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I developed a real-time polynomial regression visualization that runs entirely in the browser using TensorFlow.js. The interactive demo allows users to click and drag to create data points, and watch as the model learns and adapts the polynomial curve in real-time. What makes this particularly special is how seamlessly it demonstrates complex mathematical concepts through intuitive visual interaction. Building this project taught me so much about the intersection of web development and machine learning. Using TensorFlow.js, I implemented dynamic data collection through interactive point plotting with mouse events, real-time model training where the neural network updates as you add new data points, live visualization with smooth curve rendering that responds instantly to changes, and optimized performance with efficient tensor operations running at 60fps in the browser. What excites me most about this project is how it demonstrates the power of client-side machine learning. No server required, no data leaving the user's device, yet we can perform sophisticated regression analysis with beautiful visualizations. This represents a fundamental shift in how we think about privacy-preserving machine learning and user experience design. My technical stack consisted of TensorFlow.js for machine learning operations, HTML5 Canvas for smooth visualizations, vanilla JavaScript for DOM manipulation and event handling, and CSS3 for responsive design. I deliberately chose this minimal but powerful combination to keep the focus on the core functionality while ensuring broad browser compatibility. The most challenging part was optimizing the training loop to maintain smooth 60fps performance while continuously updating the model. I learned to batch tensor operations and use TensorFlow.js's built-in optimizers effectively, which required deep diving into the framework's documentation and understanding the underlying WebGL operations that power browser-based machine learning.
Technology & Programming peopleperhour Overseas
1 days ago
We are looking for a talented designer/content creator to develop an interactive digital download version of our Judo Log app, using a free, accessible platform (ideally Canva or interactive PDF). This will allow users to experience the core functionality of the app offline or as a printable, fillable product. What’s Needed: Recreate the Judo Log app as an interactive digital file (training logs, tournament and contest tracking, self-assessment checklists, progress records). Professional, visually appealing layout following the Judo Gear brand style guide. Consistent referencing of the Judo Log app (logos, language, instructions). Interactive elements: fillable sections, clickable checkboxes/tabs, instructional pop-ups or tips where possible. All elements to be editable for future updates. Must be suitable for customers to download and use immediately (no paid software required). Guidance for users on how to use the digital product. Deliverables: Fully interactive Canva template (preferred) or interactive PDF High-resolution, ready-to-sell export (PDF format) Source files (if applicable) Brand assets and instructions for future edits About Judo Gear & Judo Log: Judo Gear is a leading brand in judo apparel and training resources. The Judo Log app is our digital solution for judoka to track their progress. We want this digital download to extend the app’s experience to a wider audience. https://judogear.shop https://judolog.com Please provide samples of previous interactive digital guides, trackers, or planners you have designed. Experience in sports, education, or health/fitness is a plus.
Design peopleperhour Overseas
2 days ago
We’re a friendly, approachable communications agency in need of a talented web designer to overhaul our current offering. We need a creative with a keen eye for clean, modern design, and the imagination and technical ability to create something to be proud of. The site serves as the homepage for our well-established, boutique communications agency which has a professional and trusted brand identity. The current website reads well, but feels dated and cluttered, with too many tabs, un-inspiring stock images, and poor flow. It needs simplification, modernisation, and a cleaner, sleeker look, including new images, and a refreshed colour palette and font. Can you turn it around? We aren’t committed to the current platform, and would welcome a simpler, more admin-friendly approach. The ideal candidate is visually creative, with a good eye for simple, effective communication, and a commitment to detail. They will be up for pitching in on discussions about brand identity, and not afraid to suggest radical solutions. Project Scope: • Analysis of current website • A menu of re-design and palette options • Design of 3–5 core pages • Clean and intuitive UX/UI with a flair for simple solutions • Optimisation for web and mobile • Integration of SEO Requirements: • A portfolio showing off elegant design • A demonstrable understanding of visual hierarchy, typography, and layout • Enough experience to know what works, and push back against bad ideas • The communication skills needed to collaborate with the less technically minded! What we don’t need • Copywriting skills – we’ve got the words • Over-promisers Timeline: We’d like to begin soon, with a goal to launch by end of summer. Budget: Based on pitch and quote How to Apply: Please send: • Relevant examples of your work • A short intro or CV • Your availability • Questions
Design peopleperhour Overseas
2 days ago