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TFLearn Deep learning library featuring a higher-level API for TensorFlow

What is TFLearn?

TFLearn is a modular and transparent deep learning library built on top of TensorFlow. It provides a higher-level API to TensorFlow to facilitate and accelerate experimentations while remaining fully transparent and compatible with it.

TFLearn offers a simplified way to implement deep neural networks and supports most recent deep learning models, such as Convolutions, LSTM, BiRNN, BatchNorm, PReLU, Residual networks, and Generative networks.

Features

  • Easy-to-use API: High-level API for implementing deep neural networks.
  • Fast prototyping: Modular built-in neural network layers, regularizers, optimizers, and metrics.
  • TensorFlow Transparency: All functions are built over tensors and can be used independently of TFLearn.
  • Graph Visualization: Detailed visualization of weights, gradients, activations, etc.
  • Multiple CPU/GPU: Effortless device placement for using multiple CPU/GPU.
  • Trainer: Helper functions to train any TensorFlow graph, with support of multiple inputs, outputs and optimizers.
  • Model Visualization: Easy and beautiful graph visualization, with details about weights, gradients, activations and more.

Use Cases

  • Deep learning model development
  • Rapid prototyping of neural networks
  • TensorFlow graph training
  • Deep learning research and experimentation
  • Sequence Generation

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