Basic Programming for Data Scientists and Data Visualization [Course Repository]
โดย ผศ. ดร.ธนพงศ์ อินทระ สาขาวิชาสถิติ มหาวิทยาลัยขอนแก่น
by Assistance Professor Dr.Thanapong Intharah (personal webpage)
Class period 1: https://colab.research.google.com/github/tohnperfect/data_viz/blob/main/Python101.ipynb
Class period 2, 3: https://colab.research.google.com/github/tohnperfect/data_viz/blob/main/Function_Loop_Condition.ipynb
Class period 4, 5: https://github.com/tohnperfect/data_viz/blob/main/More_advanced_data_structure.ipynb
Class period 6, 7, 8: https://github.com/tohnperfect/data_viz/blob/main/Pandas_101.ipynb
Class period 9, 10: https://github.com/tohnperfect/data_viz/blob/main/Pandas102.ipynb
Class period 11: https://github.com/tohnperfect/data_viz/blob/main/Visualize_Table_Data_(01).ipynb
Class period 12, 13, 14, 15: https://github.com/tohnperfect/data_viz/blob/main/Visualize_Data_Distribution_(02).ipynb
Class period 16: https://github.com/tohnperfect/data_viz/blob/main/Quiz_5.ipynb
Class period 17: https://github.com/tohnperfect/data_viz/blob/main/Visualize_Data_Distribution_(PCA).ipynb
Class period 18: https://github.com/tohnperfect/data_viz/blob/main/Visualize_Data_Comparison.ipynb
Class period 19, 20: https://github.com/tohnperfect/data_viz/blob/main/Visualize_Data_Comparison.ipynb
Chapter 8: https://github.com/tanpharamut/data_viz/blob/main/Chapter8_Timeline_Chart_Candlestick_Chart_CSD.ipynb
Class period 1 Basic python: https://youtu.be/A74LfXUuWUU
Class period 2 Function-Loop: https://youtu.be/b3_mqAe2g4o
Class period 3 Loop function: https://youtu.be/cvgU2VxlzuA
Class period 4 Dictionary numpy: https://youtu.be/fd8oZRxTjhU
Class period 5 Numpy functions: https://youtu.be/CW50Lchmo6c
Class period 6 Pandas Basic + Slicing: https://youtu.be/9hNV9aBDrks
Class period 7 Pandas แก้ไข missing + iterrows: https://youtu.be/ie5hwKbhCsM
Class period 8 วนลูปตาราง + ฟังก์ชั่นพิเศษ: https://youtu.be/Z1m2C9c0rH0
Class period 9 การต่อตารางแกน X-Y และ HW7: https://youtu.be/NXQWYOduNTI
Class period 10 จบการจัดการข้อมูลตารางด้วย pandas: https://youtu.be/VfPsDelwLzQ
Class period 11 Visualize Table Data: https://youtu.be/L9ZN-gts6l8
Class period 12 Scatter 01: https://youtu.be/H3kVb-2-Av8
Class period 13 Scatter 02: https://youtu.be/k42VHx-4jOc
Class period 14 จบ Scatter - Bubble Chart: https://youtu.be/uMgZfLHvNhA
Class period 15 Box plot: https://youtu.be/Bk0J20J-Glk
Class period 16 Datetime - Timestamp: https://youtu.be/Aw_QOmM1EkU
Class period 17 PCA plot: https://youtu.be/uSTa4xWlpCY
Class period 18 Bar chart - Grouped Bar chart: https://youtu.be/yKJf4nlN0Ig
Class period 19 Stacked Bar Chart & Histogram: https://youtu.be/44EMQs50Gwg
Class period 20 Histograme - Radar Chart: https://youtu.be/Vjn0VJ1XRHE
Class period 21 Dashboard with Google Data Studio: https://youtu.be/62KBS5krz8M
https://youtube.com/playlist?list=PLEeOkFCKOJSxfKe1omA3QlsMulPZGay6U&si=mFSfz6qO3VRYux6q