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Linear-Algebra-for-Data-Science_KDAI

This Repository shows Project and Assignment from Subject : Linear Algebra for Data Science taugh in Data Science and Analytics Curriculum

This program consists of 3 big topics as below

Basic Python Programming for Linear Algebra & Linaer Systems of Equation
Vector & Matrix (Norm , Singular Value Decomposition (SVM) and Its Use cases)
Linear Regression (Type Difference , Hyperplane , Regularization and Use cases)
Basic Image Processing (applied from topic 1-3)

Name		Name	Last commit message	Last commit date
Latest commit History 15 Commits
Calculation Sheet for Homework _LA_Linear Regression(10-Sep-22).xlsx		Calculation Sheet for Homework _LA_Linear Regression(10-Sep-22).xlsx
ClassLecture_SparseMatrix_Linear_Algebra_Lab_(30_Oct_22).ipynb		ClassLecture_SparseMatrix_Linear_Algebra_Lab_(30_Oct_22).ipynb
Class_Linear_Algebra_for_Image_Processing.ipynb		Class_Linear_Algebra_for_Image_Processing.ipynb
Homework Class SVD (27-Aug-22).pdf		Homework Class SVD (27-Aug-22).pdf
Linear Alg_Homework (Class 21-Aug-22).pdf		Linear Alg_Homework (Class 21-Aug-22).pdf
Linear_Algebra_Tutorial_Week1.ipynb		Linear_Algebra_Tutorial_Week1.ipynb
Puriwat_Assignment_ML_Data_Analytics_Exercise_&_Oil_Temperature_Prediction.ipynb		Puriwat_Assignment_ML_Data_Analytics_Exercise_&_Oil_Temperature_Prediction.ipynb
Puriwat_GroupActivity_Copy_Heart Attack Prediction (Linear Regression).pdf		Puriwat_GroupActivity_Copy_Heart Attack Prediction (Linear Regression).pdf
Puriwat_GroupActivity_Steganography.pdf		Puriwat_GroupActivity_Steganography.pdf
Puriwat_Homework Sparse Matrix (30-Oct-22).pdf		Puriwat_Homework Sparse Matrix (30-Oct-22).pdf
Puriwat_Homework_ImageProcessing Through Linear Algebra (6-Nov-22).pdf		Puriwat_Homework_ImageProcessing Through Linear Algebra (6-Nov-22).pdf
Puriwat_Homework_LA Class 10-sep-22.pdf		Puriwat_Homework_LA Class 10-sep-22.pdf
Puriwat_Homework_Plan and Hyperplane (8-Oct-22) .pdf		Puriwat_Homework_Plan and Hyperplane (8-Oct-22) .pdf
Puriwat_KMITL_DSA_LR_Homework_1_(Class_5_Aug_22).ipynb		Puriwat_KMITL_DSA_LR_Homework_1_(Class_5_Aug_22).ipynb
Puriwat_LinearAlgebra_Exercise_Image_Processing_12_Nov_22_.ipynb		Puriwat_LinearAlgebra_Exercise_Image_Processing_12_Nov_22_.ipynb
Puriwat_การบ้าน Linear Algebra ครั้งที่ 1 (6-Aug-22).pdf		Puriwat_การบ้าน Linear Algebra ครั้งที่ 1 (6-Aug-22).pdf
README.md		README.md
SparseMatrix_Homework_LA.ipynb		SparseMatrix_Homework_LA.ipynb
เฉลย - Puriwat_การบ้าน Linear Algebra ครั้งที่ 1 (6-Aug-22).pdf		เฉลย - Puriwat_การบ้าน Linear Algebra ครั้งที่ 1 (6-Aug-22).pdf
แหล่งค้นคว้าเพิ่มเติม Vector Norm_Puriwat Sangrawee.pdf		แหล่งค้นคว้าเพิ่มเติม Vector Norm_Puriwat Sangrawee.pdf

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