solid-goggles

Machine Learning Examples

About

This repository provides an overivew of common applications in machine learning. It uses (relatively) small datasets to show how to implement some common applications of deep learning. The following concepts are covered:

• Image classification
• Sentiment classification
• Text generation
• Forecasting

Setup

To run an application:

1. Create virtual environment

   python3 -m venv

2. Activate it

   source venv/bin/activate

   to activate venv on Linux or

   venv\Scripts\activate.bat

   to activate venv on Windows

3. Install dependencies

   poetry install

4. Run jupyter notebook

   jupyter notebook YOUR_FILE

where YOUR_FILE can be:

• image_classification.ipynb
• sentiment_classification.ipynb
• text_generation.ipynb
• forecasting.ipynb