TensorFlow vs. Keras vs. ml5.js

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What is TensorFlow?

TensorFlow is an open source software library for numerical computation using data flow graphs. Nodes in the graph represent mathematical operations, while the graph edges represent the multidimensional data arrays (tensors) communicated between them. The flexible architecture allows you to deploy computation to one or more CPUs or GPUs in a desktop, server, or mobile device with a single API.

What is Keras?

Deep Learning library for Python. Convnets, recurrent neural networks, and more. Runs on TensorFlow or Theano. https://keras.io/

What is ml5.js?

ml5.js aims to make machine learning approachable for a broad audience of artists, creative coders, and students. The library provides access to machine learning algorithms and models in the browser, building on top of TensorFlow.js with no other external dependencies.
Why do developers choose TensorFlow?
Why do you like TensorFlow?

Why do developers choose Keras?
Why do you like Keras?

Why do developers choose ml5.js?
Why do you like ml5.js?

What are the cons of using TensorFlow?
Downsides of TensorFlow?

What are the cons of using Keras?
Downsides of Keras?

What are the cons of using ml5.js?
No Cons submitted yet for ml5.js
Downsides of ml5.js?

Want advice about which of these to choose?Ask the StackShare community!

What companies use TensorFlow?
220 companies on StackShare use TensorFlow
What companies use Keras?
65 companies on StackShare use Keras
What companies use ml5.js?
0 companies on StackShare use ml5.js
What tools integrate with TensorFlow?
15 tools on StackShare integrate with TensorFlow
What tools integrate with Keras?
7 tools on StackShare integrate with Keras
No integrations listed yet

What are some alternatives to TensorFlow, Keras, and ml5.js?

  • scikit-learn - Easy-to-use and general-purpose machine learning in Python
  • PyTorch - A deep learning framework that puts Python first
  • ML Kit - Machine learning for mobile developers (by Google)
  • TensorFlow.js - Machine Learning in JavaScript

See all alternatives to TensorFlow

Optimizing Machine Learning with TensorFlow
Google Announces Developer Preview of TensorFlow Lite
Google Announces TensorFlow Release 1.4

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