Listen "Frontend morning brief - 2024-09-25"
Episode Synopsis
# Show Notes: Vertica Daily Frontend Update Podcast**Episode Date:** September 25, 2024 **Host:** Vertica Newshound **Episode Title:** Getting Started with Machine Learning in JavaScript---## Episode Summary:Welcome to another episode of the Vertica Daily Frontend Update Podcast! Today, we’re diving into the exciting world of machine learning with JavaScript, exploring TensorFlow.js, and discussing recent developments that will empower frontend developers.### Main Story:**Getting Started with Machine Learning in JavaScript: A Beginner’s Guide with TensorFlow.js**In today's main story, we discuss how machine learning is no longer exclusive to Python developers. With TensorFlow.js, JavaScript developers can now create and train machine learning models directly in the browser or on Node.js. This episode highlights:- The importance of TensorFlow.js in democratizing machine learning.- Key advantages like real-time interactivity and cross-platform capabilities.- A simple step-by-step guide to building a neural network model to predict linear functions with TensorFlow.js.**Key Steps to Build a Model:**1. **Define the Model**: Setup a sequential model with a dense layer.2. **Compile the Model**: Use a stochastic gradient descent optimizer and mean squared error loss function.3. **Prepare the Training Data**: Format your data into tensors.4. **Train and Predict**: Fit the model with your training data and see predictions in action.This segment is a great resource for JavaScript developers looking to expand their toolkit with machine learning capabilities.### Other Key Stories:- **Build a Powerful Password Meter with Cloudflare Workers, Next.js, and zxcvbn**: Learn how to enhance password security with a password scoring microservice using Cloudflare Workers and the zxcvbn library. This guide is perfect for addressing large bundle sizes and creating a responsive password feedback component for your applications. - **Color Mixing with Animation Composition**: Discover the `color-mix()` function in CSS and its support across browsers. This feature allows developers to create dynamic visuals by mixing colors directly in CSS. We also discuss the `animation-composition` property, which enhances the smoothness of animations.### Secondary Story:- **Reflecting on a Portfolio Project**: Gain insights from a journey through creating an e-commerce platform, focusing on user experience, responsive design, and security using React.js and Node.js.---## Stay Connected:- **Hosts Socials:** Follow the Vertica Newshound on Twitter @VerticaNews for daily updates and resources.- **Join the Conversation:** Engage with us using #VerticaFrontend on social media to share your thoughts on today's episode!## Conclusion:Thanks for tuning in! Keep experimenting, keep learning, and stay ahead in the world of frontend development. Have a fantastic day!---## Links & Resources:- [TensorFlow.js Documentation](https://www.tensorflow.org/js)- [zxcvbn Library](https://github.com/dropbox/zxcvbn)- [CSS Color Mix Function](https://developer.mozilla.org/en-US/docs/Web/CSS/color-mix())- [Cloudflare Workers Documentation](https://developers.cloudflare.com/workers/)### Episode Music:[Insert Music Credits Here]---**Please subscribe to our podcast on your favorite platform and leave us a review!**
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