{"repo":"aniketmaurya/chitra","free":true,"listed":false,"github":"https://github.com/aniketmaurya/chitra","clone":"git clone https://github.com/aniketmaurya/chitra.git","description":"A multi-functional library for full-stack Deep Learning. Simplifies Model Building, API development, and Model Deployment.","language":"Python","stars":234,"topics":["tensorflow","image-processing","object-detection","deep-learning","image-dataset","visualization","gradcam","model-interpretation","model-visualization","image-classification"],"license":"Apache-2.0","category":"machine-learning","readme_excerpt":"chitra What is chitra? chitra ( चित्र ) is a multi-functional library for full-stack Deep Learning. It simplifies Model Building, API development, and Model Deployment. Components Load Image from Internet url, filepath or numpy array and plot Bounding Boxes on the images easily. Model Training and Explainable AI. Easily create UI for Machine Learning models or Rest API backend that can be deployed for serving ML Models in Production. 📌 Highlights: - [New] Auto Dockerization of Models 🐳 - [New] Framework Agnostic Model Serving & Interactive UI prototype app ✨🌟 - [New] Data Visualization, Bounding Box Visualization 🐶🎨 - Model interpretation using GradCAM/GradCAM++ with no extra code 🔥 - Faster data loading without any boilerplate 🤺 - Progressive resizing of images 🎨 - Rapid experiments with different models using chitra.trainer module 🚀 🚘 Implementation Roadmap - One click deployment to serverless platform. If you have more use case please raise an issue/PR with the feature you want. If you want to contribute, feel free to raise a PR. It doesn't need to be perfect. We will help you get there. 📀 Installation Using pip (recommended) 1. Minimum installation pip install -U chitra 1. Full Installation pip install -U 'chitra[all]' 1. Install for Training pip install -U 'chitra[nn]' 1. Install for Serving pip install -U 'chitra[serve]' From source Or, 🧑‍💻 Usage Loading data for image classification Chitra dataloader and datagenerator modules for loading data. dataloader i","default_branch":null,"files":null,"tree":[],"storefront":"/r/aniketmaurya","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/aniketmaurya/chitra/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}