GitHub - chandan578/From-Math-to-Models: A complete learning path from mathematical foundations to real-world models in Data Science, Machine Learning, Deep Learning, and NLP — with theory, practice, and end-to-end projects.

Repository navigation

From-Math-to-Models

Public

About

A complete learning path from mathematical foundations to real-world models in Data Science, Machine Learning, Deep Learning, and NLP — with theory, practice, and end-to-end projects.

ai ai-ml deep-learning machine-learning ml nlp statistics

Readme

Activity

2 stars

0 watching

Name		Name	Last commit message	Last commit date
1-Introduction to Statistics		1-Introduction to Statistics
10-Decision Tree		10-Decision Tree
11-Random Forest		11-Random Forest
12-Adaboot		12-Adaboot
13-Gradient Boost		13-Gradient Boost
14-XgBoost		14-XgBoost
15-Unsupervised Learning		15-Unsupervised Learning
16-PCA		16-PCA
17-K Means Clustering		17-K Means Clustering
18-Hierarical Clustering		18-Hierarical Clustering
19-DBSCAN		19-DBSCAN
2-Introduction to ML		2-Introduction to ML
20-Silhoutte Clustering		20-Silhoutte Clustering
21-Anomaly Detection		21-Anomaly Detection
22-Docker/Hello-world		22-Docker/Hello-world
23-git and github		23-git and github
24-NLP for ML		24-NLP for ML
25-Deep Learning Bonus		25-Deep Learning Bonus
3-Linear Regression		3-Linear Regression
4-Rigid Lasso Elasticnet		4-Rigid Lasso Elasticnet
5-Step By Step Project Implemention with lifecycle of ML		5-Step By Step Project Implemention with lifecycle of ML
6-Logistic Regression		6-Logistic Regression
7-Support Vector Machine		7-Support Vector Machine
8-Naive Baye's		8-Naive Baye's
9-KNN Classifier		9-KNN Classifier
.gitignore		.gitignore
readme.md		readme.md
requirement.txt		requirement.txt

Repository files navigation

About

A complete learning path from mathematical foundations to real-world models in Data Science, Machine Learning, Deep Learning, and NLP — with theory, practice, and end-to-end projects.

ai ai-ml deep-learning machine-learning ml nlp statistics

Readme

Activity

2 stars

0 watching

0 forks

Report repository

Navigation Menu

Repository navigation

About

Repository files navigation

About

Releases

Packages

Contributors

Languages

Latest commit

History

Folders and files

Repository files navigation

About

Topics

Resources

Stars

Watchers

Forks

Releases

Packages

Contributors

Languages