💻 jupyter notebooks for ML studying

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Concepts

• Basic Concepts and Data Handling
  • 01_1 ML Basic Concepts
  • 01_2 Numpy
  • 01_4 Matplotlib
• Perceptron
  • 02_1 Perceptron
• Neural Network
  • 03_1 Neural Network
  • 03_2 Neural_Network_II
  • 03_3 Neural_Network_III
  • 03_4 Neural_Network_IV
• Neural Network Training
  • 04_1 Neural_Network_Training
  • 04_2 Numerical_Differentiation
  • 04_3 Neural_Training_Algorithm

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LAB (Tensor Flow)

• lab01 Machine Learning Concepts
• lab02 Simple Linear Regression
• lab03 Linear Regression and How to minimize cost
• lab04 Multi variable linear regression
• lab04 Multi variable linear regression LAB
• lab05_1 Logistic Regression
• lab05_2 Logistic Regression

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LAB (Pytorch)

• lab01_1 Tensor Manipulation
• lab01_2 Tensor Manipulation II
• lab02 Linear regression