| # Project : Natural Language Processing | |
| ## Description | |
| This repository contains the ressources to start the NLP-related live project you shoud take. The below assignments will introduce you in Unstructured data exploitation, especially Natural Language Processing data, using ML. | |
| This project is about creating an app for a sentiment anlysis on COVID 19 tweets. | |
| ## Assignments | |
| Find the list of assignments below: | |
| - [Zindi NLP Challenge](/zindi_challenge/) | |
| ## Setup | |
| Install the required packages to be able to run the evaluation locally. | |
| You need to have [`Python3`](https://www.python.org/) on your system. Then you can clone this repo and being at the repo's root (`root :: repo_name> ...`) follow the steps below: | |
| - Windows: | |
| python -m venv venv; venv\Scripts\activate; python -m pip install -q --upgrade pip; python -m pip install -qr requirements.txt | |
| - Linux & MacOs: | |
| python3 -m venv venv; source venv/bin/activate; python -m pip install -q --upgrade pip; python -m pip install -qr requirements.txt | |
| The both long command-lines have a same structure, they pipe multiple commands using the symbol **;** but you may manually execute them one after another. | |
| 1. **Create the Python's virtual environment** that isolates the required libraries of the project to avoid conflicts; | |
| 2. **Activate the Python's virtual environment** so that the Python kernel & libraries will be those of the isolated environment; | |
| 3. **Upgrade Pip, the installed libraries/packages manager** to have the up-to-date version that will work correctly; | |
| 4. **Install the required libraries/packages** listed in the `requirements.txt` file so that it will be allow to import them into the python's scripts and notebooks without any issue. | |
| **NB:** For MacOs users, please install `Xcode` if you have an issue. | |
| ## Ressources | |
| 1. [Quick intro to NLP](https://www.youtube.com/watch?v=CMrHM8a3hqw) | |
| 1. [Getting Started With Hugging Face in 15 Minutes](https://www.youtube.com/watch?v=QEaBAZQCtwE) | |
| 1. [Fine-tuning a Neural Network explained](https://www.youtube.com/watch?v=5T-iXNNiwIs) | |
| 1. [Fine-Tuning-DistilBert - Hugging Face Transformer for Poem Sentiment Prediction | NLP](https://www.youtube.com/watch?v=zcW2HouIIQg) | |
| 1. [Introduction to NLP: Playlist](https://www.youtube.com/playlist?list=PLM8wYQRetTxCCURc1zaoxo9pTsoov3ipY) | |
| <!-- 1. [](https://www.youtube.com/) | |
| 1. [](https://www.youtube.com/) --> |