GenAI – What Is Contrastive Learning ?
Table Of Contents:
- What Is Contrastive Learning ?
- Real Life Analogy.
- Why It Is Useful.
- Example Of Contrastive Learning.
- Key Components Of Contrastive Learning.
- Steps In Contrastive Learning.
- Application Of Contractive Learning.
- Benefits Of Contrastive Learning.
- Challenges Of Contrastive Learning.
- Contrastive Learning Models.
(1) What Is Contrastive Learning ?
(2) What Exactly The Model Is Learning ?
(3) How It Is Different From Clustering ?
(4) What Is Self Supervised Learning Algorithm?
(5) Why Contrastive Learning Is Self Supervised Learning ?
(6)What Is The Learning Task For Contrastive Learning Process ?
(7) Give Me Real Life Analogy Of Contrastive Learning .
(8) How To Make Inference Using Contrastive Learning ?
- Using Contrastive Learning you trained your Encoder to give vector representation of the input so that it will be closer to the similar items.
- If your task is to find the similar items for the given input, then you need to calculate the distance between items and can show the top ‘k’ similar items based on there distance.
- How to use it for image classification purpose.
(9) Key Components Of Contrastive Learning .
(10) Steps Involved In Contrastive Learning .
(11) Who Will Generate The Input Pair ?
(12) Applications Of Contrastive Learning.
(13) Challenges In Contrastive Learning
(14) Contrastive Learning Models
