DEEP LEARNING

Once you complete these workshops you’ll be adept at using these tools to build deep learning programming.

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There are many tools you can use for Deep Learning. In this learning path, you’ll complete Tensorflow, PyTorch, and Keras centered workshops to understand how these different tools work and function.

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TOPICS

tensorflow
pytorch
keras

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GETTING STARTED WITH DATA ACADEMY COURSE LIST

The Deep Learning with Tensorflow Workshop
  1. Building Blocks of Deep Learning
  2. Neural Networks
  3. Image Recognition with Convolutional Neural Networks (CNN)
  4. Deep Learning for Text: Embeddings
  5. Deep Learning for Sequences
  6. Advanced RNNs
  7. Generative Adversarial Networks (GANs)
The Deep Learning with PyTorch Workshop
  1. Introduction to Deep Learning and PyTorch
  2. Discovering the Building Blocks of Neural Networks with PyTorch
  3. Solving a Classification Problem with DNNs Using PyTorch
  4. Introduction to Convolutional Neural Networks with PyTorch
  5. Performing Style Transfer with PyTorch
  6. Analyzing the Sequence of Data with RNNs Using PyTorch
The Deep Learning with Keras Workshop
  1. Machine Learning Fundamentals with Keras
  2. Building Artificial Neural Networks in Keras
  3. Deep Neural Networks with Keras
  4. Cross-Validation and Keras Wrappers
  5. Regularization for Neural Networks in Keras
  6. Model Evaluation
  7. Computer Vision with Convolutional Neural Networks
  8. Transfer Learning with Pre-Trained Networks
  9. Sequential Modeling with Recurrent Neural Networks
The Applied Tensorflow and Keras Workshop
  1. Introduction to Neural Networks and Deep Learning
  2. Predicting the Price of Bitcoin
  3. Evaluating the Bitcoin Model
  4. Productization

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