Neural Networks
Machine Learning
| Beginner
- 13 Videos | 30m 56s
- Includes Assessment
- Earns a Badge
Due to recent advancements in processing, neural networks have become easier to train, which made them extremely popular. Explore neural networks and how to use them.
WHAT YOU WILL LEARN
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describe neural networks and their capabilitiesdescribe how different neural networks are structureddescribe how cost functions are used to train neural networksdescribe activation functions and list different types of commonly used activation functionsdescribe feedforward neural networks and the intuition behind calculating gradients in neural networksdescribe how to use backpropagation for more efficient neural network trainingdescribe batch learning and why it makes neural network training easier
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describe TensorFlow and its high-level architectureset up TensorFlow for use on a CPUimport data into TensorFlow using built-in data sources and external data sourcesimplement and train a single-layer NN in TFimplement and train a multilayer NN in TFuse TensorFlow to create a NN that predict home prices
IN THIS COURSE
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1.Introducing Neural Networks2mUP NEXT
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2.Neural Network Structures2m 34s
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3.Cost Functions for Neural Networks2m 29s
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4.Activation Functions1m 55s
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5.Training Neural Networks2m 53s
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6.Training Neural Networks With Backpropagation1m 32s
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7.Batch Learning1m 23s
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8.Introducing TensorFlow1m 33s
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9.Setting Up TensorFlow2m 52s
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10.Importing Data in TensorFlow4m 36s
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11.Building and Training a Single Layer NN in TF2m 58s
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12.Building and Training a Multilayer NN in TF1m 50s
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13.Exercise: Predict Home Prices with a NN2m 24s
EARN A DIGITAL BADGE WHEN YOU COMPLETE THIS COURSE
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