Building Machine Learning Systems with TensorFlow [Video]

Torrent Hash:
ED190BB2953AA5CD66A7215F1774B6BBFFD971DE
Number of Files:
92
Content Size:
1.09GB
Convert On:
2019-07-16
Magnet Link:
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File Name
Size
1.1-The course Overview - Building Machine Learning Systems with TensorFlow [Video].mp4
12.55MB
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1.2-TensorFlows Main Data Structure – Tensors - Building Machine Learning Systems with TensorFlow [Video].mp4
19.61MB
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1.3-Handling the Computing Workflow – TensorFlows Data Flow Graph - Building Machine Learning Systems with TensorFlow [Video].mp4
14.35MB
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1.4-Basic Tensor Methods - Building Machine Learning Systems with TensorFlow [Video].mp4
29.6MB
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1.5-How TensorBoard Works - Building Machine Learning Systems with TensorFlow [Video].mp4
19.07MB
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1.6-Reading Information from Disk - Building Machine Learning Systems with TensorFlow [Video].mp4
15.74MB
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2.1-Learning from Data –Unsupervised Learning - Building Machine Learning Systems with TensorFlow [Video].mp4
4.82MB
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2.2-Mechanics of k-Means - Building Machine Learning Systems with TensorFlow [Video].mp4
6.63MB
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2.3-k-Nearest Neighbor - Building Machine Learning Systems with TensorFlow [Video].mp4
15.39MB
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2.4-Project 1 – k-Means Clustering on Synthetic Datasets - Building Machine Learning Systems with TensorFlow [Video].mp4
16.01MB
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2.5-Project 2 – Nearest Neighbor on Synthetic Datasets - Building Machine Learning Systems with TensorFlow [Video].mp4
8.39MB
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3.1-Univariate Linear Modelling Function - Building Machine Learning Systems with TensorFlow [Video].mp4
9.43MB
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3.2-Optimizer Methods in TensorFlow – The Train Module - Building Machine Learning Systems with TensorFlow [Video].mp4
6.03MB
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3.3-Univariate Linear Regression - Building Machine Learning Systems with TensorFlow [Video].mp4
18.76MB
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3.4-Multivariate Linear Regression - Building Machine Learning Systems with TensorFlow [Video].mp4
19.15MB
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4.1-Logistic Function Predecessor – The Logit Functions - Building Machine Learning Systems with TensorFlow [Video].mp4
7.32MB
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4.2-The Logistic Function - Building Machine Learning Systems with TensorFlow [Video].mp4
10.12MB
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4.3-Univariate Logistic Regression - Building Machine Learning Systems with TensorFlow [Video].mp4
25.08MB
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4.4-Univariate Logistic Regression with keras - Building Machine Learning Systems with TensorFlow [Video].mp4
10.14MB
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5.1-Preliminary Concepts - Building Machine Learning Systems with TensorFlow [Video].mp4
14.03MB
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5.2-First Project – Non-Linear Synthetic Function Regression - Building Machine Learning Systems with TensorFlow [Video].mp4
10.79MB
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5.3-Second Project – Modeling Cars Fuel Efficiency with Non-Linear Regression - Building Machine Learning Systems with TensorFlow [Video].mp4
13.55MB
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5.4-Third Project – Learning to Classify Wines Multiclass Classification - Building Machine Learning Systems with TensorFlow [Video].mp4
11.27MB
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6.1-Origin of Convolutional Neural Networks - Building Machine Learning Systems with TensorFlow [Video].mp4
7.06MB
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6.2-Applying Convolution in TensorFlow - Building Machine Learning Systems with TensorFlow [Video].mp4
15.2MB
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6.3-Subsampling Operation –Pooling - Building Machine Learning Systems with TensorFlow [Video].mp4
8.96MB
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6.4-Improving Efficiency – Dropout Operation - Building Machine Learning Systems with TensorFlow [Video].mp4
5.8MB
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6.5-Convolutional Type Layer Building Methods - Building Machine Learning Systems with TensorFlow [Video].mp4
2.71MB
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6.6-MNIST Digit Classification - Building Machine Learning Systems with TensorFlow [Video].mp4
13.59MB
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6.7-Image Classification with the CIFAR10 Dataset - Building Machine Learning Systems with TensorFlow [Video].mp4
10.17MB
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7.1-Recurrent Neural Networks - Building Machine Learning Systems with TensorFlow [Video].mp4
6.96MB
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7.2-AFundamental Component – Gate Operation and Its Steps - Building Machine Learning Systems with TensorFlow [Video].mp4
7.82MB
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7.3-TensorFlow LSTM Useful Classes and Methods - Building Machine Learning Systems with TensorFlow [Video].mp4
4.25MB
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7.4-Univariate Time Series Prediction with Energy Consumption Data - Building Machine Learning Systems with TensorFlow [Video].mp4
10.91MB
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7.5-Writing Music a la Bach - Building Machine Learning Systems with TensorFlow [Video].mp4
30.42MB
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8.1-Deep Neural Network Definition and Architectures Through Time - Building Machine Learning Systems with TensorFlow [Video].mp4
5.12MB
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8.2-Alexnet - Building Machine Learning Systems with TensorFlow [Video].mp4
8.95MB
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8.3-Inception V3 - Building Machine Learning Systems with TensorFlow [Video].mp4
2.2MB
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8.4-Residual Networks (ResNet) - Building Machine Learning Systems with TensorFlow [Video].mp4
4.04MB
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8.5-Painting with Style – VGG Style Transfer - Building Machine Learning Systems with TensorFlow [Video].mp4
11.83MB
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9.1-Windows Installation - Building Machine Learning Systems with TensorFlow [Video].mp4
9.82MB
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9.2-MacOS Installation - Building Machine Learning Systems with TensorFlow [Video].mp4
10.15MB
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Code/Section 1/.ipynb_checkpoints/Section1-checkpoint.ipynb
2.81MB
Code/Section 1/csv_1.0.py
741B
Code/Section 1/iris.csv
3.71KB
Code/Section 1/Section1.ipynb
2.81MB
Code/Section 2/Section2.ipynb
707.44KB
Code/Section 3/Section3.ipynb
108.49KB
Code/Section 3/utils.py
2.25KB
Code/Section 4/CH4_Univariate_logistic_regression.ipynb
55.91KB
Code/Section 4/CH4_Univariate_logistic_regression.py
3.92KB
Code/Section 4/data/CHD.csv
609B
Code/Section 4/Univariate_logistic_regression_keras.ipynb
13.56KB
Code/Section 4/Univariate_logistic_regression_keras.py
1.04KB
Code/Section 5/CH5_linear_regression_nn.ipynb
19.69KB
Code/Section 5/CH5_linear_regression_nn.py
1.97KB
Code/Section 5/CH5_Nonlinear.ipynb
102.39KB
Code/Section 5/CH5_Nonlinear.py
1.7KB
Code/Section 5/Ch5_third_example.ipynb
27.46KB
Code/Section 5/Ch5_third_example.py
1.9KB
Code/Section 5/data/mpg.csv
17.31KB
Code/Section 5/data/wine.csv
10.63KB
Code/Section 6/CH6_CIFAR.ipynb
15.58KB
Code/Section 6/CH6_convolution.ipynb
2.45KB
Code/Section 6/CH6_convolution.py
1.38KB
Code/Section 6/CH6_image_subsampling.ipynb
2.29KB
Code/Section 6/CH6_image_subsampling.py
1.24KB
Code/Section 6/CH6_Mnist_final.ipynb
86.2KB
Code/Section 6/CH6_Mnist_final.py
4.72KB
Code/Section 6/data/blue_jay.jpg
605.93KB
Code/Section 6/data/cifar-10-batches-bin/batches.meta.txt
61B
Code/Section 6/data/cifar-10-batches-bin/data_batch_1.bin
29.31MB
Code/Section 6/data/cifar-10-batches-bin/readme.html
88B
Code/Section 6/data/cifar-10-batches-bin/test_batch.bin
29.31MB
Code/Section 6/data/leopard.jpg
142.69KB
Code/Section 6/data/test.gif
95.11KB
Code/Section 6/data/test2.gif
102.17KB
Code/Section 7/Code/CH7_time_series.ipynb
150.13KB
Code/Section 7/Code/data/elec_load.csv
2.25MB
Code/Section 7/Code/model.py
55.67KB
Code/Section 7/Code/sample.py
43.44KB
Code/Section 7/Code/train.py
2.45KB
Code/Section 7/Code/utils.py
52.87KB
Code/Section 8/.ipynb_checkpoints/Cifar10-checkpoint.ipynb
2.76KB
Code/Section 8/.ipynb_checkpoints/VGG retraining-checkpoint.ipynb
72B
Code/Section 8/content.jpg
181.46KB
Code/Section 8/imagenet-vgg-verydeep-19.mat
549.36MB
Code/Section 8/neural_style.py
8.53KB
Code/Section 8/style.jpg
245.37KB
Code/Section 8/stylize.py
8.65KB
Code/Section 8/vgg.py
2.12KB
content.txt
3.95KB

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