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Introduction to Deep Learning with Keras

Overview

Skills Needed

Get started with deep learning using Keras. Explore neural network architectures, model training techniques, and basic deep learning concepts with Keras.

  • Basic knowledge of Python programming
  • Understanding of machine learning concepts

Outline

  • Introduction to Deep Learning
  • Installing Keras
  • Neural Network Basics
  • Model Compilation and Training
  • Image Classification with Keras
  • Text Classification with Keras
  • Regression Analysis with Keras
  • Transfer Learning Techniques
  • Hyperparameter Tuning
  • Best Practices for Deep Learning with Keras
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