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Analiza danych i uczenie maszynowe 2019/2020

Projekty zaliczeniowe

Literatura

  • Kagle - Platforma analizy danych
  • Sebastian Raschka, Python Machine Learning
  • Sebastian Raschka, Python. Uczenie maszynowe
  • Alberto Boschetti, Luca Massaron, Python. Podstawy nauki o danych
  • Python Machine Learning (2nd Ed.) Code Repository
  • Machine Learning Notebooks

    • Biblioteki

  • Numpy
  • Scipy
  • Pandas
  • Matplotlib
  • Seaborn
  • Scikit - learn

    • Import

  • import numpy as np
  • import pandas as pd
  • import matplotlib.pyplot as plt
  • import seaborn as sns

    • Klasyczne zbiory danych

  • Iris flowers dataset
  • Classical datasets

    • Pandas Guide - data analysis

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    Materialy dodatkowe

    Kaggle.com - platform z danymi i tutorialami

    Pandas

    SciKit - learn - Machine learning

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    Lista pakietow Scikits

    Mathematics for Machine Learning

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    Statistics and Machine Learning in Python

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    Wprowadzenie do Pythona dla naukowcow i inzynierow

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    Scipy tutorial - scientific computations in Python

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    Materialy dodatkowe SciPy

    Scipy cookbook - scientific computations in Python

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    Przydatne linki

    © 2019 R.K.