FakhirK90 / ai-projects

AI projects for Hacktoberfest 2024 contributions.
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ai artificial-intelligence hacktoberfest machine-learning python

AI Projects Repository

Welcome to the AI Projects Repository! This repository is designed for AI and data science enthusiasts to contribute and collaborate on various artificial intelligence projects. We aim to create a diverse range of AI projects, from machine learning models to advanced deep learning applications, while fostering an open-source community.

Overview

This repository hosts a variety of AI and data science projects, including:

We encourage collaboration from contributors of all skill levels and offer clear guidelines for getting involved.

Getting Started

Prerequisites

Before contributing or using any of the projects, ensure you have the following installed:

Projects

This repository includes the following projects:

Machine Learning Model on XYZ Dataset

Implements a supervised learning model to predict XYZ using scikit-learn. Key techniques: data preprocessing, feature engineering, model evaluation.

Deep Learning: Image Classification

Uses CNNs to classify images from the ABC dataset using TensorFlow/Keras. Techniques: convolutional layers, pooling, dropout, softmax classifier.

NLP: Sentiment Analysis

Natural Language Processing model to analyze the sentiment of product reviews. Libraries: spaCy, NLTK.

Visualizations

Our repository includes interactive visualizations that help to better understand model performance:

Model accuracy and loss over epochs Confusion matrices Precision-Recall and ROC curves Below is an example plot showing training performance:

Contributing

We welcome contributions from the community! To contribute, follow these steps:

Fork the repository.

Create a new branch for your contribution. Commit your changes with a meaningful commit message. Open a pull request and describe the changes you’ve made.

For detailed contribution instructions, please read the CONTRIBUTING.md.