AI with Deep Learning

Ever wondered how Spotify knows what music you like or how Facebook recognizes your friend’s face in a photo?
Deep Learning (DL) has become one of the most rapidly evolving fields of the 21st century. Tech giants like Facebook, Google and Amazon are using DL for powerful AI solutions from automating warehouse operations to recommending products to customers.

The AI with Deep Learning Program by Great Lakes Executive Learning is meant for those who already have strong foundations in machine learning and want to enhance their knowledge by learning advanced AI and Deep Learning algorithms. This will not only allow you to solve a variety of business problems using data such as image and text but will also let you discover opportunities for the way forward in your career.

If you're excited about learning the cutting edge technologies and algorithms in the field of AI & Deep Learning, this new age program will provide you with these skills to advance in your career.

Registration Deadline: Tomorrow

15 weeks
12 Mentored Learning Sessions with Industry experts
Special E-Portfolio Mention
Real-world Business Projects and Case Studies
8+ Tools & Languages
Advanced modules in Gen AI, LLM, Prompt engineering & more
Certificate from Great Lakes Executive Learning
Program Manager & Academic Support

INR 1,25,000 + GST

About the Program

This 15 weeks program is designed to take you through the cutting-edge algorithms of Deep Learning, starting with Artificial Neural Networks, transitioning further into applications of Deep Learning - Computer Vision and Natural Language Processing

The program consists of 3 courses that are delivered following our learning structure that includes recorded lectures by faculty, application based learning approach with projects and quizzes, and interactive mentored learning sessions by industry experts.

At the end of this program, you will gain access to an e-Portfolio that showcases your accomplishments throughout the program, and a certificate from Great Lakes Executive Learning.

Your Learning Outcomes

15 weeks of Application based learning on Artificial Neural Networks, Computer Vision and Natural Language Processing
3 comprehensive hands-on projects to implement your learnings
e-Portfolio to showcase your projects and accomplishments throughout the program
Academic support and dedicated Program Managers to help you with your learning journey
Certificate from Great Lakes Executive Learning

Faculty and Mentors

Dr. Kumar Muthuraman

Faculty Director, Centre for Research and Analytics
McCombs School of Business, The University of Texas at Austin

Dr. Daniel Mitchell

Clinical Assistant Professor, Department of Information, Risk & Operations Management,
McCombs School of Business, The University of Texas at Austin

Bradford Tuckfield

Founder and Data Science Consultant,
Kmbara

Dr Sunil Kumar Vuppala

Director, Data Science,
Ericsson

Curriculum

Neural Networks(1 Project, 4 Quizzes and 5 case studies)

Introduction to Neural Networks

Overview of Neural Networks
Multi Layer Perceptron
Types of Activation Functions
Training the Neural Network

Optimizing Neural Networks

Optimizers
Weight Initialization
Regularization
Different Neural Network Models

Computer Vision(1 Project, 4 Quizzes and 4 case studies)

Introduction to Image Processing(self paced)

Overview of Computer Vision
Color Pixel Theory and Image Representation
Edge Detection and Kernels
Padding, Strides, and Pooling

Introduction to Convolutional Neural Networks

ANNs vs CNNs
Introduction to CNN Architecture

Transfer Learning

Regularization in CNN's
Introduction to Transfer Learning
Common CNN Architectures

Object Detection

Introduction to Object Detection
Different algorithms for Object Detection
Applications of Object Detection

Object Segmentation

Introduction to Image Segmentation
Semantic Segmentation
Siamese Networks
Applications of Image Segmentation

Natural Language Processing(1 Project, 4 Quizzes and 6 case studies)

Introduction to Natural Language Processing

Introduction to NLP
History of NLP
Applications of NLP
Text Processing
Text Vectorization
Sentiment Analysis

Word Embeddings

Introduction to Word Embeddings
Word2Vec
GloVe
Semantic Search

Attention Mechanism and Transformer Models

Introduction to Transformers
Components of a Transformer
Different Transformer Architectures
Applications of Transformers

Large Language Models and Prompt Engineering

Introduction to LLMs
Working of LLMs
Applications of LLMs
Introduction to Prompt Engineering
Strategies for devising prompts

Additional Self-paced Modules

GANs

Introduction to GANs
Working of GANs
KL & JS Divergence
Types of GANs
Evaluating GANs
Applications of GANs

Reinforcement Learning

Introduction to Reinforcement Learning
Reinforcement Learning Framework
Working of the different components of Reinforcement
Q-Learning
SARSA Algorithm

Visualization using TensorBoard

Tensorboard
Visualizing weights, bias, and gradients
Occlusion experiment
Saliency maps
Neural style transfer

Projects

Bank Customer Churn Prediction

Details

Plant Seedlings Image classification using CNNs

Details

Customer Support Ticket Categorization

Details

Certificate

Get a PGP-AIML certificate from the Great Lakes Executive Learning

e-Portfolio

Showcase your skills and accomplishments throughout the program with your very own e-Portfolio.

Testimonials

Rakesh Mittal

Associate Professor, New York Institute of Technology

As a professor of Business Analytics, I have been able to share this knowledge with my students for their professional growth. I highly recommend the AI with Deep Learning Program to anyone who is seeking theoretical and practical knowledge in the domain.

Daniel Naval

Subsurface AI Engineer, Shell

I highly recommend the AI with Deep Learning Program. For someone who is new to the field, it gave me a detailed idea of the Deep Learning concepts, right from the very basic.. Not only their course material, but their mentors are also amazing.

FAQs

How can I pay the fee for this program?

You shall receive a payment link once you register your interest on this website.

Is there an option for paying in installments?

You have an option to pay in two installments

Admission Fee - INR 15,000 (incl GST), to be paid before the cohort starts
Second installment - INR 1,12,288 + GST, to be paid within a month’s time of the cohort start

Will I be getting any discounts for this program?

As the program is being offered only for the alums, the discount has been taken into account already.

Will the projects reflect on my e-Portfolio?

Yes. The projects you complete during this course will be reflected in the portfolio for this program.

Download Brochure

AI with Deep Learning

Enquire +91 80 69 474598

Registration Deadline: Tomorrow

Course Highlights

About the Program

Your Learning Outcomes

Faculty and Mentors

Dr. Kumar Muthuraman

Dr. Daniel Mitchell

Bradford Tuckfield

Dr Sunil Kumar Vuppala

Curriculum

Projects

Bank Customer Churn Prediction

Plant Seedlings Image classification using CNNs

Customer Support Ticket Categorization

Certificate

e-Portfolio