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Sukree Sinthupinyo
  • Home
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    • 2110101 Sec 6 (1/2020)
    • 2190102 Advanced Computer Programming
    • 2110477 Artificial Intelligence (1/2020)
    • 2110654 Artificial Intelligence (Master Course) (1/2020)
    • 2110747 Social Network Analysis (1/2020)
    • 2110574 AI for Engineers (1/2020)
    • Text and Web Mining
    • Data Driven Innovation
    • 2190101 Computer Programming (2/2020)
    • 2110571 Neural Network
    • 2147332 Artificial intelligence
    • 2110101 Sec 4 (2/2020)
    • 2110743 Machine Learning (2/2020)
    • Self Evaluation Exercises NN
    • 2190101 Summer 2020
    • 2147334 Machine Learning (1/2021)
    • 2110747 Social Network Analysis (1/2021)
    • 2110477 Artificial Intelligence (1/2021)
    • 2110654 Artificial Intelligence (Master Course) (1/2021)
    • 2190102 Advanced Computer Programming (1/2021)
    • 2110571 Neural Network (2/2021)
    • 2147332 Artificial intelligence (2/2021)
    • 2110743 Machine Learning (2/2021)
    • 2147334 Machine Learning (1/2022)
    • 2110747 Social Network Analysis (1/2022)
    • 2190102 Advanced Computer Programming (1/2022)
    • 2110654 Artificial Intelligence (Master Course) (1/2022)
    • 2110477 Artificial Intelligence (1/2022)
    • 2110571 Neural Network (2/2022)
    • 2147332 Artificial intelligence (2/2022)
    • 2110743 Machine Learning (2/2022))
    • 2190101 Summer 2022
    • 2147334 ML&DL (1/2023)
    • 2110747 Social Network Analysis (1/2023)
    • 2190102 Advanced Computer Programming (1/2023)
    • 2110477 Artificial Intelligence (1/2023)
    • 2110654 Artificial Intelligence (Master Course) (1/2023)
    • 2110571 Neural Network (2/2023)
    • 2190103 Advanced Computer Programming (2/2023)
    • 2110743 Machine Learning (2/2023))
    • 2110774 Data Driven Innovation (1/2024))
    • 2110747 Social Network Analysis (1/2024)
    • 2110477 Artificial Intelligence (1/2024)
    • 2110654 Artificial Intelligence (Master Course) (1/2024)
    • 2190101 (Temporary)
    • 2110571 Neural Network (2/2024)
    • 2110743 Machine Learning (2/2024))
    • 2110774 Data Driven Innovation (1/2025))
    • 2110747 Social Network Analysis (1/2025)
    • 2110654 Artificial Intelligence (Master Course) (1/2025)
    • 2110477 Artificial Intelligence (1/2025)
Sukree Sinthupinyo
  • Home
  • Lab Data
  • EA Public Hearing
  • Data Set
  • Schedule and Zoom links
  • About
  • Courses
    • Other Talks
    • 2110101 Sec 6 (1/2020)
    • 2190102 Advanced Computer Programming
    • 2110477 Artificial Intelligence (1/2020)
    • 2110654 Artificial Intelligence (Master Course) (1/2020)
    • 2110747 Social Network Analysis (1/2020)
    • 2110574 AI for Engineers (1/2020)
    • Text and Web Mining
    • Data Driven Innovation
    • 2190101 Computer Programming (2/2020)
    • 2110571 Neural Network
    • 2147332 Artificial intelligence
    • 2110101 Sec 4 (2/2020)
    • 2110743 Machine Learning (2/2020)
    • Self Evaluation Exercises NN
    • 2190101 Summer 2020
    • 2147334 Machine Learning (1/2021)
    • 2110747 Social Network Analysis (1/2021)
    • 2110477 Artificial Intelligence (1/2021)
    • 2110654 Artificial Intelligence (Master Course) (1/2021)
    • 2190102 Advanced Computer Programming (1/2021)
    • 2110571 Neural Network (2/2021)
    • 2147332 Artificial intelligence (2/2021)
    • 2110743 Machine Learning (2/2021)
    • 2147334 Machine Learning (1/2022)
    • 2110747 Social Network Analysis (1/2022)
    • 2190102 Advanced Computer Programming (1/2022)
    • 2110654 Artificial Intelligence (Master Course) (1/2022)
    • 2110477 Artificial Intelligence (1/2022)
    • 2110571 Neural Network (2/2022)
    • 2147332 Artificial intelligence (2/2022)
    • 2110743 Machine Learning (2/2022))
    • 2190101 Summer 2022
    • 2147334 ML&DL (1/2023)
    • 2110747 Social Network Analysis (1/2023)
    • 2190102 Advanced Computer Programming (1/2023)
    • 2110477 Artificial Intelligence (1/2023)
    • 2110654 Artificial Intelligence (Master Course) (1/2023)
    • 2110571 Neural Network (2/2023)
    • 2190103 Advanced Computer Programming (2/2023)
    • 2110743 Machine Learning (2/2023))
    • 2110774 Data Driven Innovation (1/2024))
    • 2110747 Social Network Analysis (1/2024)
    • 2110477 Artificial Intelligence (1/2024)
    • 2110654 Artificial Intelligence (Master Course) (1/2024)
    • 2190101 (Temporary)
    • 2110571 Neural Network (2/2024)
    • 2110743 Machine Learning (2/2024))
    • 2110774 Data Driven Innovation (1/2025))
    • 2110747 Social Network Analysis (1/2025)
    • 2110654 Artificial Intelligence (Master Course) (1/2025)
    • 2110477 Artificial Intelligence (1/2025)
  • More
    • Home
    • Lab Data
    • EA Public Hearing
    • Data Set
    • Schedule and Zoom links
    • About
    • Courses
      • Other Talks
      • 2110101 Sec 6 (1/2020)
      • 2190102 Advanced Computer Programming
      • 2110477 Artificial Intelligence (1/2020)
      • 2110654 Artificial Intelligence (Master Course) (1/2020)
      • 2110747 Social Network Analysis (1/2020)
      • 2110574 AI for Engineers (1/2020)
      • Text and Web Mining
      • Data Driven Innovation
      • 2190101 Computer Programming (2/2020)
      • 2110571 Neural Network
      • 2147332 Artificial intelligence
      • 2110101 Sec 4 (2/2020)
      • 2110743 Machine Learning (2/2020)
      • Self Evaluation Exercises NN
      • 2190101 Summer 2020
      • 2147334 Machine Learning (1/2021)
      • 2110747 Social Network Analysis (1/2021)
      • 2110477 Artificial Intelligence (1/2021)
      • 2110654 Artificial Intelligence (Master Course) (1/2021)
      • 2190102 Advanced Computer Programming (1/2021)
      • 2110571 Neural Network (2/2021)
      • 2147332 Artificial intelligence (2/2021)
      • 2110743 Machine Learning (2/2021)
      • 2147334 Machine Learning (1/2022)
      • 2110747 Social Network Analysis (1/2022)
      • 2190102 Advanced Computer Programming (1/2022)
      • 2110654 Artificial Intelligence (Master Course) (1/2022)
      • 2110477 Artificial Intelligence (1/2022)
      • 2110571 Neural Network (2/2022)
      • 2147332 Artificial intelligence (2/2022)
      • 2110743 Machine Learning (2/2022))
      • 2190101 Summer 2022
      • 2147334 ML&DL (1/2023)
      • 2110747 Social Network Analysis (1/2023)
      • 2190102 Advanced Computer Programming (1/2023)
      • 2110477 Artificial Intelligence (1/2023)
      • 2110654 Artificial Intelligence (Master Course) (1/2023)
      • 2110571 Neural Network (2/2023)
      • 2190103 Advanced Computer Programming (2/2023)
      • 2110743 Machine Learning (2/2023))
      • 2110774 Data Driven Innovation (1/2024))
      • 2110747 Social Network Analysis (1/2024)
      • 2110477 Artificial Intelligence (1/2024)
      • 2110654 Artificial Intelligence (Master Course) (1/2024)
      • 2190101 (Temporary)
      • 2110571 Neural Network (2/2024)
      • 2110743 Machine Learning (2/2024))
      • 2110774 Data Driven Innovation (1/2025))
      • 2110747 Social Network Analysis (1/2025)
      • 2110654 Artificial Intelligence (Master Course) (1/2025)
      • 2110477 Artificial Intelligence (1/2025)
  1. Next Door Catastrophe Part 1 (YouTube)

  2. Podee Presentation (Link, https://tinyurl.com/podee123)

  3. Super Engineer ss5

    1. Feature Engineering Colab

  4. MSMIS Social Media Monitoring 

    1. Slides

    2. Colab

      1. 23 Mar 25 https://colab.research.google.com/drive/1wwMX0Iu1bdKmjT2c21fSz3bj-YilhvXg?usp=sharing 

      2. 20 Mar 25 Progress Spreadsheet, Colab Live Demo, Colab without Gemini

    3. XLSX from twitter

    4. Text Mining Colab

  5. CEDT AI

    1. Playlist

      1. State Space Search 

        1. Uninformed Search https://www.youtube.com/playlist?list=PLwnUv3sNB6_U0YnB05EUBOCXmbHf-oobp 

        2. Informed Search https://youtube.com/playlist?list=PLwnUv3sNB6_XlJhYfNNF-IVUF3Ai4UTCH 

      2. Optimization Techniques https://youtube.com/playlist?list=PLwnUv3sNB6_VRvtNbaev41L9SoLnDLGPG   

      3. Bayesian Learning https://www.youtube.com/playlist?list=PLwnUv3sNB6_WNV8zxXenH6w2pmoM5lStH 

    2. Colab

      1. Blind Search https://colab.research.google.com/drive/1yAksAa_OFcaqpwU8hqEcOQ_usKrRoYJ1?usp=sharing 

      2. Game 24 https://colab.research.google.com/drive/1fHGXnexzDF-vT4uBdCfogWmVdQyCFlBj?usp=sharing 

      3. N-Queen https://colab.research.google.com/drive/1Da3txG1wV7IP9KnFKxgfDAYH7BMnUp8v?usp=sharing 

  6. Data Driven Innovations (Slides)

  7. I2 Hackathon 

    1. Slides 

    2. Zoom link: https://chula.zoom.us/j/7474759219 

    3. Colab

      1. Data Exploration 

  8. Data Visualization by AI (15 Jan 2025)

    1. Data

      1. https://data.go.th/

        1. Example data https://data.go.th/dataset/standardfarm 

        2. https://drive.google.com/file/d/1L7blXGjgNkyGvPzj6vZ3uOvp6CjeLoSd/view?usp=drive_link 

          1. File ID: 1L7blXGjgNkyGvPzj6vZ3uOvp6CjeLoSd

      2. https://catalog.nso.go.th/ 

    2. Colab 

      1. In class (Link)

      2. ฟาร์มสัตว์น้ำตามชายฝั่ง (Link)

  9. Generative AI in Education (29 Nov 2024)

  1. Slides (Download)

  1. Data Science Tool (สวทช)

    1. Slides (pptx)

    2. Colab (link)

  2. ETL (DRR)

    1. Slides (Link)

    2. Pentaho download (Link)

    3. Database services 

      1. MySQL Free Service (aiven)

      2. MySQL JDBC (Link to Download)

      3. MongoDB (Link)

    4. API 7timer.info (Link)

    5. JDK Download (Link)

  3. ChatGPT in Business (3 Sep 2024)

    1. Slides (Download)

    2. Transformer Example (Colab)

      1. Link to dataset (data.go.th)

      2. Intro to pandas (VDO Playlist)

      3. Colab in class (Colab)

    3. Text Classification using LSTM (Colab)

    4. Links to Generative AI Tools

      1. tome.app 

      2. ChatGPT

      3. Bard

  4. พื้นฐานทักษะวิทยาการคำนวณ 

    1. PowerPoint Slides: https://1drv.ms/p/s!Avdmkx5Vc5wcgrh0KDk0N9T4tnF3sg 

  5. EEW Data Science

    1. PowerPoint Slides: https://1drv.ms/p/s!Avdmkx5Vc5wcpaxlyaQL2EtNOzM34g 

    2. You can download public tableau from Tableau Public Product Download (You need to sign up with your email address) 

    3. One of the VDO clip that you can watch (here)

      1. The data demonstrated in the VDO is here.

    4. Open Data Website

      1. data.go.th 

      2. kaggle.com 

    5. Create your interesting question(s) 

    6. Use your preferred tools to create at least three charts 

    7. Put everything in a ppt file 

      1. Your interesting question(s) 

      2. Your data source (URL, or website) 

      3. Your data explanation (What is your data? How many fileds and records are there? 

      4. Your data products (at least three charts)

  6. Text and Web Mining (19, 26 November 23)

    1. Slides

    2. XLSX from twitter

    3. Source code (get twitter)

    4. Colab Mark EV

    5. Text Mining Colab

  7. AI & ML 

    1. 9 พ.ย. 66 Intro to ML

      1. Colab

      2. Clustering Colab

    2. 14 พ.ย. 66 Searching

      1. Blind Search (VDO Clip) 

      2. Informed Search (VDO Clip)

      3. Colabs

        1. BFS, DFS (Link)

        2. Game 24 (Link)

    3. 7 ธ.ค. 66 Pandas and Decision Tree 

      1. Source code Colab (Link)

      2. In class Colab (Link) 

      3. Recorded Zoom (Link)

    4. 14 ธ.ค. 66 Decision Tree 

      1. In class Colab [same as in 7 Dec 23] (Link) 

    5. 19 ธ.ค. 66 Clustering 

      1. In class Colab (Link)

    6. 16 ม.ค. 67 Text Processing (Clustering) 

      1. In class Colab (Link)

    7. 23 ม.ค. 67 Text Clustering 

      1. In class Colab (Link)

    8. 30 ม.ค. 67 Neural Network 

      1. In class Colab (Link)

    9. 6 ก.พ. 67 Neural Network

      1. Error Surface (Colab)

      2. Training a Sigmoid Unit (Colab)

      3. BNN using tensorflow.keras (Colab)

      4. iris keras (Colab)

    10. 13 ก.พ. 67

      1. MNIST (Colab)

      2. Pretrained CNN (Colab)

      3. Transfer Learning (Colab)

      4. LSTM for Time Series (Colab)

      5. LSTM for Text Classification (Colab)

  8. Text processing for Data Science (23 ต.ค. 66)

    1. Colab

    2. thairath.xlsx

    3. In-Class Colab

  9. Python for Data Science (17 ต.ค. 66)

    1. Colab

    2. https://edabit.com/challenges 

    3. Class demonstration (Colab)

  10. แนวทางการสอนวิทยาการคำนวณในโรงเรียน (สสวท) (4 ต.ค. 23)

    1. Slides

    2. data.go.th

  11. ChatGPT in Business (6 Sep 2023)

    1. Slides (Download)

    2. Transformer Example (Colab)

    3. Text Classfication using LSTM (Colab)

    4. Links to Generative AI Tools

      1. tome.app 

      2. ChatGPT

      3. Bard

  12. Social Monitoring (4 Sep 2023)

    1. Slides (Download)

    2. Please download the source file from here

    3. Install all packages below::

      1. selenium 

      2. bs4

      3. pandas 

      4. webdriver_manager

      5. openpyxl

    4. The colab to visualize data is here, ipynb file

    5. YouTube

  13. Big Data and Artificial Intelligence:

    1. ข้อสอบก่อนเรียน: https://forms.gle/ADqM2MdB1hUMJxLr7 

    2. Slide: https://1drv.ms/p/s!Avdmkx5Vc5wcofFsqQNxGFTweMxaLA 

    3. Colab: https://colab.research.google.com/drive/1-ViQ1rrIWrvE9XY6GA_bE17eeXNz-YTS?usp=sharing 

    4. pm.csv (Feb 2023) https://drive.google.com/file/d/1-EeyvSnCKZJ4188V2-VXc25_U-CqPbeD/view?usp=sharing 

    5. Intro to python (14 Feb 2023) https://colab.research.google.com/drive/1KSY055Y8i7BFGVg4efX_8M_7_epaJ2L8?usp=sharing 

    6. Wordcloud from twitter https://colab.research.google.com/drive/1HCUCsr4m5oqPLuOKL0oqSYz2kBt85v9Q?usp=sharing

    7. Wordcloud from twitter (user) https://colab.research.google.com/drive/1dNX1IJyqu11jmmFY2p5i22SIXqWgLXD5?usp=sharing 

    8. Intro to Unstructure Data https://colab.research.google.com/drive/11bBmALXB-nERGglbQLB-Or2NQFCX84hu?usp=sharing 

    9. Intro to PDF processing https://colab.research.google.com/drive/1P_9zcrCNF6HhsL7fYbxuuPE7C4iFoTFz?usp=sharing 

    10. Text Mining (VDO Playlist)

    11. Text Clustering (VDO Playlist)

    12. Connect to mongodb colab https://colab.research.google.com/drive/1o9qGCAs_UOHxSo4H7l58J0rbfyCQ5nf2?usp=sharing 

  14. Digital Health (11 Aug 2023) 

    1. https://tome.app/sukree/revolutionizing-healthcare-the-digital-frontier-cll4xaufl01l5mu5qkbpcnmi2 

  15. Cyber Crime Awareness (Chulalongkorn University Demonstration School) (14 July 2023)

    1. https://tome.app/sukree/cyber-crime-awareness-clk1r60xy00wtpm3dn5l03pad 

  16. Data Analytics: The Game-Changer (for BMA) (16 May 23) 

    1. DATA Analytics The Game-Changer.pptx 

  17. วิทยาการคำนวณ (21 Apr 23)

    1. วิทยาการคำนวณ (มัธยม) 

  18. EEW (31 Jan 23 and 7 Feb 23)

    1. https://chula.zoom.us/j/7474759219 

    2. https://www.beautiful.ai/player/-NN5NBknJtCOLYVod39b 

  19. Introduction to AI (22 Mar 22 @Sukosol Hotel, BKK)

    1. แบบสำรวจ https://docs.google.com/forms/d/e/1FAIpQLScyA3hwhmzaIJXHYXCSmkHVsVLeY6yOnircqeKouDx7bBohag/viewform?usp=sf_link 

    2. Slides https://1drv.ms/p/s!Avdmkx5Vc5wcgtFwSpHg4OZZn72jnw 

    3. Data Driven Innovation Slide: https://1drv.ms/p/s!Avdmkx5Vc5wclfsH2Z8O5MMfbxTgjw 

    4. Colab Links:

      1. 24 Games https://colab.research.google.com/drive/1fHGXnexzDF-vT4uBdCfogWmVdQyCFlBj?usp=sharing 

      2. 8 Puzzle (uninformed search) https://colab.research.google.com/drive/1is_K2SrzMrVCoPMLVn6VL3Qe3XpB44U1?usp=sharing 

      3. 8 Puzzle (informed search) https://colab.research.google.com/drive/1Wkgj9BC4AxC10ibTfbfYlbZEaLpl-MSM?usp=sharing 

      4. Rapidminer Studio Download https://my.rapidminer.com/nexus/account/index.html#downloads 

      5. Deep Learning https://colab.research.google.com/drive/14GgRMUyBMrHq4mGdgKPRdTVtLYC1UjPb?usp=sharing 

  20. Training @oncb (18-25 July 22)

    1. Intro to python https://colab.research.google.com/drive/1BcHZtTqFEEF8_i7Z0BDkzVQZrknb0XxC?usp=sharing 

    2. Rapidminer Studio https://my.rapidminer.com/nexus/account/index.html#downloads 

    3. In-Class Colab 18 July 22: https://colab.research.google.com/drive/1lrso1kxPVV3q41dJGSe49eRM1TkJ4kHJ?usp=sharing 

    4. In-Class Networkx 19 July 22: https://colab.research.google.com/drive/1uRCj-cFps_hp-NhsdykUUZl71_5GiCDv?usp=sharing 

    5. In-Class pandas 20 July 22: https://colab.research.google.com/drive/1zif6Bxv1Uo6jHz8L0jX2WKM_h1Isa1Wh?usp=sharing 

    6. Graph Search https://colab.research.google.com/drive/1uoZI4iE2e50yvJa3hHorW2_DghVrUSjK?usp=sharing 

    7. 24 Games https://colab.research.google.com/drive/1fHGXnexzDF-vT4uBdCfogWmVdQyCFlBj?usp=sharing 

    8. 8 Puzzle (uninformed search) https://colab.research.google.com/drive/1is_K2SrzMrVCoPMLVn6VL3Qe3XpB44U1?usp=sharing 

    9. 8 Puzzle (informed search) https://colab.research.google.com/drive/1Wkgj9BC4AxC10ibTfbfYlbZEaLpl-MSM?usp=sharing 


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