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24: Penguin classifier | TensorFlow | Tutorial
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The video discusses in TensorFlow: How to build a penguin classifier?
00:00 - Overview
02:28 - Preview data
06:50 - Create train and test sets
13:09 - Plot data
14:45 - Why model?
17:04 - Select the model: Fully-connect neural network
22:22 - Predictions: logit
26:23 - Train the model: loss
30:00 - Train the model: gradient
31:18 - Train the model: optimizer
35:00 - Training loop: epochs
42:52 - Training loop: visualize loss and accuracy
46:50 - Evaluate models effectiveness: test accuracy
51:06 - Use trained model to make predictions
55:21 - Ending notes
# ----------------
# TensorFlow Guide
# ----------------
00:00 - Overview
02:28 - Preview data
06:50 - Create train and test sets
13:09 - Plot data
14:45 - Why model?
17:04 - Select the model: Fully-connect neural network
22:22 - Predictions: logit
26:23 - Train the model: loss
30:00 - Train the model: gradient
31:18 - Train the model: optimizer
35:00 - Training loop: epochs
42:52 - Training loop: visualize loss and accuracy
46:50 - Evaluate models effectiveness: test accuracy
51:06 - Use trained model to make predictions
55:21 - Ending notes
# ----------------
# TensorFlow Guide
# ----------------