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TensorFlow.js
ByTensorFlowTensorFlow

TensorFlow.js

#16in Development & Training Tools
Stacks185Discussions2
Followers378
OverviewDiscussions2

What is TensorFlow.js?

Use flexible and intuitive APIs to build and train models from scratch using the low-level JavaScript linear algebra library or the high-level layers API

TensorFlow.js is a tool in the Development & Training Tools category of a tech stack.

TensorFlow.js Pros & Cons

Pros of TensorFlow.js

  • ✓Open Source
  • ✓NodeJS Powered
  • ✓Deploy python ML model directly into javascript
  • ✓Can run TFJS on backend, frontend, react native, + IOT
  • ✓Cost - no server needed for inference
  • ✓Easy to share and use - get more eyes on your research
  • ✓Privacy - no data sent to server
  • ✓Runs Client Side on device

Cons of TensorFlow.js

No cons listed yet.

TensorFlow.js Alternatives & Comparisons

What are some alternatives to TensorFlow.js?

TensorFlow

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.

PyTorch

PyTorch

PyTorch is not a Python binding into a monolothic C++ framework. It is built to be deeply integrated into Python. You can use it naturally like you would use numpy / scipy / scikit-learn etc.

scikit-learn

scikit-learn

scikit-learn is a Python module for machine learning built on top of SciPy and distributed under the 3-Clause BSD license.

Keras

Keras

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

CUDA

CUDA

A parallel computing platform and application programming interface model,it enables developers to speed up compute-intensive applications by harnessing the power of GPUs for the parallelizable part of the computation.

Streamlit

Streamlit

It is the app framework specifically for Machine Learning and Data Science teams. You can rapidly build the tools you need. Build apps in a dozen lines of Python with a simple API.

TensorFlow.js Integrations

JavaScript, TensorFlow, NSFWJS are some of the popular tools that integrate with TensorFlow.js. Here's a list of all 3 tools that integrate with TensorFlow.js.

JavaScript
JavaScript
TensorFlow
TensorFlow
NSFWJS
NSFWJS

TensorFlow.js Discussions

Discover why developers choose TensorFlow.js. Read real-world technical decisions and stack choices from the StackShare community.

rashid munir
rashid munir

freelancer

Feb 20, 2021

Needs adviceonPythonPythonTensorFlow.jsTensorFlow.jsTensorFlowTensorFlow

Need your kind suggestion if I should choose TensorFlow.js or TensorFlow with Python for ML models. As I don't want to go and have not gone too deep in JavaScript, I need your suggestion.

0 views0
Comments
Neel Bavarva
Neel Bavarva

Student

Oct 3, 2020

Needs adviceonPythonPythonTensorFlow.jsTensorFlow.js

I am highly confused about using Machine Learning in Web Development. Should I learn ML in Python or start with TensorFlow.js as I'm a MERN stack developer? If any good resource (course/youtube channel) for learning Tensorflow.js is out there, please share it.

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