What is Deep Learning?

What is Deep Learning?

Deep learning is a machine learning technique that uses artificial neural networks to learn from data. It's used to solve a variety of problems, including image recognition, speech recognition, and natural language processing.?

How does deep learning work?

  • Deep learning is inspired by the human brain.?
  • It uses multiple layers of artificial neurons to process data.?
  • The adjective "deep" refers to the use of multiple layers in the network.?
  • Deep learning algorithms are trained to learn from data.?

Some deep learning algorithms:

  • Convolutional Neural Networks (CNNs): Used for image classification, detection, and segmentation?
  • Generative Adversarial Networks (GANs): Generate realistic synthetic data, including images, audio, and text?
  • Long Short-Term Memory Networks (LSTMs): Learn and adapt for long-term dependencies?
  • Autoencoders: Learn efficient data representations by training the network to ignore signal “noise”?

Deep learning applications:?

  • Image recognition
  • Speech recognition
  • Natural language processing
  • Image denoising
  • Image compression
  • Image data generation

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