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Generative Deep Learning with GANs and PyTorch

Accelerate your Career

Master generative deep learning with GANs and PyTorch, building AI models for image synthesis, creativity, and real-world applications.

4 Modules
with Certifications
9:59 Hours
of Recorded Content
5.0 Ratings
by 1280 Learners
English
Language
Paid Course
Get this Course @ ₹4,999
1280 enrolled in this course
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Generative Deep Learning with GANs and PyTorch

Generative Deep Learning with GANs in PyTorch focuses on building adversarial models where a Generator creates synthetic data and a Discriminator evaluates its authenticity. This competitive training leads to highly realistic outputs, widely applied in image generation, super‑resolution, creative AI, and scientific discovery.
MASTERING THE DATA SCIENCE LIFECYCLE

Comprehensive Syllabus Outline

A comprehensive curriculum designed to take you from beginner to professional.

M1

.Module 1 – Foundations of Deep Learning & PyTorch

Introduction Generative AI_compressed
PyTorch Basics_compressed
Deep Learning Concepts - Neural networks, Activation functions, Optimization_compressed
Creating Basic Neural Network with PyTorch_compressed
Torch Vision_compressed

M2

Module 2 – Machine Learning Essentials & Data Science Tools

Sklearn Library (Scaling, Encoding)_compressed
Sklearn Library (Null, Outlier Handling)
Sklearn Library (Train Test, Feature Selection)
ML Algorithm (Linear Models)
ML Algorithm (SVM, Decision Trees)
ML Algorithm (Ensemble Algorithms, Naive Bayes, KNN)
Hyperparameter Tuning, Model Evaluation
Project - ML Classification Project
Predicting the Sales of Products for a FMCG Company

M3

Module 3 – Generative AI with GANs and VAEs

Project 1 - Breast Cancer Prediction with ANN PyTorch
Project 2 - Flight Fare Prediction with ANN PyTorc
Computer Vision Basics
Basics of Convolution Neural Network (CNN)
Project 3 - Leaf Disease Detection using CNN PyTorch

M4

Module 4: Generative AI & Advanced Models

GANs Basic
MNIST Digits Generation using PyTorch with Simple GAN
Human Face Image Generation using DCGAN
CIFAR10 Image Generation using WGAN and WGAN GP
Conditional Image Generation on MNIST Digits using CGAN
Satellite Image to Map Image using PIX2PIX GAN
Horse to Zebra Image Translation using Cycle GAN
Image Resolution Enhancement with SRGAN
High-Quality Faces Generation using PRO GAN
Variational Autoencoders Introduction
MNIST Fashion Image Generation using VAE

Capstone Project

Generative Deep Learning with GANs and PyTorch

Learn to build adversarial models where Generators create synthetic data and Discriminators evaluate authenticity, enabling realistic outputs in image generation, super-resolution, and creative AI.

Image Generation with GANs
PROJECT

Image Generation

Train GANs to generate realistic images from random noise vectors.

Super Resolution GAN
PROJECT

Super-Resolution GAN

Enhance low-resolution images using adversarial training techniques.

Style Transfer GAN
PROJECT

Style Transfer

Apply GANs to transfer artistic styles onto real-world images.

Data Augmentation with GANs
PROJECT

Data Augmentation

Use GANs to generate synthetic datasets for training AI models.

CORE TOOLING MASTERY

Tech Stack

Master essential deep learning frameworks and libraries for building GANs and generative models.

Python (Deep Learning)
PyTorch
TensorFlow
GAN Architectures (DCGAN, WGAN)
Computer Vision Libraries (OpenCV)

Course Stats

₹14 LPA

Average Salary in Deep Learning Roles

₹40 LPA

Highest Salary in AI/Generative Models

95%

Salary Hike in Generative AI

12,000+

Job Vacancies in GANs/Deep Learning

Key Features

Mentorship

Receive guidance and insights from industry experts

Hands-on Experience

Gain practical skills in a real-world cutting-edge projects.

Networking

Connect with professionals and peers in your field

Skill Development

Enhance your technical and soft skills

Career Advancement

Boost your resume with valuable experience

Dual Certificate

Get a certification to showcase your achievements
DIGITAL VERIFIABLE CREDENTIAL

Let Your Certificates Speak For You

Our certification formally validates your skill set in recruiter searches with unique QR code verification and LinkedIn-ready structures.

Unique Credential ID & QR Code
Recruiters can scan to instantly verify your project files, source repository, and official completion marks.

Linkedin Certified Recognition
Easily push to your Linkedin profile with 1-click credential linking to increase high-end corporate recruiter views.

Certificate Sample
Status
Verified

Where Our Learners Work

Our alumni are driving innovation at the world's most prestigious technology companies.

Flipkart
Freshworks
Juspay
Chargebee
Zoho
PayPal
PREMIER PLATFORM EXPERIENCE

Why Pantech?

An expert-crafted learning infrastructure built for technical fluency.

Industrial Expert Mentors

Direct guidance and weekly doubt clearing sessions hosted by hardware, embedded, and software engineering veterans.

24/7 Interactive Support

Ask coding doubts anytime on our student community workspace and receive instant assistance.

Self-Paced Learning Engine

Access lifetime recorded modules with adaptive pacing to balance academics and professional work.

Career Guidance Support

Exclusive resume review, mock interviews, and placement assistance from industry experts.

We are Accredited by

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What Our Students Say

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HAVE QUESTIONS?

Frequently Asked Questions

Find instant answers to all common questions about our technical certificate courses.

Do I get lifetime access to the course content?

Yes, once enrolled, you have complete lifetime access to all learning materials, recorded videos, and resources.

Will I receive a certificate upon completion?

Absolutely. A globally recognized, industry-vetted digital certificate is provided upon successful completion of the curriculum.

Is there a refund policy?

Yes, we offer a 7-day money-back guarantee if you are not satisfied with the course content or delivery format.

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