Anything_From_Scratch

A small repo that we want to give some value to the community about implementing artificial intelligence algorithms, as well as training our ability to code and understand algorithms better.

Contents

• Machine Learning
• Computer Vision
• NLP
• Generative Image Model
• Audio
• Pytorch Basics
• Other

Machine Learning

Title	Source	Category/ Tag	Description
Linear Regression	LinearRegression	Machine Learning
Logistic Regresssion	Logistic Regresssion	Machine Learning
K Means Clustering	K Mean Clustering	Machine Learning
K Near Neighbor	K Near Neighbor	Machine Learning
Decision Trees	Decision Trees	Machine Learning
Naive Bayes	Naive Bayes
PCA	PCA	Machine Learning, Dimension Reduce
SVM	SVM	Machine Learning, Dimension Reduce

Computer Vision

Title	Source	Category/ Tag	Description
LeNet	LeNet	Image Classification, CNN architechture
AlexNet	AlexNet	Image Classification, CNN architechture
VGG	VGG	Image Classification, CNN architechture
ResNet	ResNet	Image Classification, CNN architechture
MobileNet	MobileNet	Image Classification, CNN architechture
Effecient Net	Effecient Net	Image Classification, CNN architechture
Vision in Transformer	ViT	Image Classification, CNN architechture
SORT	SORT	Object Tracking
SORTwithYolov8	SORTwithYolov8	Object Tracking

NLP

Title	Source	Category/ Tag	Description
Dense Vectors	Dense Vectors	NLP	---
Words2Vec	Words2Vec	NLP
DeepRecurrentNeuralNetworks	DRNN	NLP	---
GRU	GRU	NLP	---
LSTM	LSTM	NLP	---

Generative Image Model

Title	Source	Category/ Tag	Description
GAN	GAN	GM	---
DCGAN	DCGAN	GM	---
Diffusion	Diffusion	GM	---

Audio

Title	Source	Category/ Tag	Description

Pytorch Basics

Title	Source	Category/ Tag	Description
Tensor Basic	TensorBasics
Full Neural Network	FNN
CNN	CNN
LSTM	LSTM
Load and Save Model	LoadSave
Bidirectional	Bidirectional
CustomImageDataset	CustomImageDataset

Other

Title	Source	Category/ Tag	Description