Sign in to confirm you’re not a bot
This helps protect our community. Learn more

Learn Python AND Data Science in just an hour

Visual Studio Code
758K subscribers
<__slot-el>
<__slot-el>
45K views 2 years ago
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 Matpl …...more
...more

Getting started with Visual Studio Code and Anaconda

0:00

Installing Jupyter Notebooks and Python

1:09

Creating a Jupyter Notebook

1:32

Working with data

2:17

Introduction to Pandas

9:27

Working with Data Frames

10:18

Read a CSV file into a Pandas Data Frame

14:18

Remove Null values in data

15:31

Adding a column to a Data Frame

19:57

Grouping data using 'groupby()'

21:26

Creating charts from data

25:16

Rainbow CSV

26:12

Using Matplotlib to make charts

26:31

Customizing charts with Matplotlib

28:02

Creating a pie chart with Matplotlib

32:18

Creating a chart directly from Data Frame

34:12

Data Science, Samples, and Distributions

34:58

Creating a histogram with Matplotlib

35:45

Central Tendencies, Mean, Median, and Mode

37:39

Creating a boxplot with Matplotlib

41:21

Visualizing probability density with Matplotlib

43:57

Creating a Jupyter Notebook

46:22

Statistical Outliers

47:06

Variance, Range, and Standard Deviation

49:22

68% Rule

52:39

Analyzing box plots

56:37

Normalizing ranges

58:46

Calculating Correlation value

1:02:17

Using regression lines

1:04:19

Least squares regression

1:06:00

Things are getting interesting

1:09:54

Thank you for learning with us!

1:12:16
Learn Python AND Data Science in just an hour
1KLikes
45,083Views
2022Nov 8
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

Follow along using the transcript.

Visual Studio Code

758K subscribers