پایتون ( Machine Learning | Data Science )
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"Undetectable, Lightning-Fast, and Adaptive Web Scraping for Python"

https://buff.ly/4hZqfTF



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pytorch_sparse — extensions for PyTorch designed for efficient processing of sparse tensors, which is important for graph neural networks and other tasks with sparse data.


🌟 The library includes optimized operations on sparse tensors, such as matrix multiplication and indexing. It is widely used in workloads that require graph and network data processing, and supports CUDA for GPU acceleration.

🔐 License: MIT

🖥 Github



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Python is easy to learn

a Python Crash Course sheet for reference when programming


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PydanticAI

A new Python-based agent framework to build production-grade LLM-powered applications.

- Built by the team behind Pydantic
- Model-agnostic
- Type-sage
- Structured response validation with Pydantic
- Streamed responses (including validation) with Pydantic
- Tools for testing and eval-driven iterative development
- Logfire integration for debugging and monitoring

https://github.com/pydantic/pydantic-ai


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Code to Send Laptop Notifications using Python


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🖥 Textual

Creating interactive user interfaces in the terminal with charts and widgets requires knowledge of low-level programming.

To create a complex CLI using a simple Python API, try Textual.

🖥 Github


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inflect — Python library for working with word inflections - transformations of word forms depending on their grammatical role in a sentence!

🌟 The library allows you to convert numbers to text strings (for example, 42 -> "forty-two"), and also provides functions for working with forms of nouns and verbs.

🔐 License: MIT

🖥 Github


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👩‍💻 django-cachalot — is a tool for improving the performance of Django applications by automatically caching queries executed through the Django ORM!

🌟 It automatically manages cache invalidation, allowing developers to minimize caching setup efforts and reduce database load.

🌟 Python 3.7–3.11 and Django versions 3.2, 4.1, 4.2, 5.0, 5.1 are supported. The library works with PostgreSQL, SQLite and MySQL, providing options for integration with Memcached or Redis as caching servers. Key benefits include easy setup, Django Debug Toolbar support, and the ability to be used in multi-server configurations.

🔐 License: BSD-3-Clause

🖥 Github


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⌨️ Roadmap to Become Data Scientist




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