Learn Python AND Data Science in just an hour скачать в хорошем качестве

Learn Python AND Data Science in just an hour

Can you learn Data Science - even if you don't know Python - in just an hour? YES. In this complete tutorial, you'll learn the basics of data science and Python as you work with student data to predict a grade based on the number of hours studied. Chapters: Part 1: 00:00 Getting started with Visual Studio Code and Anaconda 01:09 Installing Jupyter Notebooks and Python 01:32 Creating a Jupyter Notebook 02:17 Working with data 09:27 Introduction to Pandas 10:18 Working with Data Frames 14:18 Read a CSV file into a Pandas Data Frame 15:31 Remove Null values in data 19:57 Adding a column to a Data Frame 21:26 Grouping data using 'groupby()' Part 2: 25:16 Creating charts from data 26:12 Rainbow CSV 26:31 Using Matplotlib to make charts 28:02 Customizing charts with Matplotlib 32:18 Creating a pie chart with Matplotlib 34:12 Creating a chart directly from Data Frame 34:58 Data Science, Samples, and Distributions 35:45 Creating a histogram with Matplotlib 37:39 Central Tendencies, Mean, Median, and Mode 41:21 Creating a boxplot with Matplotlib 43:57 Visualizing probability density with Matplotlib Part 3: 46:22 Creating a Jupyter Notebook 47:06 Statistical Outliers 49:22 Variance, Range, and Standard Deviation 52:39 68% Rule 56:37 Analyzing box plots 58:46 Normalizing ranges 01:02:17 Calculating Correlation value 01:04:19 Using regression lines 01:06:00 Least squares regression 01:09:54 Things are getting interesting 01:12:16 Thank you for learning with us! Follow along with the interactive tutorial 👉 https://aka.ms/data-science-from-scratch More free data science training 👉 https://aka.ms/learn-data-science