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What is TensorBoard?
TensorBoard is an essential visualization tool integrated within TensorFlow, designed to support the experimentation phase of machine learning. It empowers users to track and visualize an array of metrics, including loss and accuracy, while providing a clear view of the model's architecture through graphical representations of its operations and layers. Users can analyze the development of weights, biases, and other tensors through dynamic histograms over time, and it also enables the projection of embeddings into a simpler, lower-dimensional format, in addition to accommodating various data types such as images, text, and audio. In addition to its visualization capabilities, TensorBoard features profiling tools that optimize and enhance the performance of TensorFlow applications significantly. Altogether, these diverse functionalities offer practitioners vital tools for understanding, diagnosing issues, and fine-tuning their TensorFlow projects, thereby increasing the overall effectiveness of the machine learning process. Furthermore, precise measurement within the machine learning sphere is critical for progress, and TensorBoard effectively addresses this demand by providing essential metrics and visual feedback throughout the development lifecycle. This platform not only monitors various experimental metrics but also plays a key role in visualizing intricate model architectures and facilitating the dimensionality reduction of embeddings, thereby solidifying its role as a fundamental asset in the machine learning toolkit. With its comprehensive features, TensorBoard stands out as a pivotal resource for both novice and experienced practitioners in the field.
What is MPLAB Data Visualizer?
Analyzing the run-time performance of your code has become significantly easier. The MPLAB® Data Visualizer is a free debugging tool that offers a visual display of run-time variables in embedded applications. This versatile utility can function both as a plug-in for the MPLAB X Integrated Development Environment (IDE) and as a standalone debugging tool. It has the capability to gather data from various sources, such as the Embedded Debugger Data Gateway Interface (DGI) and serial communication ports. Users can observe their application's run-time behavior through a terminal interface or via graphical visualization. For those interested in data visualization, it's worth looking into platforms like the Curiosity Nano Development Platform and the Xplained Pro Evaluation Kits. Data can be collected from a live embedded target through a serial port (CDC) or via the Data Gateway Interface (DGI). Additionally, developers can stream data and debug their target code simultaneously within the MPLAB® X IDE. The tool enables real-time decoding of data fields using the Data Stream Protocol format. You can choose to visualize either raw or decoded data in a graphical time series or present it in a terminal format, providing a thorough insight into your application's operational efficiency. This level of flexibility and functionality makes the MPLAB® Data Visualizer an invaluable resource for developers engaged in embedded systems work, enhancing their ability to create efficient and effective applications.
Integrations Supported
Dataoorts GPU Cloud
GitHub
Google Colab
Intel Tiber AI Studio
LLaMA-Factory
Ludwig
MPLAB Integrated Programming Environment
MPLAB X IDE
TensorFlow
Integrations Supported
Dataoorts GPU Cloud
GitHub
Google Colab
Intel Tiber AI Studio
LLaMA-Factory
Ludwig
MPLAB Integrated Programming Environment
MPLAB X IDE
TensorFlow
API Availability
Has API
API Availability
Has API
Pricing Information
Free
Free Trial Offered?
Free Version
Pricing Information
Pricing not provided.
Free Trial Offered?
Free Version
Supported Platforms
SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux
Supported Platforms
SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux
Customer Service / Support
Standard Support
24 Hour Support
Web-Based Support
Customer Service / Support
Standard Support
24 Hour Support
Web-Based Support
Training Options
Documentation Hub
Webinars
Online Training
On-Site Training
Training Options
Documentation Hub
Webinars
Online Training
On-Site Training
Company Facts
Organization Name
Tensorflow
Company Location
United States
Company Website
www.tensorflow.org/tensorboard
Company Facts
Organization Name
Microchip
Date Founded
1989
Company Location
United States
Company Website
www.microchip.com/en-us/development-tools-tools-and-software/embedded-software-center/mplab-data-visualizer