Data Science Software and Computation Experiments 2024

2025 Course page: Data Science Software and Computation Experiments 2025

Introduction

This course aims to help students developing the practical ability to use software computer tools for problem-solving and experimentation.

github repo: ‣ tjwei/DataScienceSoftware2024: Data Science Software and Computation Experiments 2024 (github.com)
Archived info:
- pre-2023 course page: 資料科學軟體實作 (notion.site)
- 2023 course page: Data Science Software and Computation Experiments 2023 (notion.site)
  - 2023 github repo: ‣

Weeks

Week1 (2024-09-04):
- Video:
  - Introduction: https://youtu.be/zyPaLjmg4Ek
  - NumPy(1): https://youtu.be/zdhdU78RpPE
- slides: https://www.canva.com/design/DAGPqi64mzc/KTdKR4l82pDsKy-wldNgkg/view?utm_content=DAGPqi64mzc&utm_campaign=designshare&utm_medium=link&utm_source=editor
Week2 (2024-09-11):
- Q&A: https://app.sli.do/event/66StEVq35yMFyyrSHvTR9g
- Video: NumPy(2) https://youtu.be/gPCYnDxgXUg
Homework 1
Week 3 (2024-09-18)
- Q&A: https://app.sli.do/event/7tTsSoHkVSdUxy92UExw82
- Video:
  - NumPy(3): https://youtu.be/AM3i8qmEQnk
  - How to Recognize Handwritten Digits with NumPy: https://youtu.be/ueMmC-EUCmI
- Notebooks:
  - 01-Numpy.ipynb
  - 01-From NumPy to MNIST.ipynb
Week 4 (2024-09-25)
- Q&A: https://app.sli.do/event/7BwCXSQmJsJEahmxnrCDDB
- Video:
  - Pandas(Chinese with English subtitle): https://youtu.be/Xm5EnV7gf_E
  - Pandas(English): https://youtu.be/4VH8kc_VnCc
- Notebooks: https://github.com/tjwei/DataScienceSoftware2024/blob/main/02-pandas/explore_airbnb.ipynb
- Slides: https://www.canva.com/design/DAGRkaHkSKU/EzzMlbK7X7hcs1M2TrC6-Q/view?utm_content=DAGRkaHkSKU&utm_campaign=designshare&utm_medium=link&utm_source=editor
Week5 (2024-10-02)
- Typhoon day off
- Optional Reading:
  - Following notebook 01~06 https://github.com/tjwei/DataScienceSoftware2024/tree/main/03-matplotlib_intro
  - Check this matplotlib tutorial https://www.youtube.com/playlist?list=PL-osiE80TeTvipOqomVEeZ1HRrcEvtZB_
  - or Learn Matplotlib in 6 minutes | Matplotlib Python Tutorial - YouTube
  - https://www.youtube.com/watch?v=4dLMdzOzG9M
  - Build game UI with matplotlib (Chinese)
    - https://youtu.be/AUVQ8tIDsOY
    - https://youtu.be/cYnndF9Daak
Week6 (2024-10-09) Matplotlib
- Live Streaming:
  - English 9:00am-11:30am https://youtube.com/live/KR0WohwEgTg?feature=share
  - 中文 13:30-15:30 https://youtube.com/live/TWnL1u5I14c?feature=share
  - Slides: https://www.canva.com/design/DAGSUhM7PCs/TWGfcfvjrbqM6v5957cOUA/view?utm_content=DAGSUhM7PCs&utm_campaign=designshare&utm_medium=link&utm_source=editor
  Homework 2
Week 7 (2024-10-16) Scikit-learn
- Live Streaming:
  - English 9:00am-11:30am: https://youtube.com/live/CMRgB2iqp6Q?feature=share
  - 中文 13:30-15:30: https://youtube.com/live/JIq66Zog7ig?feature=share
- Notebooks: https://github.com/tjwei/DataScienceSoftware2024/tree/main/04-machine_learning
- Slides: https://www.canva.com/design/DAGTpoSYJYQ/Y8B7TPsGLe6KvliwcPWllQ/view?utm_content=DAGTpoSYJYQ&utm_campaign=designshare&utm_medium=link&utm_source=editor
Week 8 (2024-10-23) scikit-learn (cont.)
- Live Streaming:
  - English 9:00-11:30: https://youtube.com/live/GpL8gqRatzs?feature=share
  - 中文: 11:30-15:30: https://youtube.com/live/Q5mflZkdGbI?feature=share
- Notebooks: https://github.com/tjwei/DataScienceSoftware2024/tree/main/04-machine_learning
- Slides: https://www.canva.com/design/DAGTpoSYJYQ/Y8B7TPsGLe6KvliwcPWllQ/view?utm_content=DAGTpoSYJYQ&utm_campaign=designshare&utm_medium=link&utm_source=editor
- QA: on youtube or https://app.sli.do/event/wvaNcQuEMgfkLqc4zewfWP
Week 9 (2024-10-30) PyTorch
- Live Streaming:
  - English 9:00-11:30: https://youtube.com/live/ow1pBCgw_BI?feature=share
  - 中文 13:30-15:30 https://youtube.com/live/WOQhL9sp0b8?feature=share
- Slides: https://www.canva.com/design/DAGU66yyTUY/XbLQuLalYnxSpS6bXyDDlQ/view?utm_content=DAGU66yyTUY&utm_campaign=designshare&utm_medium=link&utm_source=editor
- QA: https://app.sli.do/event/kutJdiTs2NCwJykJKQvrha
Homework 3
Week 10 (2024-11-06) OpenCV & skimage
- Live Streaming:
  - English 9:00-11:30: https://youtube.com/live/bXrb4YgwNGE?feature=share
  - 中文 13:30-15:30: https://youtube.com/live/d1fz8nvAkOM?feature=share
- Slides: https://www.canva.com/design/DAGVZEAr2KA/NmqNhZo--irsPw1vd2UH_g/view?utm_content=DAGVZEAr2KA&utm_campaign=designshare&utm_medium=link&utm_source=editor
Week 11 (2024-11-13) Hugging Face Ecosystem
- Live Streaming:
  - English 9:00-11:30: https://youtube.com/live/E_v2imNoFU8?feature=share
  - 中文 13:30-15:30: https://youtube.com/live/_Yqjtz8w2KI?feature=share
- Slides: https://www.canva.com/design/DAGWRP53HPw/oBTcikPP_3KH-bqzQEC9og/view?utm_content=DAGWRP53HPw&utm_campaign=designshare&utm_medium=link&utm_source=editor
Week 12 (2024-11-20): gradio, streamlit, NiceGUI, flet
- Live Streaming:
  - English 9:00-11:30: https://youtube.com/live/AC5wGOgeV5Q?feature=share
  - 中文 13:30-15:30: https://youtube.com/live/jTnTRHQUJZE?feature=share
- Slides: https://www.canva.com/design/DAGW7d654Xs/ZTfcpX7-GQ0UwMueFuiLvA/view?utm_content=DAGW7d654Xs&utm_campaign=designshare&utm_medium=link2&utm_source=uniquelinks&utlId=h1a25b8c527
  
  Homework 4
Week 13 (2024-11-27): cython, numba, jax
Week 14 (2024-12-04): numba, jax, rust, polars