IIT Guwahati Post Graduate Certificate Program in Artificial Intelligence & Deep Learning

IIT Guwahati Post Graduate Certificate Program in Artificial Intelligence & Deep Learning

Programme Start Date: 6th August, 2022 | Admission: Close

Apply Now

DELIVERY TYPE

Live online instructor-led sessions (Direct-to-Device)

COURSE DURATION

8 Months

DEADLINE TO APPLY

26th April, 2022

COURSE FEE

₹1,60,000+ GST

CLASS TIMINGS

Saturday & Sunday – 11:00 a.m. to 1:00 p.m.

TOP RECRUITMENT PARTNERS

hiring partner
hiring partner
hiring partner
hiring partner
hiring partner
hiring partner

#395

in QS World University Rankings 2022

#8

in NIRF 2021 – Overall

#7

in NIRF 2021 – Engineering Category

#9

in NIRF 2021 – Research Category

#6

in India Today Ranking 2021 – Engineering Category

#6

in The Week Ranking 2021 – Engineering Category

#7

in Outlook-ICARE Engineering Ranking 2021

#117

in QS Asia University Ranking 2021

Course Highlights

icon

8-month program for professionals from IT background

icon

Comprehensive curriculum covering fundamentals to advanced topics

icon

Contextually designed for working professionals with weekend sessions

icon

5 days campus immersion at IIT Guwahati campus

icon

Live online sessions by IIT Guwahati faculty and industry experts

icon

Capstone project to demonstrate skills by solving business problems

icon

Joint certification by IIT Guwahati and TSW

Apply Now

Career Support

1:1 Industry mentorship

based on individual profile

Industry expert speak

to learn first-hand from industry practitioners

Online Portfolio Builder

to showcase your projects

LinkedIn profile review

for creating an impressive profile

AI powered resume builder and resume reviews

and resume reviews enabling easy application to various job opportunities

250+ recruitment partners
11,000+ learners placed
25,000+job opportunities generated in the last 3 years

Tools

tools
tools
tools
tools
tools
tools
tools
tools

Eligibility

  • Bachelor’s degree with minimum 50%
  • Minimum 2 years of work experience
  • Work experience in IT preferred

Programme Duration

Programme Delivery

  • The program will be delivered in a two-way video/audio interactive mode.
  • Students will attend the lectures on their own devices (Laptop/Desktop/Tablet/Mobile).
  • Students will have access to a Learning Management System for referring to the content (the access will be provided for additional 6 months after program completion)
  • Live online sessions by IIT Guwahati faculty, industry experts, and TSW faculty.

Programme Roadmap

    Topics

  • Probability
  • Statistics
  • Linear Algebra

Learning Outcome
This module will be a refresher for all the math and statistics concepts that will be required for the program going forward.

    Topics

  • AI in the context of emerging technologies
  • AI applications
  • History and evolution of AI
  • AI in industry
  • Future with AI

Learning Outcome
In this module, you will get introduced to AI, its history, related terminologies and applications of artificial intelligence in industry. This will form the foundation for the rest of your program.

    Topics

  • Getting Started with Python
  • Linear Algebra with NumPy
  • handling structured data using Pandas
  • Data Visualization using Python

Learning Outcome
Get started with Python Programming for Data Science. You will be learning about the basics of Python and get introduced to popular Data Science libraries like NumPy, Pandas, and Matplotlib.

    Topics

  • Data pre-processing
  • Exploratory data analysis
  • Data Visualization

Learning Outcome
In this module, you will learn about foundations analysis of data using Python. It is important that you are aware about the tools and technologies that are used for handling data.

    Topics

  • Linear Regression
  • kNN
  • Logistic Regression
  • Decision Trees
  • SVM
  • Ensembling / Random Forests
  • Optimization

Learning Outcome
In this module, you will learn about different Supervised Machine Learning algorithms and their applications. You will get hands-on practice with your very first predictions using Supervised Machine Learning models.

    Topics

  • Hierarchical Clustering
  • Agglomorative Clustering
  • kMeans Clustering

Learning Outcome
In this module, you will learn about different Unsupervised Machine Learning algorithms and their applications.

    Topics

  • Tensorflow installation/setup
  • Tensorflow programming concepts
  • Computational graphs and sessions

Learning Outcome
Tensorflow is by far the most popular deep learning library and is extensively used in the industry . It is developed and open sourced by Google. This module provides extensive hands on learning on Tensorflow.

    Topics

  • Introduction to Neural Networks
  • Concept of perceptron
  • Back propogation
  • Deep Neural Networks - multilayer

Learning Outcome
Get introduced to the concept of a neuron and how multiple neurons can be used to construct an Artificial Neural Network. Deep Learning is a class of Machine Learning algorithms that progressively extract features for better understanding of the problem. You will learn about various Deep Learning models built using Artificial Neural Networks.

    Topics

  • Computer vision and Open CV
  • Convolutional Neural Networks – CNN
  • Using pretrained models
  • Image classification- Binary and Multiclass
  • Object detection

Learning Outcome
One of the popular applications of Deep Learning is in image recognition. You will learn how to build complex image recognition and object detection models and apply them to solve business use cases.

    Topics

  • How speech recognition works?
  • Natural Language Processing
  • Recurrent Neural Networks - RNN
  • Chatbots
  • Alexa skills
  • Transformers

Learning Outcome
Processing the naturally spoken language is one of the complex tasks faced by researchers. In this module, you will learn about Natural Language Processing and how Deep Learning models can be used to build speech recognition applications.

    Topics

  • Drone Principle
  • Visual, Audio-Visual Deepfake and its future
  • Other AI Application

Learning Outcome
Learn about cutting-edge application of Artificial Intelligence from self-driving cars to drones in the sky.

    Topics

  • Creating data pipelines
  • Writing production grade code
  • Creating REST APIs
  • Deploying APIs on cloud

Learning Outcome
In this module you will learn about deploying the machine learning / deep learning modules using REST APIs on cloud.

Case Study Project
1. IPL Analytics
2. eBay Car Sales Analytics
3. E-commerce Customer Shopping Analytics
4. Classification of Human Activity Recognition
5. Predictive Model to Forecast the Sales of Supermarket
6. Customer Segmentation of Clickstream Online Retail Shopping Data
7. Popularity Prediction of Social Media Articles
8. Bitcoin Price Prediction
9. Time Series Analysis of Energy Consumptions of Appliances
10. Ensemble Techniques to Classify the Customer Churn
11. Regularisation Techniques for IPL Auction Analysis
12. Storytelling with Netflix Text Data
13. Topic Modelling on Amazon Review Dataset
14. Personality Classification based on MBTI Metric
15. Fake News Detection
16. Auto tagging of photos uploaded by the users on review website
17. COVID-19 Detection Using Chest X Rays

8

Tools

400+

Hours

8

Tools

10+

Projects

10+

Case Studies

H

Hackathon

Compete to solve real business problems
Compete to solve real business problems

Faculty Profiles

Dr. Debanga Rag Neog

Assistant Professor, Mehta Family School of Data Science & Artificial Intelligence, IIT Guwahati

Dr. Debanga Raj Neog received his Ph.D. in Computer Science from The University of British Columbia (UBC), Vancouver, Canada, in 2018, co-advised by Prof. Dinesh K. Pai and Prof. Robert J. Woodham. Before that, he completed his B.Tech in Electronics and Communication Engineering from the Indian Institute of Technology Guwahati (IITG). His interdisciplinary research work has covered the areas of computer vision, computer graphics, neuroscience, machine learning, and augmented reality. He is a recipient of the Mitacs Globalink Research Award, under which he worked with the researchers in INRIA Grenoble Rhone-Alpes, France. He also has a collaboration with Iwahori Lab in Japan. Dr. Neog co-founded Nytilus Inc., a Toronto-based startup focusing on computational imaging solutions to solve problems in industrial inspections, supported by global accelerators, such as Techstars. Dr. Neog joined IIT Guwahati as an Assistant Professor at the Mehta Family School of Data Science & Artificial Intelligence in September 2021.

Dr. Konda Reddy Mopuri

Assistant Professor, Mehta Family School of Data Science & Artificial Intelligence, IIT Guwahati

Dr. Konda Reddy Mopuri is currently an assistant professor at the Mehta Family School of Data Science and Artificial Intelligence, IIT Guwahati. Before this, he held a post-doctoral position at the School of Informatics, University of Edinburgh, UK. He received his Ph.D. in Deep Learning and Computer Vision from the Dept. of Computational and Data Sciences, IISc Bengaluru. His thesis won the IUPRAI Best doctoral dissertation award and the SPCOM Best doctoral dissertation award for 2018. His research lies broadly in Deep learning, AI, Computer Vision, Image/Signal processing, and Data Science. His research got published in top-tier venues such as ICLR, ICML, CVPR, ECCV, WACV, BMVC, Trans. on PAMI, Tran. on Image processing, and Frontiers in Robotics and AI.

Dr. Arghyadip Roy

Assistant Professor, Mehta Family School of Data Science & Artificial Intelligence, IIT Guwahati

Arghyadip Roy is currently an assistant professor in the Mehta Family School of Data Science and Artificial Intelligence at IIT Guwahati, India. He was a postdoctoral researcher in University of Illinois at Urbana-Champaign, USA from 2019 to 2021. He received his Ph.D. degree from IIT Bombay, India, in 2019. He received the B.E. and M.Tech degrees from Jadavpur University, India and IIT Kharagpur, India in 2010 and 2012, respectively. He previously worked at Samsung R&D Institute-Bangalore, India. His research interests include Optimization and Control of Stochastic Systems, Resource Allocation in Wireless Networks, Reinforcement Learning, and Application of Machine Learning in Wireless Communication.

Post Graduate Certificate Program in Artificial Intelligence & Deep Learning

Certificate of Completion from IIT Guwahati

Joint certification from IIT Guwahati and TSW
Minimum 50% score to be secured for certification

certificate

250+ Hiring Partners

hiring partner
hiring partner
hiring partner
hiring partner
hiring partner
hiring partner
hiring partner

About IIT Guwahati

About IIT Guwahati

About TSW

About TSW

Programme Fees

Note: "In case the candidate rejects the offer from the Institute then the processing fees will be not refunded."

You agree to our terms and conditions and our privacy policy.
Disclaimer: By submitting my contact details here, I override my NDNC registration and authorise TimesTSW and its authorised representatives can contact me