Best Online Courses to Learn Neural Networks from Scratch

Best Online Courses to Learn Neural Networks from Scratch

Do you want to learn Neural Networks? Here we listed Neural Networks tutorials which will help you learn Neural Networks from scratch, and are suitable for beginners, intermediate learners as well as experts.

Neural Networks and Deep Learning

What you’ll learn

  • Understand the major technology trends driving Deep Learning
  • Be able to build, train and apply fully connected deep neural networks
  • Know how to implement efficient (vectorized) neural networks
  • Understand the key parameters in a neural network’s architecture
Duration: Approx. 20 hours
Rating: 4.9 (72,798 ratings) out of 5
Trainer: deeplearning.ai
URL: https://www.coursera.org/learn/neural-networks-deep-learning

Convolutional Neural Networks in TensorFlow

What you’ll learn

  • Handle real-world image data
  • Plot loss and accuracy
  • Explore strategies to prevent overfitting, including augmentation and dropout
  • Learn transfer learning and how learned features can be extracted from models
Duration: Approx. 26 hours
Rating: 4.7 (2,944 ratings) out of 5
Trainer: Laurence Moroney
URL: https://www.coursera.org/learn/convolutional-neural-networks-tensorflow

Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization

What you’ll learn

  • Understand industry best-practices for building deep learning applications.
  • Be able to effectively use the common neural network “tricks”, including initialization, L2 and dropout regularization, Batch normalization, gradient checking,
  • Be able to implement and apply a variety of optimization algorithms, such as mini-batch gradient descent, Momentum, RMSprop and Adam, and check for their convergence.
  • Understand new best-practices for the deep learning era of how to set up train/dev/test sets and analyze bias/variance
  • Be able to implement a neural network in TensorFlow.
Duration: Approx. 18 hours
Rating: 4.9 (44,764 ratings) out of 5
Trainer: deeplearning.ai
URL: https://www.coursera.org/learn/deep-neural-network

Neural Networks

What you’ll learn

  • Develop some intuition about neural networks, particularly about hidden layers, activation functions
Duration: Approx. 65 Min
Trainer: Google
URL: https://developers.google.com/machine-learning/crash-course/introduction-to-neural-networks/video-lecture

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