your professional profile and opens doors to strategic career opportunities.

  1. Comprehensive Curriculum with Hands-on Learning

This Executive Diploma in AI and Machine Learning encompasses both foundational principles and cutting-edge concepts such as:

  • Natural Language Processing (NLP)
  • Neural Networks and Deep Learning

With an emphasis on applied learning, the program ensures you acquire the practical skills necessary to solve complex, real-world challenges and deepen your expertise in AI and ML technologies.

  1. Designed for Working Professionals

Tailored to fit the demanding schedules of working professionals, this flexible online program allows you to balance career and learning seamlessly. Expert mentorship and industry-led insights ensure you stay abreast of evolving trends without compromising your professional commitments.

  1. Earn a Recognized Credential

On completing the program, you will be awarded an Executive Diploma from IIIT Bangalore, a credential highly regarded across industries that enhances your credibility in today’s competitive job market.

  1. Proven Career Impact With Average Salary Hike

Learners of this Executive Diploma in Artificial Intelligence and Machine Learning have reported an average increase in salary, underscoring the high demand for the AI and ML skills developed through this program.

  1. Future Outlook – Access to Top Recruiters

Graduates from this Executive Diploma in Machine Learning and AI enjoy access to leading recruiters across sectors. Our alumni network includes professionals employed at:

  • Amazon
  • Microsoft
  • Myntra
  • American Express
  • Tech Mahindra
  • Accenture

This AI ML Diploma Program goes beyond theoretical knowledge, positioning you for success with industry-relevant skills, valuable connections, and a competitive edge in the AI and ML field.

Specializations: Executive Diploma in ML & AI

Choose from two specialization tracks, based on your background or career goals

For Those Focused on AI Deployment & Operations

    Future-ready curriculum: Real-time ML pipelines, multi-cloud (AWS, GCP, Azure), CI/CD, Kafka, PySpark, LLMOps with Chroma & Milvus.

    Upgraded tools: Kubernetes, FastAPI, MLflow, SageMaker.

    Industry projects: 12+ hands-on projects across 6+ domains.

For Those Looking to Build with Generative AI

    Future-ready curriculum: Advanced ML/DL, GenAI, New-age LLMs, Multimodal Model Architectures, Agentic Systems.

    Upgraded tools: Gemini, Deepseek, Claude, CreAI, Ollama, LangGraph, Imagen, Autogen.

    Industry projects: 12+ projects in 5+ domains

Executive Diploma in Machine Learning and AI - 2 Specializations

Customize your learning journey with the Executive Diploma in AI and ML from IIIT Bangalore by selecting one of two in-demand specializations. Whether your goal is to excel in MLOps or lead in Generative AI, this Executive Diploma in Machine Learning and AI equips you with the skills to thrive in top AI roles.

Specialization Tracks in the Executive Diploma AI ML Program

1. MLOps – Automate and Scale AI Pipelines

This specialization within the Executive Diploma Programme in Machine Learning & AI is ideal for professionals looking to build, manage, and scale AI workflows.

Key Highlights:

  • Gain hands-on expertise in MLflow, Airflow, and CI/CD for AI
  • Learn to deploy, monitor, and manage ML models in production
  • Prepare for roles such as MLOps Engineer, AI Infrastructure Specialist, or ML Engineer

Recommended for learners seeking an Executive Diploma in AI and Machine Learning focused on operational excellence.

2. Generative AI – Build Intelligent AI-Driven Applications

Dive into the future of AI with a specialization that focuses on LLMs and Generative AI tools. This track in the AI ML Diploma Program includes:

Key Highlights:

  • Training in prompt engineering, LangChain, LlamaIndex, and various LLM APIs
  • Develop scalable GenAI applications for content, chatbots, and intelligent search
  • Ideal for roles such as Generative AI Engineer, LLM Developer, or AI Product Innovator

A strategic choice for professionals exploring Executive Diploma courses in AI and ML with a focus on emerging technologies.

Projects & case studies with the Executive Diploma in ML & AI

The Executive Diploma in Machine Learning and AI is built around applied learning. You’ll work on 80+ real-world case studies and 12+ capstone projects, all curated to simulate industry challenges. This hands-on approach ensures that your Executive Diploma AI ML journey is both practical and career-relevant.

Here’s a glimpse of the kind of projects you'll work on in this ED in ML and AI:

  • GenAI & LLM Projects
    • Customer Sentiment Analysis: Use GenAI to analyze Amazon and ChatGPT reviews to identify patterns and drive product improvement.
    • RAG Applications: Build Retrieval-Augmented Generation systems to convert long documents—like municipal transcripts or legal archives—into structured, actionable intelligence.
  • Predictive Modeling & Analytics
    • Energy & Logistics Forecasting: Apply linear regression to predict household energy usage or optimize delivery times for logistics firms.
    • NYC Taxi & Beer Data Analysis: Perform exploratory analysis to enhance fleet efficiency or streamline brewery operations.
  • SQL & Business Intelligence
    • Spotify & Insurance Analytics: Use advanced SQL to uncover insights from streaming and insurance datasets.
    • Snapdeal App Review Analysis: Translate app feedback into business requirements for product improvement.
  • Big Data & Real-Time Systems
    • Customer Engagement with PySpark: Analyze Mercari listings or user behavior at scale using distributed computing tools.
    • Real-Time Dashboards: Create real-time analytics pipelines for e-commerce or patient health monitoring using Kafka and AWS Kinesis.
  • Deep Learning Applications
    • Stock Price Prediction: Forecast market trends for companies like Microsoft and Amazon using RNNs.
      e-commerce
    • Climate Trend Analysis: Predict weather parameters in Morocco using historical sensor data and deep learning models.

These industry-relevant projects make the Executive Diploma in AI and ML Online more than just a credential—they transform it into proof of your ability to solve real business problems using AI.

Executive Diploma in AI and ML: Faculty

Who will you learn from?

4

Instructors

6

Industry Experts

Slide 1 of 4
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Chandrashekar Ramanathan

Dean - Academics

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With a Ph.D. from MSU and 25+ years of Data & Software Engineering experience, Prof. C.R. is ranked amongst the top data academicians in India.

LinkedIn ProfileLinkedin
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Dr. Debabrata Das

Director of IIITB

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With over 210 peer-reviewed papers and 7 patents, Dr. Das has multiple global and Indian IEEE awards, and was its India Chair in 2023 and 2024.

IIITB Profile
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Prof. G. Srinivasaraghavan

Professor

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With a Ph.D. from IIT Kanpur and 30+ years of experience in microelectronics and VLSI design, Prof. G. Srinivasaraghavan has led cutting-edge innovation across academia and industry.

LinkedIn ProfileLinkedin
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Prof. Tricha Anjali

Ex-Associate Dean

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With a Ph.D. from Georgia Tech and an Integrated M.Tech from IIT Bombay, Prof. Tricha Anjali brings 13+ years of global experience in data analytics and tech implementation across industries.

LinkedIn ProfileLinkedin
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Abhishek Vijayvargia

Senior Data Scientist

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Having worked with Microsoft as a Senior Data Scientist, he is an alumnus of IIT Kharagpur with 10+ years of experience in a Data Science domain

LinkedIn ProfileLinkedin
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S. Anand

LLM Psychologist

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An alumnus of IIT Madras, IIM Bangalore and LBS London, Anand is among the top 10 data scientists in India with 20 years of experience.

LinkedIn ProfileLinkedin
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Manish Shukla

Head of Generative AI

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Leading cutting-edge GenAI platform development at NatWest Group. Expertise in OpenAI products and MLOps for optimisation of operational efficiency and seamless project delivery with high user satisfaction.

LinkedIn ProfileLinkedin
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Deependra Singh

VP & Head of Data Science

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Over 15 years of experience in leading analytics practices, data science, deep learning, and AI product development. Successfully led teams at Junglee Games, American Express Digital Business, and National Insurance Company, pioneering key projects like the analytics engine for the GOI PMJAY policy. Respected speaker at top educational institutes like IMT Hyderabad, BIT Mesra, and NMIMS.

LinkedIn ProfileLinkedin
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Sajan Kedia

Ex- Data Science Lead

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An IIT BHU graduate with deep expertise in Data Science, Big Data, Spark, Machine Learning, and Natural Learning Processing.

LinkedIn ProfileLinkedin
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Mirza Rahim Baig

Lead Analyst

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He is a veteran professional with 10+ years of experience in applications of data science, machine learning in e-commerce and healthcare.

LinkedIn ProfileLinkedin

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

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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

Slide 1 of 2
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π Professional Pack

Executive Diploma in Machine Learning & Artificial Intelligence

01

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Microsoft Certificate

Earn a Professional Certificate in “Generative AI Professional Programme” from Microsoft

02

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.

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play

AI Immersion at Microsoft, Go beyond Theory

In this exclusive, hands-on immersion led by Microsoft experts, you’ll master advanced AI-powered collaboration & automation tools, build muscle memory with real-world Microsoft applications, gain insider strategies directly from the creators of the technology.

video thumbnail image
play

Experience: Executive Diploma in ML & AI

We will be there right through your learning journey

Hands-on learning

    Videos from top faculty and world-class industry experts

    Built-in practice and coding console

    Industry-oriented projects for real DS & ML exposure

    Live interventions from faculty and industry experts

    Real time doubt clearing sessions

Support Services

    Telegram channel for learner communication

    Query assistance when you’re stuck anywhere

    Learning experience and completion support

    Discussion forum to resolve doubts and learn from peers

Career & Placement Support

    1-1 Career Coaching

    Career preparation modules

    AI-powered Profile builder

    High-impact networking events

    Just-in-time mock interviews

    Post-program career support

Networking & Peer Learning

    Online discussion forum to get doubts clarified

    Network and collaborate with 12,000+ alumni

Why should you choose IIITB?

Choose IIIT Bangalore for its globally recognized faculty, cutting-edge AI & ML research, and a strong legacy of producing industry-ready professionals.

1. Premier Institute with a Strong Legacy:

  • Established in 1998, IIITB is a top-tier institution known for its interdisciplinary approach, blending technology with social sciences.
  • Supported by the Government of Karnataka and industry leaders, the institute fosters academic and industrial collaborations.
  • Its merit-based selection process ensures that only the brightest minds join its programs, making it a preferred choice for professionals pursuing an Executive Diploma in AI and Machine Learning.

2. Global Alumni Network:

  • IIITB has produced over 3,500 graduates, many of whom hold leadership roles in top IT firms globally.
  • This extensive alumni network provides mentorship and collaboration opportunities, giving students of the Executive Diploma in AI and Machine Learning a competitive edge. Graduates of IIITB’s AI ED courses are well-prepared for industry challenges, thanks to the institute’s strong industry ties.

3. Focus on AI and ML Research:

  • Recognized for its excellence in Artificial Intelligence and Machine Learning, IIITB has a dedicated research ecosystem that drives innovation in these fields.
  • Its expert faculty and advanced infrastructure create an ideal environment for students enrolled in its AI and ML certification programs.
  • Those pursuing an Executive Diploma in AI and ML at IIITB benefit from hands-on learning and cutting-edge research opportunities.

4. Ranked Among India’s Best:

  • IIITB is ranked 74th in the NIRF Engineering category (2024), solidifying its position as one of India’s top institutes.
  • This ranking reflects its commitment to academic excellence and high-quality research.
  • For those considering IIIT courses in AI and ML, IIITB stands out as a premium destination for advanced learning.

If you're looking to advance your career with a globally recognized executive diploma in AI and Machine Learning, IIITB offers the expertise, industry connections, and research-driven curriculum to help you succeed.

Why Executive Diploma in Machine Learning and AI from IIIT-B?

The Executive Diploma in Machine Learning and AI offered by the International Institute of Information Technology, Bangalore (IIITB) is meticulously crafted to address the dynamic and evolving needs of today’s industry.

This program delivers a hands-on, industry-aligned curriculum, making it an ideal choice for professionals seeking to advance their careers through an Executive Diploma in ML and AI.

Cutting-Edge Curriculum:

The Executive Diploma in Machine Learning & AI at IIITB delivers the latest advancements in AI and ML, blending deep theoretical knowledge with practical expertise. This program emphasizes real-world applications through AI and ML certification projects, preparing you for high-growth roles in the industry.

Learn from distinguished IIITB faculty, including Dr. Debabrata Das (Director), Chandrashekhar Ramanathan (Dean of Academics), and Prof. Tricha Anjali (Ex-Associate Dean), who bring unparalleled academic rigor and industry insights. This makes IIIT Bangalore a top choice for professionals exploring AI PG courses or IIIT courses in advanced technology.

Practical Learning Approach

  • 80+ Real-World Case Studies: Tackle AI and ML challenges across diverse industries to sharpen your problem-solving skills.
  • 12+ Capstone Projects: Build a compelling portfolio with hands-on projects that showcase your AI and ML expertise.
  • Golden Learning Ratio: Experience the perfect balance of mathematics, technical skills, and business strategy.
  • Complimentary Waivable Prerequisite Course: A two-month bootcamp prepares beginners with essential programming foundations, ensuring success in the Executive Diploma in AI and ML.

For professionals seeking a program in AI and ML that combines academic excellence, industry relevance, and immersive learning, IIIT Bangalore’s Executive Diploma is the definitive platform to accelerate your career.

Alumni Reviews: Executive Diploma in ML & AI

What Our Learners Have To Say

4.5

7812 Ratings

Slide 1 of 9

Thanks upGrad for providing a comprehensive path for learning

I’m happy to share that I’m starting a new position as a Machine Learning Engineer at Adeptmind after finishing my PG Program in Artificial Intelligence and Machine Learning. It was a long and fulfilling experience with a steep learning curve. This PG Diploma in Machine Learning and Artificial Intelligence kept challenging me, while my colleagues always motivated me to keep going. I am glad I finished all ML & AI PG courses in the program. Shoutout to upGrad instructors, Mr Rohit Sinha, Mr Connor, Mr Jing He, Mr Yizhe Wen and coordinators Liz & Pranjali for their invaluable direction & support.

LinkedInAug 9, 2023
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Ayush Mandowara

Machine Learning @ Adeptmind

4 Years of Experience

I was on cloud nine when I learned of my promotion!

I'm on top the of world since I received Masters Certification in Machine Learning from Liverpool John Moores University - UK after excelling in this Post Graduate Diploma in AI and ML program. I'm grateful to my friends, teachers like Professor Ahmed, coordinator upGrad mentors Rashmi & Priya and project guide Mr. Bharath Varma for their phenomenal support during my Post Graduation in AI and ML. Their guidance motivated me to complete this Post Graduate Program in AI and Machine Learning successfully.

LinkedInAug 17, 2022
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Yadu Singh

Principal-Data Science & HOP @ U-Next

10 Years of Experience

This would not be an achievement without upGrad and IIIT B.

My sincere gratitude to IIIT-B’s PG Diploma in Machine Learning and AI and upGrad for empowering my career transformation through this amazing PG in Machine Learning course. The curriculum, great faculty support and mentor encouragement have enabled me to secure my first AI & ML job with Ugam Solutions. My learnings from this Post Graduation in AI & ML have provided the ideal launch pad for my career.

LinkedInMar 10, 2021
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Sakshi Maharana

Decision Scientist II @ Mu Sigma Inc.

2 Years of Experience

A course that inspired me and channelised me in the right direction

If you aspire to level up, connect with an empowering mentor who motivates progress. My sincere appreciation to career coach Hemansi for her invaluable support during my Post Graduate Program in AI and Machine Learning journey which channelized my full potential. Out of the many AI PG courses I have seen, this is the best. The meticulous curriculum combined with expert guidance have unlocked new doors for me. I encourage everyone to optimize lifelong learning opportunities by enrolling for Post Graduate Programme in Machine Learning & AI. You can check PG Program in AI and Machine Learning review before enrolling.

LinkedInSep 22, 2022
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Mohit Khanna

R&D Manager (II) – EDA SW Engineering @ Keysight Technologies

21 Years of Experience

upGrad continues to amaze us by helping in a lifelong learning!

Kudos to upGrad for this thoughtful meet of all alumni from PG Diploma in Machine Learning course. This brought us all together in person after 2+ years of virtual interactions. Brainstorming real-world data science challenges with Professor Birender, Ms. Saloni and batchmates - while strengthening bonds - made for an incredibly rewarding day. Thank you upGrad’s PG Program in Artificial Intelligence and Machine Learning for these bonds and knowledge sharing forums with experts.

LinkedInSep 22, 2022
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Darpan Bafana

Senior Software Engineer - AI @ CitiusTech

5 Years of Experience

Big thanks to everyone - I would not be where I am today without you.

Ringing in the new year with new beginnings - I'm delighted to have joined Capgemini as Consultant in Data Science thanks to my post graduate diploma in ai and ml learnings. My PG diploma in AI and ML equipped me with the core skills to excel in this role. I'm thrilled to continue my career growth journey leveraging my program takeaways. Big thanks to my IIIT Bangalore AI ML teachers and colleagues for the support over 2 years to help me land this fabulous job.

LinkedInJan 21, 2022
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Akash T.

Consultant - Data Science @ Capgemini

5 Years of Experience

Thanks upGrad for giving me the platform and opportunity to apply for the job

I am pleased to have joined CitiusTech as Senior Engineer, AI leveraging knowledge gained through my postgraduate program in artificial intelligence and machine learning. Thank you IIIT-B PG Diploma in AI program and the upGrad job assistance for facilitating my placement! From the course content to profile building guidance and cracking interviews - every step has been fulfilling. Shoutout to my career coach Argha Mukherjee for handholding support even post my job search completion. Also, thanks Udit Pathak for being so patient with all my questions. Doing this PG in Artificial Intelligence has launched my career.

LinkedInOct 14, 2021
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Arpan Chattopadhyay

Senior Application Developer @ IBM

6 Years of Experience

My life's first graduation - thanks to upGrad's PG Diploma in AI and ML

My first-ever graduation ceremony occurred virtually this week completing the PG Diploma in Machine Learning from the prestigious IIIT Bangalore. I'm fortunate to have connected online with my professors and batchmates from my PG Diploma in Machine Learning and AI. Meeting my instructor Professor Dinesh and other seniors was a highlight. This best pg program in ai and machine learning made lifelong networking possible despite remote learning. I gained immense theoretical and practical AI & ML expertise to excel in global tech careers.

LinkedInSep 22, 2022
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Sworna Vidhya Mahadevan

Senior Consultant @ Capgemini

10 Years of Experience

I am so excited to apply these techniques and learning in my work.

A huge thanks to upGrad and IIIT-B for making my PG Diploma in Machine Learning and Artificial Intelligence graduation possible. My exceptional instructors, supporting mentors and professors made this journey easy while I learnt invaluable skills in deep learning, NLP, computer vision and more within this PG in artificial intelligence program. The course has really taught skills to grow in the global tech roles.

LinkedInJun 1, 2022
profilePic

Abhijeet Mhatre

Senior Data Scientist @ GE Transportation

6 Years of Experience

π Professional Pack:Why stop at 1 Specialisation?

In just 3 more months become a π-shaped professional.

The technology sector has evolved. Traditional T-shaped single-specialty roles create bottlenecks, slow project velocity, and leave critical knowledge gaps. Today's employers need π-shaped professionals - someone with two deep, complementary specialisations while maintaining broad knowledge across domains, who can own entire project lifecycles.

Aspect

T-Shaped Professional

π-Shaped Professional

Skill Depth

One single area of expertise

Dual in-depth specializations

Strengths

Strong in one vertical; good for focused, specialised roles.

Strong in two verticals; faster execution, reduced friction, fewer knowledge gaps.

Limitations

Slower project velocity due to silos and handoffs

High-intensity, high-compensation roles

Career Relevance

Valuable for roles needing focused expertise

Growing demand in data & AI, where end-to-end ownership and multi-domain expertise are critical

Popular specialisation combos

π Professional pack for dual specialisations

Why Gen AI + MLOps?

    Enables end-to-end ownership of Gen AI models from fine-tuning to deployment, monitoring, and safety. This pairing creates a professional who can not only innovate but also reliably deliver and manage that innovation.

Why Gen AI + Analytics?

    Unlocks AI-driven business insights with a combination of natural language queries, auto-reporting, and data storytelling. This pairing is about creating smarter and more accessible business insights.

Why MLOps + Data Engineering?

    This is the ultimate combination for building robust and scalable AI infrastructure .Enables you to build an automated, end-to-end machine learning factory that is efficient, reliable, and ready for production demands.

Why Gen AI + Data Engineering?

    Let's you combine Gen AI innovation with solid data pipelines scalable AI products. This pairing ensures that innovative GenAI projects are built on a solid foundation, allowing them to be scalable and successful in the long run.

Why choose online learning for AI and Machine Learning Certification?

Balancing work and education can be challenging, but the Executive Diploma in ML & AI at IIITB is designed to make learning easily accessible. This AI course allows working professionals to enhance their expertise in AI and ML from any location, ensuring a seamless and flexible learning experience.

Cost-Effectiveness with Maximum Impact

Pursuing an Executive Diploma in AI and Machine Learning online offers a cost-effective alternative to traditional education, helping students gain valuable AI and ML certification without financial strain.

  • Approximately 60% reduction in costs compared to traditional in-person educational settings.
  • An average savings range from $10,000 to $15,000 per course, allowing for a greater investment in other life necessities.

The elimination of additional expenses associated with commuting and accommodation makes education more accessible to everyone.

Flexibility Tailored for Working Professionals

The Executive Diploma in ML & AI program is structured to accommodate professionals juggling work and education:

  • Students typically commit an average of 8 to 10 hours per week to their studies, allowing for a manageable balance between work, life, and education.
  • Learners benefit from 24/7 access to a wealth of learning materials, enabling them to study at their convenience, regardless of time zones.

Learn from Industry Leaders

The Executive Diploma in ML & AI offers expert-led instruction, ensuring top-tier education:

  • Online courses feature instructors affiliated with prestigious institutions, bringing credibility and expertise to the virtual classroom.
  • Additionally, courses are taught by seasoned industry practitioners from top tech companies, providing insights directly from professionals who are shaping the field.

FAQs: Executive Diploma in ML & AI

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.

  • 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

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.

  • 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.

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.

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.

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.

A two-month programming bootcamp is mandatory for beginners. It provides essential foundational skills required for the course.

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)

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

Fill out the application with basic details. Post reviewing, you’ll receive an Offer Letter from Upgrad.

You may request a refund for the Executive Diploma in Machine Learning and AI - IIIT B at any time before the Cohort Commencement Date by visiting www.upgrad.com and submitting your refund form via the "My Application" section under your profile. A processing fee of Rs. [10,000] will be charged. Please note that once the Executive Diploma in Machine Learning and AI - IIIT B commences, no refund request will be considered, and any amount paid by the student will not be refunded.

Requests for refund must be sent via e-mail in the prescribed Refund Request Form. The refund will be processed within [30] working days of commencement of the program. For detailed terms and conditions regarding the Program and the refund policy, please refer to your Program Offer letter before enrolling.

Disclaimer

  1. The above statistics depend on various factors and individual results may vary. Past performance is no guarantee of future results.

  2. The student assumes full responsibility for all expenses associated with visas, travel, & related costs. upGrad does not .

Need to know more?

Get all the details you need about the Executive Diploma in Machine Learning & AI, whenever you want them.

Learning Path: Executive Diploma in Machine Learning & AI

Go from AI novice to ML pro in 6 steps

01

2 Weeks of Fundamentals Training

Learn the fundamentals of Data Science, AI, and Machine Learning.

02

Skill Test: Math, Python, SQL

Score 40% and skip to Step 4: the 12-month Executive Diploma. Else move to Step 3.

03

3-Month Complimentary Bootcamp

Get trained in the basics of math and programming needed in Data, AI, and ML.

04

12-Month Executive Diploma

Graduate with your hard earned Executive Diploma in Machine Learning and AI.

05

Career Support Phase

Train for interviews, make a stellar CV, and build your personal brand.

06

Your Dream Career

Start working as a ML Engineer and reclaim your career.

Curriculum: Executive Diploma in Machine Learning & AI

Experience an all-new 2025 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)

Explore data patterns and use statistical methods to visualise, interpret, and extract actionable insights that help drive better decision-making.

Topics covered

Data Analysis with Python

Exploratory Data Analysis

Inferential Statistics and Hypothesis Testing

Skills acquired

Python

NumPy

Pandas

Scipy

Matplotlib

Seaborn

Bokeh

Tableau

Power BI

Cloud Computing & Big Data

Course 3

5 weeks

4.5 (2780 ratings)

Move your data processes to the cloud and analyse big data at scale using industry-relevant tools and cloud computing platforms.

Topics covered

Cloud Computing with AWS / GCP / Microsoft Azure

Big Data Analysis with PySpark

Skills acquired

AWS

GCP

Microsoft Azure

PySpark

EMR

EC2

FastAPI

Docker

Kubernetes

Databricks

Foundations of ML

Course 4

5 weeks

4.5 (2780 ratings)

Understand how mathematics powers machine learning, and implement classification, regression, and clustering models to predict metrics and discover insights.

Topics covered

Machine Learning Paradigms

Linear and Logistic Regression

K Nearest Neighbors

Regularisation and Hyperparameter Tuning

Decision Trees and Ensembles

Clustering Models

Skills acquired

Python

StatsModels

Sklearn

Deep Learning & NLP

Course 5

5 weeks

4.5 (2780 ratings)

Advance your ML skills by working with deep neural networks and applying machine learning and deep learning techniques in natural language processing.

Topics covered

Deep Learning Fundamentals

Convolutional and Recurrent Neural Networks

Lexical / Syntactic / Semantic Processing

Skills acquired

Python

TensorFlow

Keras

PyTorch

NLTK

Gensim

Spacy

MLOps

Specialization

6

16 weeks

Specialize as a machine learning engineer by mastering advanced ML and deep learning technologies, deploying large models at scale to transform business operations permanently.

Topics covered

Support Vector Machines

Naive Bayes

Feature Engineering and Model Selection

Dimensionality Reduction

Time Series Analysis

Association Rule Mining

Recommendation Systems

Explainable AI

Advanced CNN Architectures

LSTMs and GRUs

Transfer Learning Techniques

Encoder-Decoder Architectures and Seq2Seq

Machine Translation

Attention Mechanisms and Transformers

Fundamentals of Generative AI and Prompt Engineering

Computer Vision

Variational Autoencoders

Generative Adversarial Networks

Data and Model Security Principles

End-to-End Data Pipelining Fundamentals

Pipeline Automation with AWS Lambda

GCP Functions and Azure Automation

Data Monitoring with Amazon CloudWatch

Google Cloud Monitoring and Azure Monitor

Feature Stores and Vector Databases

Real-Time Processing with Flink and Kafka

Real-Time Analytics with Spark Streaming

Real-Time Analytics with Amazon Kinesis

Google Cloud Pub/Sub and DataFlow

Azure Stream Analytics and Event Hubs

Multicloud and Hybrid Cloud Operating Principles

Scala

Data Build Tool (DBT)

Azure Data Factory

Model Pipelining Principles

Scheduling and Triggers

Parallel Model Training and Real-Time Model Serving

Data Versioning and Model Versioning

Model Monitoring and System Design

Skills acquired

Python

Statsmodels

Sklearn

Eli5

Featuretools

Mlxtend

FB Prophet

Tableau

Excel

Power BI

GenAI

Specialization

7

16 weeks

Become an AI specialist by mastering ML principles and in-demand generative AI tools and technologies.

Topics covered

Support Vector Machines

Naive Bayes

Feature Engineering and Model Selection

Dimensionality Reduction

Time Series Analysis

Association Rule Mining

Recommendation Systems

Explainable AI

Advanced CNN Architectures

LSTMs and GRUs

Transfer Learning Techniques

Encoder-Decoder Architectures and Seq2Seq

Machine Translation

Attention Mechanisms and Transformers

Fundamentals of Generative AI and Prompt Engineering

Computer Vision

Variational Autoencoders

Generative Adversarial Networks

Data and Model Security Principles

Advanced Prompt Engineering and GenAI System Design

Prompting Multimodal Models

LLM Frameworks such as LangChain and LLaMa Index

LLM Evaluation Methods

Data Security and Governance

AI Ethics

Information Retrieval Principles

Embeddings and Vector Databases

Retrieval-Augmented Generation (RAG) and RAG Architectures

Agentic Systems and Multi-Agent Systems

Advanced Multimodal GenAI Models

LLM Deployment

Advanced Computer Vision and 3D Vision

GenAI Optimisations

AI Ethics

Building an LLM from End-to-End

Skills acquired

AWS

GCP

Microsoft Azure

Hadoop

Hadoop MapReduce

HBase

Hive

Sqoop

Flume

Amazon Aurora

Master 80+ Essential Industry Tools

Python

Python

Pandas

Pandas

Sklearn

Sklearn

Statsmodels

Statsmodels

MySQL

MySQL

AWS

AWS

GCP

GCP

 Azure

Azure

PySpark

PySpark

PyTorch

PyTorch

Keras

Keras

OpenAI

OpenAI

GPT

GPT

LlamaIndex

LlamaIndex

Claude

Claude

CrewAI

CrewAI

LangGraph

LangGraph

Autogen

Autogen

Power BI

Power BI

Tableau

Tableau

 MongoDB

MongoDB

 Docker

Docker

Kubernetes

Kubernetes

Streamlit

Streamlit

Airflow

Airflow

MLFlow

MLFlow

Kafka

Kafka

Executive Diploma in AI and ML

Programming Fundamentals

Build strong essentials with our complimentary fundamentals bootcamp (can be skipped by passing a short test)

Basics of Probability

Conditional Probability

Descriptive Statistics

Functions

Vector Algebra

Derivatives

Integrals

Data Types

Syntax

Conditionals

Loops

Functions

Lists

Sets

Tuples

Dictionaries

Introduction to MySQL

Basic SQL Querying

50+

Hours

Slide 1 of 2

Basic Maths for DS & ML

4 Weeks

Course 1

Sets

Combinatorics

View More

Basic Programming

8 weeks

Course 2

Coding Environments

Variables

View More

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

Slide 1 of 8

Analyse Amazon customer reviews to identify prevalent sentiments and themes to improve product offerings and enhance customer satisfaction or ChatGPT customer feedback to derive actionable insights for business improvement

OpenAI APIs

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Advanced Gen AI for Analytics

Analyse Amazon customer reviews to identify prevalent sentiments and themes to improve product offerings and enhance customer satisfaction or ChatGPT … Know More

Skills learned

Advanced Prompt Engineering

OpenAI APIs

OpenAI APIs

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GenAI System Design

ChatGPT customer feedback to derive actionable insights for business improvement.  

Skills learned

Advanced Prompt Engineering

OpenAI APIs

Data Visualisation

Data Cleaning

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Exploratory Data Analysis

Analyse NYC taxi operations for efficient taxi positioning or US beer production data for better brewery operation management 

Skills learned

Data Processing

Data Visualisation

Data Cleaning

Predict household energy consumption using appliance energy readings data to increase power consumption efficiency or parcel delivery time for Porter using historical delivery data for better planning and management

Sklearn

Statsmodels

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Linear Regression

Predict household energy consumption using appliance energy readings data to increase power consumption efficiency or parcel delivery time for Porter … Know More

Skills learned

Linear Regression

Sklearn

Statsmodels

Develop an RAG system to transform Long Beach County Municipal meetings transcripts into actionable insights for better organisational communication and decision making or historical legal documentations to optimise legal workflows.

Vector DB

Embeddings

OpenAI APIs

image

RAG System Development

Develop an RAG system to transform Long Beach County Municipal meetings transcripts into actionable insights for better organisational communication a… Know More

Skills learned

RAG

Vector DB

Embeddings

OpenAI APIs

image

Querying with SQL

Analyse Spotify music data for targeted recommendations or NDAP insurance data for risk assessment 

Skills learned

Advanced SQL

Requirement Gathering

Problem Solving

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Essentials of Business Analytics

Analyse Snapdeal app feedback data to create a business requirement document for improving app functionality 

Skills learned

Business Consulting

Requirement Gathering

Problem Solving

Distributed Computing

Big Data Analysis

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Big Data Analysis

Analyse Mercari products data for better targeted recommendations or customer interaction data to enhance customer engagement 

Skills learned

PySpark

Distributed Computing

Big Data Analysis

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What Will You Build?

See the practical work that has helped our learners land roles at top companies

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

Show it off with your ML and AI solutions when you interview with your dream companies.

3

Choose a Problem From Your Domain

Pick 1 from over 12 domains and solve for classic and constant industry challenges using Machine Learning and AI.

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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!

Slide 1 of 4
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Kishan

5 Years of Experience

Before upGrad

Deputy Manager

image

After upGrad

Lead Engineer

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Monica Raj

4 Years of Experience

Before upGrad

Senior Systems Associate at Infosys

image

After upGrad

System Engineer at TCS

image
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Nikhil Birajdar

6 Years of Experience

Before upGrad

Associate Data Scientist

image

After upGrad

Data Scientist

image
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Saudip Sen

12 Years of Experience

Before upGrad

Consultant at TCS

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After upGrad

Solution Architect AI at TCS

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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

upGrad

All core ML & AI: NN, NLP, CV, MLOps, DL

3-month math and coding bootcamp for beginners

GenAI concepts including DL for GenAI and practical applications

Tracks in MLOps and GenAI with real-world relevance

Two industry-ready paths with complete project coverage

Learner-led capstones with cutting-edge problem statements

India’s largest AI/ML program with 10K+ learners & global alumni

60+ case studies, 25+ projects, 12+ real-world capstones

Learn from IIIT-B faculty

Other Courses

Only basics or niche topics, missing advanced ML & GenAI

No structured beginner support

GenAI only lightly touched, lacking real-world focus

Limited tracks; lacks depth in MLOps and advanced AI

Few project options; limited exposure to real-world challenges

Limited and fixed project options

Smaller, platform-specific community

Mostly pre-built datasets, limited real-world work

Platform tutors, minimal academic involvement

Executive Diploma in AI and ML Course Fees

Invest In Your Success

12 Months
Starting at
INR 8,125/month
Totally INR 3,40,000*Incl. Taxes

Inclusions

Pay INR 15,000 and block your seat Now!
View Plans
fee image
12 Months
Starting at
INR 13,542/month
Totally INR 3,90,000*Incl. Taxes

Inclusions

Pay INR 15,000 and block your seat Now!
View Plans
fee image

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. 

Slide 1 of 3
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Complete Application

Fill out an application giving your basic profile details.

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Offer Letter & Reserve Seat

Receive an offer letter and pay INR 15,000 to reserve a seat.

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Payment

The remaining balance is to be closed within 7 days or the batch start date, whichever is sooner.

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Refer and Earn Rewards
Refer a friend to earn cashback / vouchers up to INR 80,000. Your friend also gets an instant scholarship/ free course!
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