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An Ultimate Compilation of AI Resources for Mathematics, Machine Learning and Deep Learning

Knowledge Not Shared is wasted. - Clan Jacobs

This collection is a compilation of Excellent ML and DL Tutorials created by the people below

Communities to Follow

This Repo is Created and Maintained by

Navaneeth Malingan

Instagram LinkdeIN

Why Data Science and how to get started?

Intro to ML

Anyone can do Machine Learning

  • Teachable Machine Train a computer to recognize your own images, sounds, & poses. A fast, easy way to create machine learning models for your sites, apps, and more – no expertise or coding required.

MOOCs

Courses from Top Universities

Stanford University

Carnegie Mellon University

Massachusetts Institute of Technology

University College London

YouTube ML Playlists

Machine Learning Glossary

Machine Learning Fundamentals (These terms will be often used in the below algorithms)

Math

Python

Numpy

Pandas

Machine Learning YouTube Playlists

ML, DL Visual Explainers

Note: Below you can find the best lectures for popular Machine Learning Algorithms

Linear Regression

Logistic Regression

Decision Tree

Random Forest

Boosting Machine Learning

SVM

Bayes Theorem

K-Nearest Neighbors

K-Means

Principal Component Analysis (PCA)

Probabilistic Graphical Models

Gradient Descent from Scratch

The Best

Extra Good Ones

Vanishing Gradient

How to Handle Local Minima

Scikit-learn

Deep Learning

Deep Leraning Books

Deep Lerning Papers

NN

Computer Vision

CNN

Object Detection

Deep-dive tutorial on Object Detection. Intuition lectures on topics ranging from Classical CV techniques like HOG, SIFT to Convolutional Neural Network based techniques like Overfeat, Faster RCNN etc. You will learn how the ideas have evolved from some of the earliest papers to current ones. And hence the name Evolution of Object Detection Networks.

3D Object Detection

Image Segmentation

GANs

Style Transfer

NLP

RNN

LSTM

Transformers and Self Attention

Visual Guide to Transformer Neural Networks (Highly Recommended)

BERT

GPT

Reinforcement Learning

PyTorch

TensorFlow

TensorFlow Courses

PyTorch Vs TensorFlow

Transfer Learning

Deploy Models

MlOps

Code

CheatSheets

Edge ML Kits

Data Science Competitions

Important Youtube🎬 Channels in the field of AI/ML/RL/DS

Reference