YoVDO

Intro to Deep Learning

Offered By: Kaggle

Tags

Deep Learning Courses Neural Networks Courses TensorFlow Courses Keras Courses Binary Classification Courses Batch Normalization Courses Stochastic Gradient Descent Courses

Course Description

Overview

Use TensorFlow and Keras to build and train neural networks for structured data.
  • Learn about linear units, the building blocks of deep learning.
  • Add hidden layers to your network to uncover complex relationships.
  • Use Keras and Tensorflow to train your first neural network.
  • Improve performance with extra capacity or early stopping.
  • Add these special layers to prevent overfitting and stabilize training.
  • Apply deep learning to another common task.
  • Get started with Tensor Processing Units (TPUs)!

Syllabus

  • A Single Neuron
  • Deep Neural Networks
  • Stochastic Gradient Descent
  • Overfitting and Underfitting
  • Dropout and Batch Normalization
  • Binary Classification
  • Detecting the Higgs Boson With TPUs

Taught by

Ryan Holbrook

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