| Building Machine Learning Systems with TensorFlow [Video]/1.1-The course Overview - Building Machine Learning Systems with TensorFlow [Video].mp4 |
12.5 MB |
| Building Machine Learning Systems with TensorFlow [Video]/1.2-TensorFlows Main Data Structure – Tensors - Building Machine Learning Systems with TensorFlow [Video].mp4 |
19.6 MB |
| Building Machine Learning Systems with TensorFlow [Video]/1.3-Handling the Computing Workflow – TensorFlows Data Flow Graph - Building Machine Learning Systems with TensorFlow [Video].mp4 |
14.3 MB |
| Building Machine Learning Systems with TensorFlow [Video]/1.4-Basic Tensor Methods - Building Machine Learning Systems with TensorFlow [Video].mp4 |
29.6 MB |
| Building Machine Learning Systems with TensorFlow [Video]/1.5-How TensorBoard Works - Building Machine Learning Systems with TensorFlow [Video].mp4 |
19.1 MB |
| Building Machine Learning Systems with TensorFlow [Video]/1.6-Reading Information from Disk - Building Machine Learning Systems with TensorFlow [Video].mp4 |
15.7 MB |
| Building Machine Learning Systems with TensorFlow [Video]/2.1-Learning from Data –Unsupervised Learning - Building Machine Learning Systems with TensorFlow [Video].mp4 |
4.8 MB |
| Building Machine Learning Systems with TensorFlow [Video]/2.2-Mechanics of k-Means - Building Machine Learning Systems with TensorFlow [Video].mp4 |
6.6 MB |
| Building Machine Learning Systems with TensorFlow [Video]/2.3-k-Nearest Neighbor - Building Machine Learning Systems with TensorFlow [Video].mp4 |
15.4 MB |
| Building Machine Learning Systems with TensorFlow [Video]/2.4-Project 1 – k-Means Clustering on Synthetic Datasets - Building Machine Learning Systems with TensorFlow [Video].mp4 |
16 MB |
| Building Machine Learning Systems with TensorFlow [Video]/2.5-Project 2 – Nearest Neighbor on Synthetic Datasets - Building Machine Learning Systems with TensorFlow [Video].mp4 |
8.4 MB |
| Building Machine Learning Systems with TensorFlow [Video]/3.1-Univariate Linear Modelling Function - Building Machine Learning Systems with TensorFlow [Video].mp4 |
9.4 MB |
| Building Machine Learning Systems with TensorFlow [Video]/3.2-Optimizer Methods in TensorFlow – The Train Module - Building Machine Learning Systems with TensorFlow [Video].mp4 |
6 MB |
| Building Machine Learning Systems with TensorFlow [Video]/3.3-Univariate Linear Regression - Building Machine Learning Systems with TensorFlow [Video].mp4 |
18.8 MB |
| Building Machine Learning Systems with TensorFlow [Video]/3.4-Multivariate Linear Regression - Building Machine Learning Systems with TensorFlow [Video].mp4 |
19.2 MB |
| Building Machine Learning Systems with TensorFlow [Video]/4.1-Logistic Function Predecessor – The Logit Functions - Building Machine Learning Systems with TensorFlow [Video].mp4 |
7.3 MB |
| Building Machine Learning Systems with TensorFlow [Video]/4.2-The Logistic Function - Building Machine Learning Systems with TensorFlow [Video].mp4 |
10.1 MB |
| Building Machine Learning Systems with TensorFlow [Video]/4.3-Univariate Logistic Regression - Building Machine Learning Systems with TensorFlow [Video].mp4 |
25.1 MB |
| Building Machine Learning Systems with TensorFlow [Video]/4.4-Univariate Logistic Regression with keras - Building Machine Learning Systems with TensorFlow [Video].mp4 |
10.1 MB |
| Building Machine Learning Systems with TensorFlow [Video]/5.1-Preliminary Concepts - Building Machine Learning Systems with TensorFlow [Video].mp4 |
14 MB |
| Building Machine Learning Systems with TensorFlow [Video]/5.2-First Project – Non-Linear Synthetic Function Regression - Building Machine Learning Systems with TensorFlow [Video].mp4 |
10.8 MB |
| Building Machine Learning Systems with TensorFlow [Video]/5.3-Second Project – Modeling Cars Fuel Efficiency with Non-Linear Regression - Building Machine Learning Systems with TensorFlow [Video].mp4 |
13.5 MB |
| Building Machine Learning Systems with TensorFlow [Video]/5.4-Third Project – Learning to Classify Wines Multiclass Classification - Building Machine Learning Systems with TensorFlow [Video].mp4 |
11.3 MB |
| Building Machine Learning Systems with TensorFlow [Video]/6.1-Origin of Convolutional Neural Networks - Building Machine Learning Systems with TensorFlow [Video].mp4 |
7.1 MB |
| Building Machine Learning Systems with TensorFlow [Video]/6.2-Applying Convolution in TensorFlow - Building Machine Learning Systems with TensorFlow [Video].mp4 |
15.2 MB |
| Building Machine Learning Systems with TensorFlow [Video]/6.3-Subsampling Operation –Pooling - Building Machine Learning Systems with TensorFlow [Video].mp4 |
9 MB |
| Building Machine Learning Systems with TensorFlow [Video]/6.4-Improving Efficiency – Dropout Operation - Building Machine Learning Systems with TensorFlow [Video].mp4 |
5.8 MB |
| Building Machine Learning Systems with TensorFlow [Video]/6.5-Convolutional Type Layer Building Methods - Building Machine Learning Systems with TensorFlow [Video].mp4 |
2.7 MB |
| Building Machine Learning Systems with TensorFlow [Video]/6.6-MNIST Digit Classification - Building Machine Learning Systems with TensorFlow [Video].mp4 |
13.6 MB |
| Building Machine Learning Systems with TensorFlow [Video]/6.7-Image Classification with the CIFAR10 Dataset - Building Machine Learning Systems with TensorFlow [Video].mp4 |
10.2 MB |
| Building Machine Learning Systems with TensorFlow [Video]/7.1-Recurrent Neural Networks - Building Machine Learning Systems with TensorFlow [Video].mp4 |
7 MB |
| Building Machine Learning Systems with TensorFlow [Video]/7.2-AFundamental Component – Gate Operation and Its Steps - Building Machine Learning Systems with TensorFlow [Video].mp4 |
7.8 MB |
| Building Machine Learning Systems with TensorFlow [Video]/7.3-TensorFlow LSTM Useful Classes and Methods - Building Machine Learning Systems with TensorFlow [Video].mp4 |
4.3 MB |
| Building Machine Learning Systems with TensorFlow [Video]/7.4-Univariate Time Series Prediction with Energy Consumption Data - Building Machine Learning Systems with TensorFlow [Video].mp4 |
10.9 MB |
| Building Machine Learning Systems with TensorFlow [Video]/7.5-Writing Music a la Bach - Building Machine Learning Systems with TensorFlow [Video].mp4 |
30.4 MB |
| Building Machine Learning Systems with TensorFlow [Video]/8.1-Deep Neural Network Definition and Architectures Through Time - Building Machine Learning Systems with TensorFlow [Video].mp4 |
5.1 MB |
| Building Machine Learning Systems with TensorFlow [Video]/8.2-Alexnet - Building Machine Learning Systems with TensorFlow [Video].mp4 |
9 MB |
| Building Machine Learning Systems with TensorFlow [Video]/8.3-Inception V3 - Building Machine Learning Systems with TensorFlow [Video].mp4 |
2.2 MB |
| Building Machine Learning Systems with TensorFlow [Video]/8.4-Residual Networks (ResNet) - Building Machine Learning Systems with TensorFlow [Video].mp4 |
4 MB |
| Building Machine Learning Systems with TensorFlow [Video]/8.5-Painting with Style – VGG Style Transfer - Building Machine Learning Systems with TensorFlow [Video].mp4 |
11.8 MB |
| Building Machine Learning Systems with TensorFlow [Video]/9.1-Windows Installation - Building Machine Learning Systems with TensorFlow [Video].mp4 |
9.8 MB |
| Building Machine Learning Systems with TensorFlow [Video]/9.2-MacOS Installation - Building Machine Learning Systems with TensorFlow [Video].mp4 |
10.2 MB |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 1/.ipynb_checkpoints/Section1-checkpoint.ipynb |
2.8 MB |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 1/csv_1.0.py |
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| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 1/iris.csv |
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| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 1/Section1.ipynb |
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| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 2/Section2.ipynb |
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| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 3/Section3.ipynb |
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| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 3/utils.py |
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| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 4/CH4_Univariate_logistic_regression.ipynb |
56 KB |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 4/CH4_Univariate_logistic_regression.py |
4 KB |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 4/data/CHD.csv |
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| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 4/Univariate_logistic_regression_keras.ipynb |
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| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 4/Univariate_logistic_regression_keras.py |
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| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 5/CH5_linear_regression_nn.ipynb |
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| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 5/CH5_linear_regression_nn.py |
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| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 5/CH5_Nonlinear.ipynb |
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| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 5/CH5_Nonlinear.py |
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| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 5/Ch5_third_example.ipynb |
27 KB |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 5/Ch5_third_example.py |
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| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 5/data/mpg.csv |
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| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 5/data/wine.csv |
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| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 6/CH6_CIFAR.ipynb |
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| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 6/CH6_convolution.ipynb |
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| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 6/CH6_convolution.py |
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| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 6/CH6_image_subsampling.ipynb |
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| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 6/CH6_image_subsampling.py |
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| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 6/CH6_Mnist_final.ipynb |
86 KB |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 6/CH6_Mnist_final.py |
5 KB |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 6/data/blue_jay.jpg |
606 KB |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 6/data/cifar-10-batches-bin/batches.meta.txt |
61 B |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 6/data/cifar-10-batches-bin/data_batch_1.bin |
29.3 MB |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 6/data/cifar-10-batches-bin/readme.html |
88 B |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 6/data/cifar-10-batches-bin/test_batch.bin |
29.3 MB |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 6/data/leopard.jpg |
143 KB |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 6/data/test.gif |
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| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 6/data/test2.gif |
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| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 7/Code/CH7_time_series.ipynb |
150 KB |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 7/Code/data/elec_load.csv |
2.3 MB |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 7/Code/model.py |
56 KB |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 7/Code/sample.py |
43 KB |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 7/Code/train.py |
2 KB |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 7/Code/utils.py |
53 KB |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 8/.ipynb_checkpoints/Cifar10-checkpoint.ipynb |
3 KB |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 8/.ipynb_checkpoints/VGG retraining-checkpoint.ipynb |
72 B |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 8/content.jpg |
181 KB |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 8/imagenet-vgg-verydeep-19.mat |
549.4 MB |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 8/neural_style.py |
9 KB |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 8/style.jpg |
245 KB |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 8/stylize.py |
9 KB |
| Building Machine Learning Systems with TensorFlow [Video]/Code/Section 8/vgg.py |
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| Building Machine Learning Systems with TensorFlow [Video]/content.txt |
4 KB |
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