| Bonus Resources.txt | 102.4 B | ||
| Get Bonus Downloads Here.url | 204.8 B | ||
| ~Get Your Files Here ! | |||
| 1 - Introduction | |||
| 1. Welcome to the course! (Description).html | 819.2 B | ||
| 1. Welcome to the course!.en_US.srt | 1.3 KB | ||
| 1. Welcome to the course!.mp4 | 22.1 MB | ||
| 2 - Working on the datasets | |||
| 3. Analyzing the NFL games (Description).html | 716.8 B | ||
| 3. Analyzing the NFL games.en_US.srt | 17 KB | ||
| 3. Analyzing the NFL games.mp4 | 199.6 MB | ||
| 4. Knowing the NFL players (Description).html | 716.8 B | ||
| 4. Knowing the NFL players.en_US.srt | 14.6 KB | ||
| 4. Knowing the NFL players.mp4 | 166 MB | ||
| 5. Understanding the NFL plays (Description).html | 819.2 B | ||
| 5. Understanding the NFL plays.en_US.srt | 5.3 KB | ||
| 5. Understanding the NFL plays.mp4 | 55.8 MB | ||
| Analyzing the NFL games | |||
| Analyzing the NFL games.ipynb | 113.4 KB | ||
| data | |||
| games.csv | 10.2 KB | ||
| ipynb_checkpoints | |||
| Analyzing the NFL games-checkpoint.ipynb | 113.4 KB | ||
| Knowing the NFL players | |||
| Knowing the NFL players.ipynb | 128.4 KB | ||
| data | |||
| images | |||
| ipynb_checkpoints | |||
| Knowing the NFL players-checkpoint.ipynb | 128.4 KB | ||
| Understanding the NFL plays | |||
| Understanding the NFL plays.ipynb | 14.3 KB | ||
| data | |||
| ipynb_checkpoints | |||
| 3 - Visualizing the sports field | |||
| 6. Visualizing the American Football Field (Description).html | 716.8 B | ||
| 6. Visualizing the American Football Field.en_US.srt | 23.1 KB | ||
| 6. Visualizing the American Football Field.mp4 | 276.7 MB | ||
| 7. Adding Players onto the Field (Description).html | 716.8 B | ||
| 7. Adding Players onto the Field.en_US.srt | 12.2 KB | ||
| 7. Adding Players onto the Field.mp4 | 157.9 MB | ||
| Adding Players onto the Field | |||
| Visualizing players onto the field.ipynb | 120.9 KB | ||
| data | |||
| ipynb_checkpoints | |||
| Visualizing players onto the field-checkpoint.ipynb | 120.9 KB | ||
| Visualizing the American Football Field | |||
| Visualizing the American Football Field.ipynb | 76.4 KB | ||
| images | |||
| football_field_image.png | 888.4 KB | ||
| ipynb_checkpoints | |||
| 4 - End of Course | |||
| 8. End of Course (Description).html | 716.8 B | ||
| 8. End of Course.en_US.srt | 614.4 B | ||
| 8. End of Course.mp4 | 10.3 MB | ||
| 9. Bonus Lecture (Description).html | 716.8 B | ||
| 9. Bonus Lecture.html | 5.8 KB | ||
| Visualizing the American Football Field-checkpoint.ipynb | 76.4 KB | ||
| week_data.csv | 113.1 MB | ||
| Understanding the NFL plays-checkpoint.ipynb | 14.3 KB | ||
| plays.csv | 4.7 MB | ||
| player_positions.png | 8.7 KB | ||
| players.csv | 69.7 KB | ||
| 2. About the datasets (Description).html | 716.8 B | ||
| 2. About the datasets.en_US.srt | 2.1 KB | ||
| 2. About the datasets.mp4 | 12.4 MB |
Data Science for Sports - Sports Analytics and Visualization
https://WebToolTip.com
Last updated 2/2021
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Language: English | Duration: 1h 8m | Size: 922 MB
Learn how to perform sports analytics and visualization using Python.
What you'll learn
Learn how to perform analysis of different kinds of sports data using the 2018 NFL season data.
Learn how to visualize sports statistics.
Learn how to create a sports field and visualize players on top of it.
Learn how to standardize sports data.
Requirements
Basic understanding of Python, Pandas and Matplotlib.
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