Data Science from Scratch

Reading Journey

  • Started: 2022-10-17T20:06:10Z
  • Ended: 2022-10-20T15:58:42Z
  • Total Time Read: 4hrs 10mins 5secs
Code
%run _help_reading.py
import pandas as pd

df = pd.read_csv(
  'https://github.com/MrGeislinger/victorsothervector/raw/main/'
  'data/reading/all_reading-clean.csv'
)

book_name = """Data Science from Scratch"""
one_title = one_title_data(df, book_name)
one_title_summary = get_summary_by_day(one_title)
generate_plot(one_title_summary, book_name);
Figure 1: Reading done for Data Science from Scratch

Thoughts on Data Science from Scratch

Overview

This is a first-principles-based, practical introduction to the fundamentals of data science aimed at the mathematically-comfortable reader with some programming skills. The book covers: The important parts of Python to know The important parts of Math / Probability / Statistics to know The basics of data science How commonly-used data science techniques work (learning by implementing them) What is Map-Reduce and how to do it in Python Other applications such as NLP, Network Analysis, and more.

READING

READING

READING


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