Learn Python AND Data Science in just an hour
ฝัง
- เผยแพร่เมื่อ 21 ก.ค. 2024
- 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 👉 aka.ms/data-science-from-scratch
More free data science training 👉 aka.ms/learn-data-science - วิทยาศาสตร์และเทคโนโลยี
Great Data Sciecne Introduction!
Small correction: A correlation coefficient close to -1 means a strong negative correlation. A coefficient close to 0 means no correlation ;)
Wow!!!
Just randomly started the video..Watched it till the end!
Kudos to this man! Loved it!
Hey Burk thank for this tutorial and all the channel’s team for the great content
My journey to data science just begun here. Thanks a lot
Thee best tutorial! pretty straightforward. Worth watching and following along
poor Vicky for being the low outlier 😂😂😂Burke couldn't stop calling her out😂😂
Just admit it, Microsoft loves macOS more than Windows 😂
Like a butcher refusing to take a bite out his own sausages. It raises a question and you probably wouldn't eat it. Unless you're a sheep of course.. they use what ever opera.....erm, eat what they get.
Thanks for this super cool tutorial
Perfect, I wish I could see your video when I was beginner. Of course I am not as far as beginner.
Burke : where is the Anaconda video you mentioned at beginning? I can't find it on this channel. Help please.
another amazing video... do you have any books to recommend for data science?
check o'reilly books
Or video to set up anaconda with VS Code...
put this on linkedin learning PLEASE!
I dare you!
I’m an old guy!
Let’s see if you can crack the old guy! (Secret I love to learn)
Can you do it?
Teaching an old dude some cool tricks!
Tia! Kai
did u cast ur vote
55:30 Describe