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The Junior Data Scientist's First Month /2nd edition/
Introduction
1.1. About the course... (5:58)
1.2. About me (1:25)
DAY #1 - Welcome!
Welcome! +TASK #1
1 - What does Send-A-Tree do? (1:38)
2 - The three things you should be good at (3:06)
3 - The untold secret of working as a Data Scientist (3:44)
4 - The best "mentors" for a junior Data Scientist (2:09)
TASK #2 - Set up your data server!
DAY #2 - Get the data!
Learning Materials for DAY #2
Before TASK #1... (5:07)
TASK #1
TASK #1 - HINT (read only if you are stuck)
TASK #2
TASK #2 - HINT (read only if you are stuck)
Extra: Data Structure Documentation
DAY #2 - SOLUTIONS
TASK #1 - Code
TASK #1 - Explanation Video (9:09)
TASK #2 - Code
TASK #2 - Explanation Video (6:46)
DAY #3 - Automate!
Learning Materials for DAY #3 (8:30)
TASK #1
TASK #1 - HINT (read only if you are stuck)
TASK #2
DAY #3 - SOLUTIONS
TASK #1 - Explanation Video (9:19)
TASK #1 - Code
TASK #2 - Explanation Video (8:05)
DAY #4 - Put your data into SQL, then explore it!
Before you do anything... (1:06)
Learning Materials for TASK #1
TASK #1
TASK #1 - HINT (read only if you are stuck)
TASK #2
TASK #2 - HINT (read only if you are stuck) (4:23)
OPTIONAL - TASK #3
OPTIONAL - Learning Materials for TASK #4
OPTIONAL - TASK #4
DAY #4 - SOLUTIONS
TASK #1 - Explanation Video (9:19)
TASK #1 - Code
TASK #2 - Explanation Video (5:31)
TASK #2 - Code
TASK #4 - Code
DAY #5 - Segments.
Intro for DAY #5
Learning Materials for DAY #5
TASK #1
TASK #1 - HINT (read only if you are stuck)
DAY #5 - SOLUTIONS
TASK #1 - Code
TASK #1 - Explanation Video (26:07)
EXTRA: Did you catch the mistakes?
DAY #6 - Business metrics.
TASK #1
Learning Materials for DAY #6
TASK #1 - HINT (read only if you are stuck)
DAY #6 - SOLUTIONS
TASK #1 - Code
TASK #1 - Explanation Video (19:41)
TASK #1 - Explanation Video - Important Addition (3:08)
DAY #7 - Visualize!
TASK #1
TASK #1 - Recommended Tools
Learning Materials for DAY #7
TASK #1 - HINT (read only if you are stuck)
DAY #7 - SOLUTIONS
TASK #1 - First Half - Explanation Video (8:13)
TASK #1 - Second Half - Explanation Video (20:47)
TASK #1 - Second Half - Code
DAY #8 - Funnels.
Learning Materials for DAY #8
TASK #1
TASK #1 - HINT (read only if you are stuck)
DAY #8 - SOLUTIONS
TASK #1 - Code
TASK #1 - Explanation Video - First Half (17:16)
TASK #1 - Explanation Video - Second Half (7:18)
DAY #9 - Cohort Analysis.
Learning Materials for DAY #9
Intro Task
Intro Task - HINT (read only if you are stuck)
Main Task
Main Task - HINT (read only if you are stuck)
Main Task - EXTRA-HINT (read only if you have absolutely no idea where to start)
DAY #9 - SOLUTIONS
INTRO TASK - Code
INTRO TASK - Explanation Video (7:34)
MAIN TASK - Code
MAIN TASK - Explanation Video (13:48)
DAY #10 - Prediction with Regression
Before you do anything...
Learning Materials for DAY #10 & DAY #11
Intro Task
Intro Task - HINT (read only if you are stuck)
Main Task
Main Task - HINT (read only if you are stuck)
DAY #10 - SOLUTIONS
INTRO TASK - Code
INTRO TASK - Explanation Video (8:31)
MAIN TASK - Explanation Video - First Half (9:18)
MAIN TASK - Explanation Video - Second Half (14:47)
MAIN TASK - Code
DAY #11 - Simple Machine Learning Task: Classification.
Learning Materials for DAY #11
TASK #1
TASK #1 - HINT (read only if you are stuck)
DAY #11 - SOLUTIONS
MAIN TASK - Code
MAIN TASK - Jupyter Notebook
MAIN TASK - Explanation Video - 1st (11:37)
MAIN TASK - Explanation Video - 2nd (2:45)
MAIN TASK - Explanation Video - 3rd (10:46)
MAIN TASK - Explanation Video - 4th (6:38)
DAY #12 - Wrap-up!
Thank you and bye-bye!
TASK #2 - Set up your data server!
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