A Hands-On Introduction to Essential Python Libraries and Frameworks Front Cover

A Hands-On Introduction to Essential Python Libraries and Frameworks

Description

Essential Python libraries and frameworks that every aspiring data scientist, ML engineer, and Python developer should know.

“Python is not just a language, it’s a community where developers can learn, collaborate and create wonders.”

~ Guido van Rossum (Creator of Python)

The following libraries and frameworks are covered in this book:

A BRIEF HISTORY OF PYTHON PROGRAMMING LANGUAGE

DATA SCIENCE

  • PANDAS
  • NUMPY
  • SEABORN
  • SCIPY
  • MATPLOTLIB

MACHINE LEARNING

  • SCIKIT-LEARN
  • PYTORCH
  • TENSORFLOW
  • XGBOOST
  • LIGHTGBM
  • KERAS
  • PYCARET

MLOPS

  • MLFLOW
  • KUBEFLOW
  • ZENML

EXPLAINABLE AI

  • SHAP
  • LIME
  • INTERPRETML

TEXT PROCESSING

  • SPACY
  • NLTK
  • TEXTBLOB
  • CORENLP
  • GENSIM
  • REGEX

IMAGE PROCESSING

  • OPENCV
  • SCIKIT-IMAGE
  • PILLOW
  • MAHOTAS
  • SIMPLEITK

WEB FRAMEWORK

  • FLASK
  • FASTAPI
  • DJANGO
  • DASH
  • PYRAMID

WEB SCRAPING

  • BEAUTIFULSOUP
  • SCRAPY
  • SELENIUM

A PRIMER TO THE 42 MOST COMMONLY USED MACHINE LEARNING ALGORITHMS (WITH CODE SAMPLES)
MINDFUL AI
INSIDE ALAN TURING: QUOTES & CONTEMPLATIONS

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