collection of useful resources for doing data science, ML, deployment
- SQLModel: SQL databases in Python, designed for simplicity, compatibility, and robustness.
- sqlalchemy: the Python SQL toolkit and Object Relational Mapper that gives application developers the full power and flexibility of SQL.
- FastAPI: FastAPI framework, high performance, easy to learn, fast to code, ready for production
- pydantic: Data validation and settings management using python type annotations.
- Postman: an API platform for building and using APIs. Postman simplifies each step of the API lifecycle and streamlines collaboration so you can create better APIs—faster.
- JMeter: application is open source software, a 100% pure Java application designed to load test functional behavior and measure performance
- Lotust: An open source load testing tool. Define user behaviour with Python code, and swarm your system with millions of simultaneous users.
- ansible: an open-source software provisioning, configuration management, and application-deployment tool enabling infrastructure as code. It runs on many Unix-like systems, and can configure both Unix-like systems as well as Microsoft Windows.
- Cortex: Containers as a service on AWS. Deploy, manage, and scale containers without worrying about Kubernetes.
- Label Studio: Multi-type data labeling and annotation tool with standardized output format
- Universal Data Tool: collaborate and label any type of data, images, text, or documents in an easy web interface or desktop app.
- doccano: an open source text annotation tool for text classification, sequence labeling and sequence to sequence tasks.
- brat: a rapid annotation tool for all your textual annotation needs.
- labelimg: a graphical image annotation tool and label object bounding boxes in images.
- cvat: a free, online, interactive video and image annotation tool for computer vision.
- VoTT: Visual Object Tagging Tool: An electron app for building end to end Object Detection Models from Images and Videos.
- makesense.ai: a free to use online tool for labelling photos.
- audino: an open source audio annotation tool for voice activity detection (VAD), diarization, speaker identification, automated speech recognition, emotion recognition tasks, etc.