NLM (Summer 2019)
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Date |
Description |
Course Materials |
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Lecture |
Tuesday Jun 11 |
Introduction to TensorFlow 1st Lecture (9: a.m. - 12:0 p.m.)
2nd Lecture (1:00 p.m. - 4:00 p.m.)
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[Codes]Hewlett Packard Enterprise Data Science Institute (Jan 2019)
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Date |
Description |
Course Materials |
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Lecture |
Friday Jan. 18 |
Introduction to TensorFlow
○Intro. to Machine Learning ○Intro. to TensorFlow
○Neural Network
○Neural Network in TensorFlow & Keras ○Visualization in TensorBoard
○Convolutional Neural Network (CNN) ○CNNs in TensorFlow/Keras |
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Math Department (Spring 2018)
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Date |
Description |
Course Materials |
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Lecture 1 |
Friday Feb. 2 |
Introduction to TensorFlow - Introduction to TensorFlow - Graph and Session - TensorTypes |
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Lecture 2 |
Friday Feb. 9 |
Artificial Neural Networks - Logistic Regression - Artificial Neural Network - Neural Network in TensorFlow |
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Lecture 3 |
Friday Feb. 16 |
Tensorboard - Introduction to Tensorboard - Visualizing Graph and Network Performance - Hyper-Parameter Tuning with Tensorboard |
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Lecture 4 |
Friday Feb. 23 |
Auto-encoder - What is An Auto-encoder? - Denoising Auto-encoder in Tensorboard - Embedding Projector in Tensorboard |
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Lecture 5 |
Friday March 2 |
Convolutional Neural Network (CNN) - Part 1 - What is a CNN? - Convolution Operation - Convolution Layer |
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Lecture 6 |
Friday March 16 |
Convolutional Neural Network (CNN) - Part 2 - Pooling Layer - Implementing a CNN in TensorFlow - Save and Restore Models in TensorFlow |
Center for Advanced Computing and Data Science (Spring 2018)
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Date |
Description |
Course Materials |
|---|---|---|---|
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Lecture 1 |
Monday Apr. 30 |
Introduction to TensorFlow - What is TensorFlow? How to set up TensorFlow? - Graph and Session - Tensor types in TensorFlow -Logistics Classifier |
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Lecture 2 |
Monday Apr. 30 |
Neural Networks in TensorFlow - Intro. to Neural Networks (NN) - Implementing a simple NN in TensorFlow - Introduction to TensorBoard |
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Lecture 3 |
Tuesday May 1 |
Auto-Encoders |
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Lecture 4 |
Tuesday May 1 |
Convolutional Neural Network (CNN) |