In this repository you will find tutorials and projects related to Machine Learning. I try to make the code as clear as possible, and the goal is be to used as a learning resource and a way to lookup problems to solve specific problems. For most I have also done video explanations on YouTube if you want a walkthrough for the code. If you got any questions or suggestions for future videos I prefer if you ask it on YouTube. This repository is contribution friendly, so if you feel you want to add something then I'd happily merge a PR 😃

Machine Learning Algorithms
PyTorch Tutorials
TensorFlow Tutorials
- Beginner Tutorials
- Architectures
Docker setup

Machine Learning

![Youtube Link][logo] Linear Regression - With Gradient Descent ✅
![Youtube Link][logo] Linear Regression - With Normal Equation ✅
![Youtube Link][logo] Logistic Regression
![Youtube Link][logo] Naive Bayes - Gaussian Naive Bayes
![Youtube Link][logo] K-nearest neighbors
![Youtube Link][logo] K-means clustering
![Youtube Link][logo] Support Vector Machine - Using CVXOPT
![Youtube Link][logo] Neural Network

PyTorch Tutorials

If you have any specific video suggestion please make a comment on YouTube :)

Basics

PyTorch Lightning

TensorFlow Tutorials

If you have any specific video suggestion please make a comment on YouTube :)

Beginner Tutorials

Docker Setup

Follow the steps below to use Docker for setting up a consistent development environment:

Install Docker
If you don't have Docker installed, use these links to install Docker for your system:
- Install Docker Engine
Nvidia Container Toolkit (For GPU support)
If you want to utilize GPU acceleration with CUDA, install the Nvidia Container Toolkit:
- Nvidia Container Toolkit Installation Guide
Build the Docker Image
Navigate to the directory containing the Dockerfile and run:
```
docker build -t aladdin-image .
```

Run the Docker Container
Once the image is built, start the container using the following command:

docker run -it \
  --gpus all \
  -v "${PWD}:/code" \
  -p 8080:8080 \
  --name "aladdin-container" \
  --env AUTHENTICATE_VIA_JUPYTER="mytoken" \
  aladdin-image

README.md

Machine Learning Collection

Table Of Contents