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Post Graduate Programme in Machine Learning & AI (Executive) - IIITB

Transform Your Career with Machine Learning & AI

Explore India's best selling programme with a 4.5 star learner’s rating.

Learn in-demand skills like Deep Learning, Generative AI, NLP etc.

Master 20+ programming and Gen AI tools while also working on 15+ industry projects.

Talk to our Learning Consultants

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Introduction to PGP in ML & AI from IIIT Bangalore

Course Snapshot

600+

Hours of Learning

15+

Industry Projects

1

Free Deferral

20+ Programming and Gen AI tools

Up to date modules integrated with Generative AI

Live sessions to cover ChatGPT, Dall-E, Whisper, Pinecone

6 Practical Hands-on Capstone Projects

60+ Case Studies & 15+ Industry Projects

1:1 Career Mentorship and High Performance Coaching

Hassle-free, No Cost EMI Options Available

Launch and deploy Generative AI apps

IIIT Bangalore campus is approved by AICTE and recognized by the UGC & Program is a WES recognized

NAAC A+ Accreditation (2021) & NIRF rank 74 (2023)

Curriculum equivalent to NSQF level 8

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PG In ML And AI Career Outcomes

What our learners have achieved?

A quick summary of the placement support received by this program's alumni

52%
Avg. Salary Hike
300+
Hiring Partners
5/6
Learners saw positive career growth
2.5k+
Successful transitions

Top Recruiters

Accenture
Microsoft
Flipkart
Amazon
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Instructors Of PG In AI & ML

Whom will you learn from?

4

Instructors

6

Industry Experts

PG Programme in ML & AI (Executive) Certification

Earn valuable credentials

Get WES recognised PG certificate from IIIT Bangalore AI ML program, equivalent to 1-year PG Diploma in Machine Learning and Artificial Intelligence

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PG Programme in ML and AI (Executive)

Leverage your Executive PG Programme certification and unlock a pathway to a Master’s Degree from LJMU, UK.

PG Programme in ML & AI (Executive) Curriculum

Learn with a
World-Class Curriculum

Duration

7 Weeks

Stats and EDA:

A course focused on the application of statistics, data visualization, and SQL for effective data analysis and pattern recognition

Topics Covered:

  • Data Viz. using Python/Intro to Git & Github [Optional]/Welcome
  • EDA
  • Basic SQL
  • Advanced SQL
  • Lending club case study
  • Inferential Stats
  • Hypothesis Testing

Tools and Technologies You'll Master

Python
Python
Excel
Excel
Pandas
Pandas
Numpy
Numpy

Duration

7 Weeks

Machine Learning I:

An introductory course to Machine Learning, covering foundational concepts and techniques.

Topics Covered:

  • Linear Regression Module
  • Linear Regression Module
  • Linear Regression Assignment:Bike sharing company(demand regression)
  • Logistic Regression
  • Naive Bayes + SVM {optional}
  • Model Selection

Tools and Technologies You'll Master

Python
Python
Excel
Excel
Pandas
Pandas
Numpy
Numpy

Duration

8 Weeks

Machine Learning II:

An advanced course in Machine Learning, delving into complex techniques for data analysis and prediction..

Topics Covered:

  • Advanced Regression
  • Tree Models
  • Random Forests + Practical Considerations
  • Boosting
  • Unsupervised Clustering
  • PCA
  • Telecom Churn Case Study

Tools and Technologies You'll Master

Python
Python
Excel
Excel
Pandas
Pandas
Numpy
Numpy

Duration

8 Weeks

Deep Learning:

A detailed exploration of Deep Learning, introducing the principles of Neural Networks and their applications.

Topics Covered:

  • Introduction to Neural Networks - Part 1
  • Introduction to Neural Networks - Part 2
  • Convolutional Neural Networks
  • Assignment: Convolutional Neural Networks
  • Recurrent Neural Networks
  • Gesture Recognition - Project

Tools and Technologies You'll Master

Python
Python
Excel
Excel
Pandas
Pandas
Numpy
Numpy

Duration

7 Weeks

Natural Language Processing:

A specialized course in Natural Language Processing, exploring how machines can understand and interpret human language

Topics Covered:

  • NLP - Lexical Processing
  • NLP - Syntactic Processing
  • NLP Assignment - Syntactic Processing
  • NLP - Semantic Processing
  • NLP - Semantic Processing
  • Ticket classification Project

Tools and Technologies You'll Master

Python
Python
Excel
Excel
Pandas
Pandas
Numpy
Numpy

Duration

17 Weeks

MLOps Elective:

The course covers the basics of MLOps, various pre-requisites such as clean code principles, best Python practices etc. and the principles of MLOps in MLflow - a popular MLOps platform. Further, ML:OPs is covered in the context of computer vision and NLP domains with use-cases and examples

Topics Covered:

  • Pre-Requisite Module
  • Introduction to MLops
  • Designing Machine Learning Systems
  • Experimenting with Data and Model using MLflow
  • Automating and Orchestrating piepelines with Airflow
  • Building continuous learning infrastructure
  • MLOps Project
  • Advanced NLP- Introduction to Attention Mechanism
  • Advanced NLP- Introduction to Transformers
  • Advanced CV- Object Detection & Semantic Segmentation
  • MLOps + Deployment: DL (Theory)
  • MLOps + Deployment: DL (Case Study)

Tools and Technologies You'll Master

Python
Python
Excel
Excel
Pandas
Pandas
Numpy
Numpy

Duration

17 Weeks

Generative AI Elective:

The course provides an overview of generative ai concepts starting with an introduction to transformer architecture and applications in Machine Translation area. The course also teaches concepts on system design using LLMs such as OpenAI APIs and creating LLM-based applications such as ShopAssist AI, a product recommendation system, HelpMate AI, a RAG application, LLM frameworks such as LangChain, LlamaIndex etc., and general techniques on building scalable GenAI applications deployed on cloud instances.

Topics Covered:

  • Working with ChatGPT APIs
  • System Design and Building ShopAssist - Part I
  • System Design and Building ShopAssist - Part II
  • ShopAssist Project Submission + Deployment [Optional]
  • Advanced NLP - Introduction to Attention Mechanism
  • Advanced NLP - Introduction to Transformers
  • Vector Databases and Retrieval-Augmented Generation
  • Mr.HelpMate AI Project Submission
  • Building LLM applications using LangChain
  • Building LLM applications using Llamaindex
  • Finetuning Large Language Models
  • SemanticSpotter Project Submission
  • Scale and Deploy Generative AI Apps
  • Future Developments in Generative AI
  • Fundamentals of Multimodal models like Stable Diffusion, Mid Journey + Working with StableDiffusion in Python (Optional)
  • Capstone

Tools and Technologies You'll Master

Python
Python
Excel
Excel
Pandas
Pandas
Numpy
Numpy

PG In AI & ML Related Projects

Learn by Doing

Gain industry exposure with relevant projects taught by leading faculty from IIIT Bangalore AI ML department and industry leaders.

15+

Industry Projects

HOW OUR PROGRAM COMPARES

Why is our program the best in the market?

Breadth and depth of curriculum

Gen AI infusion

Specialisations

Deloitte-audited outcomes

Extensive live support

upGrad

Designed and aligned to current industry needs

Extensive coverage of Gen AI topics along with projects

15 weeks of specialized content, with 2 specialized tracks to choose from

Yes

Live Sessions and Personalised industry sessions every weekend

Other Courses

Limited alignment with industry needs

Very limited and superficial coverage

Most of the competitor courses do not have specialized content

No

Lesser no of live sessions; Most of the courses do not offer personalised industry sessions

About this Program

Why take up this course?

A quick summary of the services offered with this Program

Alumni of PG in AI and ML Course

What Our Learners Have To Say

Frequently Asked Questions

1How do I know if this AI course and ML course is for me?

This Post Graduate Program in AI and Machine Learning is for you if you are:

- Data Scientist or Senior Data Analyst: If you are comfortable with data wrangling, have implemented statistical or machine learning models in the past, or have any prior experience as a working professional. You should also have some experience with R/Python/Scala.

- Statistician: If you received formal education in statistics or mathematics or have any prior working experience.

- Data Engineer/Big Data Engineer: If you have any prior experience in creating data pipelines/handling data warehouses and have created ETL procedures. In addition, you should be familiar with various frameworks and tools like Hadoop and Spark.

- Software Developer: If you have prior experience creating and deploying software/apps, you are comfortable with object-oriented programming and know C/C++/Java/Python or a similar language.

2How will this course on artificial intelligence benefit me?

This PG Diploma in AIaims to make you industry-ready and ensure that the learning outcomes are successfully achieved. Moreover, prior experience is another factor that determines the value of the Post Graduate Programme in AI & ML.

Data Scientist or Senior Data Analyst: The AI PG 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 Machine Learning role.

Statistician/Mathematician: Apart from familiarising you with the advancements in AI and machine Learning, the PG Diploma in AI & ML will help you understand how to define a structured approach to solve a business problem and equip you with the right tools so that you can transition to a Machine Learning or Data Science role.

Data Engineer/Big Data Engineer: The PG Diploma in Machine Learning and AI will set up a solid foundation in Statistics, Machine Learning, and AI, 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 Machine Learning or Data Science professional.

Software Developer: Post graduation in AI and ML will help you create a strong foundation of Statistics, Machine 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 Machine Learning professional.

3What is this course on artificial intelligence and machine learning intended to do?

This Post Graduate Diploma in AI and ML intends to produce extremely well-rounded data scientists and AI professionals with deep knowledge of mathematics, expertise in relevant tools/languages, and an understanding of cutting-edge algorithms and applications. With Post Graduation in AI and ML, you can learn skills and tools that are relevant and highly applicable in the current industry as artificial intelligence learning and applicability is at its peak.

4What can I expect out of these courses in artificial intelligence and machine learning?

This program is considered among the top PG in Machine Learning programs and is designed for working professionals looking to pick up skills in advanced concepts like Reinforcement Learning, Graphical Models, NLP, and Deep Learning along with a solid foundation in Statistics. This Post Graduate Program in AI and Machine Learning demands consistent work and time commitment over the entire duration of 13 months. This is the reason why it is considered among the best PG program in AI and Machine Learning.

5What should I NOT expect from this programme?

This PG Diploma in AI and ML aims to develop professionals who can be absorbed into Senior Data Scientist and Machine Learning/AI roles. The PG Program in Artificial Intelligence and Machine Learning offered by IIIT Bangalore aims to facilitate the transition of professionals to the Machine Learning field.

6What type of learning should I expect?

This is one of the best PG Program in AI and Machine Learning, where the content will be a mix of lectures from industry leaders as well as world-class faculty. Additionally, the PG Diploma in Machine Learning and AI comprises some live lectures or hangout sessions dedicated to solving your academic queries and reinforcing learning. This PG Diploma in AI will make sure that the quality parameter of your learning remains high.

7Is there any deferral or refund policy for this programme?

Refund Policy: (Programmes with prep-session component)

You can claim a refund for the amount paid towards the Post Graduate Program in AI and Machine Learning at any time, before the Program Start Date, by visiting [www.upgrad.com](http://www.upgrad.com/) and submitting your refund form via the "My Application" section under your profile. You can request your Admissions Counselor to help you in applying and withdrawing for a refund by sending them an email with the reasons listed. The prep login will be activated immediately post-completion of the 'payment of the 1st block amount (caution money)' or on the 'Specified date' as communicated by upGrad. A processing fee of ₹10,000 will be levied in case a refund is claimed.

The student has to pay the full fee within 7 days of payment of the block amount or cohort start date, whichever is earlier; otherwise, the admission letter will be rescinded, and a processing fee of INR 10,000 will be levied.

Once the student pays the block amount, "any" refund shall be subject to a deduction of INR 10,000 processing charges.

Any taxes paid by the student shall not be refundable, and the amount to be withheld will be higher than taxes paid or INR 10,000 processing fees.

There shall be no refund applicable once the PG Diploma in Machine Learning and Artificial Intelligence 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 of pre-deferral as per the policy defined below for the same.

Refund shall be processed to an eligible student within 30 working days from the date of receipt of the refund form from him/her in this regard.

Refund shall be subject to a deduction of INR 10,000 processing charges or the GST paid, whichever is higher, as mentioned above.

1st Deferral (pre or post-program commencement) is free for all enrolled students with the following conditions: The Executive Post Graduate Diploma in AI and ML learners should complete the course in a maximum duration of 3 years from the initial batch start date.

The Advanced Certificate Program learners should complete the course in a maximum duration of 2 years from the initial batch start date.

2nd deferral will be charged as explained below.

2nd Deferral Policy: (Post Programme Commencement)

If a student is facing severe issues in dedicating time to the course, we provide the opportunity for the student to defer to another batch.

A student can request for deferral only once and from the batch start date of the initial batch the student enrolled for.

The student will be required to pay a deferral fee of 10% of the total course amount fee + Taxes, if any, along with the differential program fees between the two cohorts.

The deferral request will be approved once the deferral fee is paid.

Till this is completed, the student will be assumed to be continuing in the same cohort.

The student has 7 days (including holidays and weekends) from the date of the deferral request to make the payment of the deferral fee, post which the deferral request will expire, and the student will continue as part of the current cohort.

If the student completes the deferral payment, the student's login will be disabled, the student will leave the deferred cohort, and the student will start learning in the new cohort from the point of the last assignment that was graded in the deferred cohort. All grades and progress until that point will be carried forward as it is to the new cohort. For clarification, the grades of the graded assignments will be carried forward, whether or not the student had submitted these grades during the initial stage.

The deferral can only be requested during the batch for which the student has enrolled is ongoing. Once the batch has been completed, deferral requests shall not be entertained. For clarification, the batch completion here shall mean the "last grace deadline", as communicated by upGrad.,

2nd Deferral Policy: (Pre Programme Commencement)

If a student, due to unavoidable circumstances, is unable to commence with the cohort and requests for a deferral before the cohort starts, we provide the opportunity for the student to defer to another cohort.

To do so, the student will be required to pay 50% of the total Programme fee amount (inclusive of taxes) before the deferral can be approved. Till this is completed, the student will be assumed to be continuing in the same cohort.

A student can request for deferral to any of the cohorts starting in the next 3 months from the start date of the initial batch in which the student was originally enrolled. For the first deferral request, subject to point no. 2 of the Pre-Programme Deferral Policy, no additional charges shall be levied.

If a student wants to defer his enrolment a second time, such a student will have to make an additional payment of Rs.10,000 as a Deferral fee, and this amount shall be non-refundable under any circumstances. Once this payment is done, students will be eligible to defer to any of the cohorts starting in the next 3 months from the current cohort.

The student has time till the current cohort launch date to make the payment of the balance 50% Programme fee, post which the deferral request will expire. Once the deferral window expires and if such a student wants to withdraw his or her enrolment from the said Programme, the refund policy will be applicable.

The student shall be liable to pay the differential Programme fees between the two cohorts if any.

8Which 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)


9Is there any minimum transaction limit?

Yes. INR 50,000 is the minimum.


10Does Standard Chartered Bank offer 18 or 24 months No Cost EMI?

No. ONLY 12 months is available, irrespective of the Program enrolled.

11Will I have to pay extra for an EMI transaction?

If you avail of 0% credit card EMI, upGrad will not charge any processing fees or down payment for these transactions. Your bank may levy GST or other taxes on the interest component of the EMI.


12Are there any fees or down payment?

Certain banks charge nominal processing fees between INR 99 - 500 on 0% Credit Card EMI transactions. If charged, it will be billed in the first repayment instalment.

13What is the selection process for this programme?

To enrol in the PG Diploma in Machine Learning and AI, YOU have to go through the below-mentioned process-

STEP-1: Online Eligibility Test

Fill out an application and take a 40-minute online test with 18 questions to assess your aptitude: 10 questions from mathematics, aptitude & reasoning & 8 questions from programming.

STEP-2: Review and Shortlisting of Suitable Candidates

Our faculty for PG in Artificial Intelligence will review all applications, considering your educational and professional background, and review the test scores where applicable. Following this, offer letters will be rolled out so you are 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 content and begin your upGrad journey

14What key components and focus areas are covered in a PG Diploma in Machine Learning program?

This 1-year PG Diploma in Machine Learning by IIIT Bangalore offers 360-degree expertise in Natural Language Processing (NLP), Deep Learning, Computer Vision, BERT, and more. You also learn in-demand Generative AI skills and tools like ChatGPT, Midjurney, GANs, and GNN. With a PG in Machine Learning, you can build real-world systems and take your career in ML to the next level.

15Can you provide insights into the specific curriculum and advantages of pursuing a PG Diploma in AI and ML?

This PG Diploma in AI and ML has over 600 hours of learning materials across advanced modules like NLP, MLOps, transformers, and GANs. In this post graduate program in AI and machine learning, you can implement generative AI using Dall-E and ChatGPT in machine learning projects.

The advantages of pursuing this PG Diploma in Machine Learning and Artificial Intelligence are accelerated career growth, higher salaries, leadership roles, global mobility, and opportunities to drive innovation.

16Tell me more about the differences between post-graduation in AI and ML and a specialised PG Diploma in the same field.

While a full Post graduation in AI and ML provides extensive theoretical knowledge covering statistics, algebra, programming, and cloud engineering, a PG Diploma in Machine Learning offers accelerated speciality training in applied areas like computer vision systems, predictive analytics, ChatGPT integration, etc. A post graduate diploma in AI and ML is shorter in duration and is especially beneficial for working professionals.

17What sets apart a post-graduate diploma in AI and ML from other postgraduate programs in the tech industry?

IIIT-B's PG Diploma in Machine Learning is created in collaboration with industry leaders, and its curriculum is co-designed with renowned tech firms. This helps you gain in-demand like GANs, NLP, etc., which align with current industry needs. Also, the PG in Artificial Intelligence program by IIIT-B focuses on working directly on AI systems rather than only theoretical concepts, which gives you an advantage. This is why it is the best PG program in AI and Machine Learning.

18How do admissions criteria and program structures vary among institutions offering a PG Diploma in AI?

Admissions criteria are quite similar - most colleges want 50%+ bachelor's scores in STEM fields for a PG Diploma in AI. However, program structure and specialisations differ - an IIIT Bangalore AI ML course covers more applied sub-domains, whereas others provide a more generalist curriculum. Program durations stretch up to 2 years for some colleges, while others offer accelerated models, like our 1-year PG Diploma in Machine Learning and Artificial Intelligence by IIIT-B.

19When does a new batch start?

New batch starts at the start of every month. However, you will start getting access to the preparatory content 7-14 days prior to the batch start date.

20How often do the Live sessions, Personalized Industry sessions, Doubt Resolution sessions and 1:1 TA connects get conducted?

All the live sessions and personalized industry sessions are conducted on weekends; whereas Doubt Resolution sessions and 1:1 TA connect predominantly happen on weekdays.

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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 .