Deep Learning

TFLearn – deep learning library featuring a higher-level API for TensorFlow

Last Updated on March 16, 2026

TFlearn is a modular and transparent deep learning library built on top of Tensorflow.

It was designed to provide a higher-level API to TensorFlow in order to facilitate and speed-up experimentations, while remaining fully transparent and compatible with it. TFLearn is based on the original TensorFlow v1 graph API.

This is free and open source software.

Key Features

  • Easy-to-use and understand high-level API for implementing deep neural networks, with tutorial and examples.
  • Fast prototyping through highly modular built-in neural network layers, regularizers, optimizers, metrics…
  • Full transparency over Tensorflow. All functions are built over tensors and can be used independently of TFLearn.
  • Powerful helper functions to train any TensorFlow graph, with support of multiple inputs, outputs and optimizers.
  • Easy and beautiful graph visualization, with details about weights, gradients, activations and more…
  • Effortless device placement for using multiple CPU/GPU.

Website: tflearn.org
Support: GitHub code repository
Developer: TFLearn contributors
License: MIT License

TFLearn is written in Python. Learn Python with our recommended free books and free tutorials.


Related Software

Deep Learning with Python
TensorFlowA very popular Deep Learning framework
PyTorchTensors and Dynamic neural networks in Python
KerasHigh-level neural networks API
fastaiSimplifies training fast and accurate neural networks
tinygradCompact, lightweight deep learning framework
PyTorch LightningFramework for scaling PyTorch training workflows
JAXHigh-performance numerical computing and ML library
PyTensorLibrary for fast numerical computation
MindSporeFramework for training and deploying neural networks
ElephasDistributed deep learning with Keras and Spark
ChainerPowerful, flexible, and intuitive framework for neural networks
EquinoxNeural network library for building flexible models with JAX
CaffeConvolutional Architecture for Fast Feature Embedding
TFlearnDeep learning library featuring a higher-level API for TensorFlow
MXNetFlexible and efficient library
CNTKDistributed deep learning
NeupyPython library for neural networks and deep learning

Read our verdict in the software roundup.


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