Zero to Master in Deep Learning for Vision
Ajinkya Kolhe - Senior Technical Trainer - Data Engineering| ML| DL
6 modules
English
Lifetime access
Learn Computer Vision Domain (from Simple Digit Classification to Image Generation like Midjourney)
Overview
A six week cohort to learn entire Computer Vision Domain, from Simple Digit Classification to Image Generation like Midjourney. 2 Hours Lecture on Saturday & Sunday from 10 AM to 12PM.
- Building from Scratch, Not a Prompt Engineering course
- Learn to build & fine tune your own Image Generation Models from scratch
- Build your portfolio with end-to-end projects: Through guided instruction and practical exercises, participants will work on real-world projects from inception to deployment, applying their knowledge in a practical setting.
Key Highlights
Learn generative AI from scratch
Create AI systems for creative outputs
What you will learn
Understand Generative AI
Get a solid understanding of the fundamentals of Generative AI and its applications in programming.
Hands-on Projects
Gain practical experience through hands-on projects that will deepen your knowledge and skills.
Modules
Unit 1: Neural Network Crash Course for Image Classification
6 attachments • 1 mins
Lectures
Simple Neural Network Image Classification on Kaggle - (18 May - 10:00 AM to 12:00 PM)
Convolution for Image Classification - (19 May - 10:00 AM to 12:00 PM)
Assignments
2 Kaggle Competitions - 5 Submissions
Week 1 - Study Materials
Unit 2: Classification, Detection
6 attachments • 1 mins
Lectures
Standard Classification Architectures and Transfer Learning
Landscape of Computer Vision Problems & Pytorch models via timm
Assignments
CODE: Kaggle Submission
Week 2 - Study Materials
Unit 3: Denoising, Super Resolution, Image Generation
6 attachments • 1 mins
Lectures
Image Classification and Transfer Learning
Image Generation with GANs & brainstorming new approaches
Assignments
CODE: Denoising, Super Resolution & Image Generation
Week 3 - Reading Materials
Unit 4: Transformers & Diffusers - Need for Fast Unsupervised Learning
4 attachments • 1 mins
Lectures
Image Generation via Denoising - One step to n Steps
Image Generation via Denoising - DDPM & it's variants
Week 4 Resources
Unit 5: Diffusion Models continued
2 attachments
Lectures
Variants of Diffusion Models
Unit 6: Fine Tuning Stable Diffusion
3 attachments
Lectures
Introduction to Stable Diffusion
Stable Diffusion's Future
About the creator
Ajinkya Kolhe - Senior Technical Trainer - Data Engineering| ML| DL
Ajinkya Kolhe is a Senior Technical Trainer with 7+ years of experience in the following domains:
- Software Development
- Enterprise customer training
- Making DL concepts easier to understand and providing functional solutions to real world problems.
Ajinkya has trained individuals across a wide range of experience and knowledge levels like:
- Computer Science Students
- Developers looking to upskill
- ML training for College and Corporate batches both as a part of Google and freelance.
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₹ 8000.00
₹10000
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