Artificial Intelligence
Intuitive Maths behind AI
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Linear Algebra
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- Expectation Maximization
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- Clustering
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Deep Learning
Bayesian Deep Learning
- Probabilistic View
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- Variational Inference for Bayesian Neural Network
Reinforcement Learning
Transformers
LLMs
SSL, ViT, Latest vision learning spring
Diffusion Models
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Distributed Training
State Space Models
RLHF
Robotics
- Kalman Filter
- Unscented Kalman Filter
Game Theory and ML
Continual Learning
Computer Vision
- Hough Transform
- Projective Geometry
  - Extrinsic and Intrinsic Parameters
  - Image Rectification
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- Optical Flow
- Harris Corner
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Papers
Deep Learning Book
- Chapter 4: Optimization
- Chapter 5: Machine Learning Basics
- Chapter 6: Deep FeedForward Networks
Project Euler
Python
Computer Science
TensorFlow
Pytorch
- RNN/LSTM in Pytorch
- Dataset/ Data loader
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Programming
- Unit Testing
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General Software Engineering
- SSH tunneling and Ngrok
How To Do Research
Resources
ROS for python3
Kitti

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General Computer Stuff
How to do Research/ Computational/Logical Thinking for Problem Solving
How to give presentation
Good practises about writing

General Computer Stuff

Shell, CLI, Editors
- https://missing.csail.mit.edu/
- https://c4cs-2.github.io/archive/w18/

How to do Research/ Computational/Logical Thinking for Problem Solving

http://milesberry.net/2016/11/computational-thinking-and-mathematical-reasoning/

How to give presentation

Describe your method/solution such that you want to create interest in your audience about your problem.

Good practises about writing

Good reading is important for good writing
Tell a story
If words doesn't contribute, it's should not be there.
Recognize when your witing vision becomes too narrow. i.e you have been writing in an only particular way which you think is right and not think about - what other might think when they read it.
Ask for feedback. May be ask for a specific feedback.
Read your words from the perspective of the reader.