Top 30 Python Library and Frameworks in 2021-22

Top 30 Python Library and Frameworks in 2021-22

Python Machine Learning Using Framework

1. Numpy: Fast and versatile, the NumPy vectorization, indexing, and broadcasting concepts are the de-facto standards of array computing today. NumPy offers comprehensive mathematical functions, random number generators, linear algebra routines, Fourier transforms, and more. NumPy supports a wide range of hardware and computing platforms and plays well with distributed, GPU, and sparse array libraries.

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2. TensorFlow: The TensorFlow Model Optimization Toolkit is a suite of tools for optimizing ML models for deployment and execution.TensorFlow Recommenders (TFRS) is a library for building recommender system models. A Python library that includes implementations of TensorFlow optimizers for training machine learning models with differential privacy.

3. Keras: Are you a beginner looking for both an introduction to machine learning and an introduction to Keras and TensorFlow? You're going to need more than a one-pager.

4. Scikit-Learn: The purpose of this guide is to illustrate some of the main features that scikit-learn provides. It assumes a very basic working knowledge of machine learning practices (model fitting, predicting, cross-validation, etc.).

Scikit-learn is an open-source machine learning library that supports supervised and unsupervised learning. It also provides various tools for model fitting, data preprocessing, model selection and evaluation, and many other utilities.

Python Language

5. Theano: Theano is a Python library that allows you to define, optimize, and efficiently evaluate mathematical expressions involving multi-dimensional arrays. It is built on top of NumPy. Theano features:

6. Matplotlib

7. Pandas

8. Scipy

9. PyTorch

10. Seaborn

Python Web Development

1. Django

2. Web2py

3. Flask

4. TurboGears

5. Bottle

6. CubicWeb

7. Cherrypy

8. Dash

9. Pyramid

10. Falcon

Python Automation Testing

1. Splinter

2. Robot

3. Behave

4. PyUnit

5. PyTest

Python Game Development

1. PyGame

2. PyGlet

3. PyOpenGI

4. Arcade

5. Panda3D

Python Image Processing

1. OpenCV

2. Mahotas

3. SimpleITK

4. Pillow

5. Scikit-image

Python Web Scrapping

1. Requests

2. Beautiful Soup

3. Selenium

4. Lxml

5. Scrapy