JS Party: JavaScript, CSS, Web Development

TensorFlow.js and Machine Learning in JavaScript

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Panelists Suz Hinton and Nick Nisi discuss TensorFlow.js and Machine Learning in JavaScript with special guest Paige Bailey, TensorFlow mom and developer Advocate for Google AI.

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    • Featuring:

    • Paige Bailey – Website, GitHub, X
    • Suz Hinton – GitHub, Mastodon, X
    • Nick Nisi – Website, GitHub, Mastodon, X

    Show Notes:

    • TensorFlow.js
    • Google AI
      • ml5.js - Friendly Machine Learning for the Web
    • Machine Learning Glossary
    • TensorFlow tutorials
    • Tero Parviainen on CodePen
    • tfjs-layers - High-level machine learning model API
    • tfjs-models - Pre-trained TensorFlow.js models
    • tfma-slicing-metrics-browser.gif 📷
    • TensorFlow Model Analysis (TFMA) - a library for evaluating TensorFlow models
    • What-If Tool - Building effective machine learning systems means asking a lot of questions. It’s not enough to train a model and walk away. Instead, good practitioners act as detectives, probing to understand their model better.
    • EthicalMachineLearning.ipynb
    • TensorBoard: Visualizing Learning
    • TensorBoard: Graph Visualization
    • People + AI Research (PAIR) - Human-centered research and design to make AI partnerships productive, enjoyable, and fair.
    • Distill - Clear explanations of machine learning
    • Book: Technically Wrong: Sexist Apps, Biased Algorithms, and Other Threats of Toxic Tech
    • Book: Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy
    • A new course to teach people about fairness in machine learning
    • List of cognitive biases
    • CleverHans - a Python library to benchmark machine learning systems’ vulnerability to adversarial examples
    • CleverHans paper
    • Breaking linear classifiers on ImageNet
    • CV Dazzle - explores how fashion can be used as camouflage from face-detection technology, the first step in automated face recognition

      • Something missing or broken? PRs welcome!

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      JS Party: JavaScript, CSS, Web DevelopmentBy Changelog Media
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