Course Modules: DRAFT: UT Austin - Foundations of Data Analysis

e-reference book

e-reference book e-reference book

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Neural Network Projects with Python : The Ultimate Guide to Using Python to Explore the True Power of Neural Networks Through Six Projects Neural Network Projects with Python : The Ultimate Guide to Using Python to Explore the True Power of Neural Networks Through Six Projects 1

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Orientation

Orientation Orientation

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MLintro.pdf MLintro.pdf 1

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pre_class_self_assessment.ipynb pre_class_self_assessment.ipynb 2

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DIS_Pre_semester_Computer_Science.pdf DIS_Pre_semester_Computer_Science.pdf 3

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course_overview.pdf course_overview.pdf 4

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Week 1: Intro to ML; Logistic regression + Feed forward NNs

Week 1: Intro to ML; Logistic regression + Feed forward NNs Week 1: Intro to ML; Logistic regression + Feed forward NNs

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week1_exercises.ipynb week1_exercises.ipynb 1

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week1_slides.pdf week1_slides.pdf 2

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Week 2: Gradient Descent and Backpropagation

Week 2: Gradient Descent and Backpropagation Week 2: Gradient Descent and Backpropagation

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logistic_regression_gradient_descent_tutorial.ipynb logistic_regression_gradient_descent_tutorial.ipynb 1

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week2_slides.pdf week2_slides.pdf 2

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week2_exercises.ipynb week2_exercises.ipynb 3

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Week 3: Overfitting, Regularization, Keras

Week 3: Overfitting, Regularization, Keras Week 3: Overfitting, Regularization, Keras

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week3_slides.pdf week3_slides.pdf 1

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week3_exercises.ipynb week3_exercises.ipynb 2

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Week 4: Convolutional neural networks

Week 4: Convolutional neural networks Week 4: Convolutional neural networks

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Convolving.ipynb Convolving.ipynb 1

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week4_exercises.ipynb week4_exercises.ipynb 2

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week4_slides.pdf week4_slides.pdf 3

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Week 5: RNNs

Week 5: RNNs Week 5: RNNs

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week5_slides.pdf week5_slides.pdf 1

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week5_exercises.ipynb week5_exercises.ipynb 2

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Week 6: Transfer Learning

Week 6: Transfer Learning Week 6: Transfer Learning

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X_cat_vs_dog.npz X_cat_vs_dog.npz 1

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Y_cat_vs_dog.npz Y_cat_vs_dog.npz 2

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week6_exercises.ipynb week6_exercises.ipynb 3

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week6_slides.pdf week6_slides.pdf 4

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X_cat_vs_dog2.npz.npy X_cat_vs_dog2.npz.npy 5

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Y_cat_vs_dog2.npz.npy Y_cat_vs_dog2.npz.npy 6

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Week 7: Latent spaces and generative models

Week 7: Latent spaces and generative models Week 7: Latent spaces and generative models

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week7_slides.pdf week7_slides.pdf 1

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week7_exercises.ipynb week7_exercises.ipynb 2

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