Learning Python and ML

What I learnt last year.

Data structure libs

  • numpy
  • pandas

Visualisation libs

  • matplotlib
  • seaborn
  • plotly and cufflinks

Typing

  • typing

Code Formatters

  • autopep8

Linting

  • pylint

Testing

  • unittest
  • pytest

Frameworks

  • django
  • flask

Scrapers

  • beautifulsoup
  • scrapy

Datasets

  • kaggle.com
  • google datasetsearch
  • reddit
  • who data
  • un data
  • world bank data

Package managers

  • pip
  • poetry
  • pipenv

Tools

  • jupyter notebook
  • jupyter lab

Data science services

  • metabase
  • superset

Scheduler services

  • airflow

Object store

  • minio

Docker Monitoring and Management

  • prometheus.io
  • portainer.io

Natural Language Processing

  • nltk

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