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Neural Networks for Computer Vision and Natural Language Processing
Online
12 Weeks
Free Quick Facts
| Medium Of Instructions | Mode Of Learning | Mode Of Delivery |
|---|---|---|
| English | Self Study |
Courses and Certificate Fees
| Fees Informations | Certificate Availability | Certificate Providing Authority |
|---|---|---|
| INR 1000 | yes | IIT Guwahati (IITG) |
The Syllabus
Introduction to Machine Learning
- Introduction to Learning
- Machine Learning Fundamentals
- Optimizing ML Models
Deep Neural Network
- Neural Network - Fundamentals
- Introduction to Deep Learning
Deep Model for Vision
- Computer Vision through ML
- Deep Learning Models
Convolution Neural Network
- CNN Architectures
- Optimizing CNN
- CNN with Residual Connections
Sequential Modelling
- Recurrent Neural Network
- Neural Machine Translation
Generative Models
- Generative Modelling
- Auto-regressive models
- Variational Auto-Encoder
- Generative Adversarial Network
- Diffusion Models
Large Language Model
- Transformers
- Language Modelling
- Generative Pre-trained Transformer
Zero and Few Shot Learning
- Zero-Shot Learning
- Few Shot Learning
DL model for Image Enhancement
- Image Enhancement
- Deep Learning Models for Image Enhancing
DL models for Image Classifications and Object Detection
- Image Classification, Object Detection
- DL Models for Image Classification, Object Detection. Medical Imaging
- Medical Image Analysis and Synthetic image generation
Multimodal Analysis and Self-Supervised Learning
- Deep models for multi-modal image and text modeling
- Semi-supervised learning, contrastive learning
- Self-supervised vision, and language modeling