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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
38:26 Hours
of Recorded Content
5.0 Ratings
by 1280 Learners
English
Language
Paid Course
Get this Course @ ₹4,999
1280 enrolled in this course
About Curriculum Key Features Certificate Testimony FAQs

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

GAN Image Generation & Translation Studio

Build generative models in PyTorch, from simple GANs to DCGAN, CycleGAN, Pix2Pix, SRGAN and VAEs, that create, translate and enhance images.

PROJECT

Human face generation using DCGAN.

Generate realistic new faces from random noise.

PROJECT

Horse to zebra translation using CycleGAN.

Convert images between two styles without paired data.

PROJECT

Satellite image to map translation using Pix2Pix.

Turn aerial photos into clean map images.

PROJECT

Image resolution enhancement with SRGAN.

Upscale low-resolution images with sharper detail.

CORE TOOLING MASTERY

Tech Stack

Master the primary professional software development packages and workflow tools.

Python
PyTorch
Torchvision
Scikit-learn
NumPy
Matplotlib
Jupyter Notebooks
Career Impact

After this Course, You will be Able to

Observe the real-world utility outcomes you gain after program completion.

Explain generative AI and build neural networks in PyTorch.
Prepare data and train classic ML models with Scikit-learn.
Build ANN and CNN projects for breast cancer, flight fare and leaf disease prediction.
Generate images with simple GANs, DCGAN, WGAN and conditional GANs.
Translate images with Pix2Pix and CycleGAN and enhance them with SRGAN and ProGAN.
Generate new images with variational autoencoders.

Course Stats

₹12.35 LPA

Average Salary

₹42 LPA

Highest Salary

135%

Salary Hike

7+ Companies

Hiring Partners

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

Our Awards & Achievements
Award 1
VERIFIED STUDENT REVIEWS

What Our Students Say

See how Pantech courses accelerated career transitions across India.

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VERIFIED LEARNER

Get exclusive lifetime access to coursework, simulators, custom templates, and direct placement opportunities.

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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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