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DataCamp

Keras Fundamentals

via DataCamp

Overview

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In this track, you'll expand your deep learning knowledge and take your machine learning skills to the next level. Working with Keras, you’ll learn about neural networks, the deep learning model workflows, and how to optimize your models. Throughout the track, you'll use deep learning techniques to solve real-world challenges, such as predicting housing prices, and building neural networks to model images and text. By the end of the track, you'll be ready to use Keras to train and test complex, multi-output networks and dive deeper into deep learning.

Syllabus

  • Introduction to Deep Learning with Keras
    • Learn to start developing deep learning models with Keras.
  • Advanced Deep Learning with Keras
    • Learn how to develop deep learning models with Keras.
  • Image Modeling with Keras
    • Learn to conduct image analysis using Keras with Python by constructing, training, and evaluating convolutional neural networks.
  • Recurrent Neural Networks (RNNs) for Language Modeling with Keras
    • Learn how to use RNNs to classify text sentiment, generate sentences, and translate text between languages.
  • Building an E-Commerce Clothing Classifier Model with Keras

Taught by

Zachary Deane-Mayer, Ariel Rokem, Miguel Esteban, and David Cecchini

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