LiteRT

LiteRT

Google
TensorBoard

TensorBoard

Tensorflow
+
+

Related Products

  • DXcharts
    28 Ratings
    Visit Website
  • Ganttic
    242 Ratings
    Visit Website
  • Google Cloud Speech-to-Text
    443 Ratings
    Visit Website
  • TelemetryOS
    282 Ratings
    Visit Website
  • Flashcloud
    52 Ratings
    Visit Website
  • LM-Kit.NET
    29 Ratings
    Visit Website
  • Unimus
    35 Ratings
    Visit Website
  • TRACTIAN
    139 Ratings
    Visit Website
  • Okyline
    2 Ratings
    Visit Website
  • Aikido Security
    364 Ratings
    Visit Website

About

LiteRT (Lite Runtime), formerly known as TensorFlow Lite, is Google's high-performance runtime for on-device AI. It enables developers to deploy machine learning models across various platforms and microcontrollers. LiteRT supports models from TensorFlow, PyTorch, and JAX, converting them into the efficient FlatBuffers format (.tflite) for optimized on-device inference. Key features include low latency, enhanced privacy by processing data locally, reduced model and binary sizes, and efficient power consumption. The runtime offers SDKs in multiple languages such as Java/Kotlin, Swift, Objective-C, C++, and Python, facilitating integration into diverse applications. Hardware acceleration is achieved through delegates like GPU and iOS Core ML, improving performance on supported devices. LiteRT Next, currently in alpha, introduces a new set of APIs that streamline on-device hardware acceleration.

About

TensorBoard is TensorFlow's comprehensive visualization toolkit designed to facilitate machine learning experimentation. It enables users to track and visualize metrics such as loss and accuracy, visualize the model graph (operations and layers), view histograms of weights, biases, or other tensors as they change over time, project embeddings to a lower-dimensional space, and display images, text, and audio data. Additionally, TensorBoard offers profiling capabilities to optimize TensorFlow programs. These features collectively provide a suite of tools to understand, debug, and optimize TensorFlow programs, enhancing the machine learning workflow. In machine learning, to improve something you often need to be able to measure it. TensorBoard is a tool for providing the measurements and visualizations needed during the machine learning workflow. It enables tracking experiment metrics, visualizing the model graph, and projecting embeddings to a lower dimensional space.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Supported
Cloud Not Supported
On-Premises Not Supported
iPhone Supported
iPad Supported
Android Supported
Chromebook Not Supported

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

Mobile application developers in search of a tool to integrate efficient, on-device AI capabilities into their apps

Audience

Developers looking for a solution to optimize their TensorFlow programs

Support

Phone Support Supported
24/7 Live Support Not Supported
Online Supported

Support

Phone Support Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Supported

API

Offers API Supported

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version Supported
Free Trial Not Supported

Pricing

Free
Free Version Supported
Free Trial Not Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation Supported
Webinars Not Supported
Live Online Supported
In Person Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Supported

Company Information

Google
Founded: 1998
United States
ai.google.dev/edge/litert

Company Information

Tensorflow
United States
www.tensorflow.org/tensorboard

Alternatives

Alternatives

Visdom

Visdom

Meta
AWS Neuron

AWS Neuron

Amazon Web Services
TF-Agents

TF-Agents

Tensorflow

Categories

Categories

Integrations

TensorFlow Supported
C++ Supported
Dataoorts GPU Cloud Not Supported
GitHub Not Supported
Google AI Edge Gallery Supported
Google Colab Not Supported
JAX Supported
Java Supported
Kotlin Supported
LLaMA-Factory Not Supported
Ludwig Not Supported
Objective-C Supported
PyTorch Supported
Python Supported
Swift Supported

Integrations

TensorFlow Supported
C++ Not Supported
Dataoorts GPU Cloud Supported
GitHub Supported
Google AI Edge Gallery Not Supported
Google Colab Supported
JAX Not Supported
Java Not Supported
Kotlin Not Supported
LLaMA-Factory Supported
Ludwig Supported
Objective-C Not Supported
PyTorch Not Supported
Python Not Supported
Swift Not Supported
Claim LiteRT and update features and information
Claim LiteRT and update features and information
Claim TensorBoard and update features and information
Claim TensorBoard and update features and information