Course Syllabus-Introduction to AI (2025,fall)

	A	B	C	D	E	F	G	H	I	J
1	Fundametal AI (2025, Fall)
2	Week	Date	Day	Lecture	Lecture Topic	Textbook	Lecture Contents	Lab - Tuturial	Assignments	Assignments Due
3	1	9/2/2025	Tue	0	Introduction to Course [Lecture Slides]
4	1	9/3/2025	Wed	1	Introduction to AI [Lecture Slides]		Defintion of AI, History
5	2	9/9/2025	Tue	2	Overview of Machine Learning [Lecture Slides]		Definition of Machine Learning, Classical and Neural Network
6	2	9/10/2025	Wed	3	Python Programming[Lecture Jupyter Notebook]		Python Programming		Quiz 2: Python Basics: For Beginner: Jupyter Notebook For Intermediate : Jupyter Notebook	2025.9.21
7	3	9/16/2025	Tue	4	Data Science Programming (Numpy, Pandas, Matplotlib) [Lecture Note: Numpy, Pandas, Matplotlib] Quiz for Python4ML[Jupyter Notebook]		Numpy
8	3	9/17/2025	Wed				Mapplotlib
9	4	9/23/2025	Tue				Padas		Quiz 3: Coding Assignment Numpy[Jupyter Notebook], Matplotlib and Pandas[Jupyter Notebook]	2025.10.1
10	4	9/24/2025	Wed	5	Overview of Machine Learning[Lecture Slide][Video1][Video2]
11	5	9/30/2025	Tue	6	Feature Engineering[Lecture Slide][Video1][Video2]			categorical_encoding_missing_value[Jupyter Notebook] normalization_standardization_scaling[Jupyter Notebook]
12	5	10/1/2025	Wed	6	Feature Engineering[Lecture Slide][Video1][Video2]
13	6	10/7/2025	Tue		Holiday
14	6	10/8/2025	Wed		Holiday
15	7	10/14/2025	Tue	7	Linear Regression[Lecture Slide][Video1][Video2]			Lab-05: Linear Regression[Colab]
16	7	10/15/2025	Wed	7	Linear Regression[Lecture Slide][Video1][Video2]
17	8	10/21/2025	Tue		Mid-Term Evalutation
18	8	10/22/2025	Wed		Mid-Term Evalutation
19	9	10/28/2025	Tue	8	Logistic Regression[Lecture Slide][Video]			Lab-09: Logistic Regression[Colab]
20	9	10/29/2025	Wed	8	Logistic Regression[Lecture Slide][Video]
21	10	11/4/2025	Tue	9	KNN & K-means[Lecture Slides][Video]			Lab-09: KNN & K-Means Tuturial[Colab]
22	10	11/5/2025	Wed	9	KNN & K-means[Lecture Slides][Video]
23	11	11/11/2025	Tue	10	Decision Tree[Lecture Slide][Video]			Lab-10: Decision Tree Random Forest from Srach[Colab]
24	11	11/12/2025	Wed	10	Decision Tree[Lecture Slide][Video]
25	12	11/18/2025	Tue	11	PCA[Lecture Slide][Video]
26	12	11/19/2025	Wed	11	PCA[Lecture Slide][Video]
27	13	11/25/2025	Tue	12	MLP [Lecture Slides]
28	13	11/26/2025	Wed	12	MLP [Lecture Slides]
29	14	12/2/2025	Tue	12	Convolution Neural Network [Lecture Slides]
30	14	12/3/2025	Wed	12	Convolution Neural Network [Lecture Slides]
31	15	12/9/2025	Tue	13	Recurrent Neural Network [Lecture Slides]
32	15	12/10/2025	Wed	13	Recurrent Neural Network [Lecture Slides]
33	16	12/16/2025	Tue	14	Hans-on: Build RNN for Seq2Seq
34	16	12/17/2025	Wed	14	Hans-on: Build RNN for Seq2Seq
35					Testbook source code
36					Data sets
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38					Prorgramming for Machine Learning[Slides]
39					Classical Machine Learning I [Slides]
40					Classical Machine Learning II [Slides]
41					Tensorflow[Slides]
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