Zoom link: https://chula.zoom.us/j/7474759219
Shared Folder: https://drive.google.com/drive/folders/1bUEF_lbuAxB1KA1SgIXGmgHbVaVWVpEy?usp=sharing
คะแนนสอบกลางภาค
How to get the midterm score:
add line account @288sdzje
type "register xxxxxxxxxx" where xxxxxxxxxx is your student ID (you can skip this if you've already registered with this chat)
type "score 2110743"
2. Stat: Mean 92.77, SD 23.37, เต็ม 120
Schedule:
12 Jan 2025: Course Introduction, Intro to Machine Learning (VDO Playlist, Slides from Tom Mitchell Textbook)
19 Jan 2025: Concept Learning (Version Space, VDO Playlist, Slides from Tom Mitchell Textbook, Colab)
26 Jan, 2 Feb 2025,: Decision Tree Learning+XGBoosting (VDO Playlist, Slides from Tom Mitchell Textbook)
9 Feb 2025: Neural Network(VDO Playlist ดูถึง More Area of Perceptrons, Slides from Tom Mitchell Textbook)
Random Forest (Colab)
16, 23 Feb 2025: Neural Network(VDO Playlist ดูจนจบ Training a Perceptron, Slides from Tom Mitchell Textbook)
2 Mar 2025: Perceptron Training + Midterm Review
9 Mar 2025: Midterm
16, 23 Mar 25: Backpropagation Neural Network (VDO Playlist)+Evaluating Hypothesis (VDO Clips, Colab Link)
Colab for confusion matrix
6 Apr 25 CNN (VDO Clips)
20 Apr 25: Naive Bayes Learning (VDO Clips), Colab Link of LSTM for Text Classification)
27 Apr 25 Clustering (VDO Clips)
4 May 25 Reinforcement Learning (VDO Clips)
11 May 25 Final Exam (VDO Clip)
Project Presentation (Offline VDO)
Submitted via a form https://forms.gle/9zac15mXPq3Sr4mF8 (before 20 May 2025)
2-3 members/group
Choose from 1: Supervised, 2: Unsupervised
Supervised
Choose 1 dataset
Apply 2-3 algorithms
Fine tune model to be the best one
Unsupervised
Choose 1 dataset
Try to cluster data
Explain the result
Grading
Midterm 30%
Final 40%
Project (2-3 Students/group) 30%
Text book:
Text book slides are here.