> Markdown version of [/videos/502-shoot-for-the-moon-machine-learning-for-automated-online-ad-detection?t=126](https://www.wearedevelopers.com/videos/502-shoot-for-the-moon-machine-learning-for-automated-online-ad-detection?t=126). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # Shoot for the moon - machine learning for automated online ad detection When computer vision proved too heavy for real-time ad blocking, engineers pivoted to DOM analysis. Discover how they achieved sub-millisecond inference in-browser using XGBoost and TensorFlow.js. - **Speakers:** Humera Minhas, Parinitha Hirehal - **Event:** World Congress 2022 - **Published:** June 15, 2022 - **Duration:** 31:23 - **URL:** https://www.wearedevelopers.com/videos/502-shoot-for-the-moon-machine-learning-for-automated-online-ad-detection - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/35e5d58b3b8097c57820f1bf4841c186/thumbnails/thumbnail.jpg?time=30000ms ## Access Playback and chapters for this video are available with a Free account. ## Related Moments - [Real-world implementations of browser-based machine learning](https://www.wearedevelopers.com/videos/155-machine-learning-in-the-browser-with-tensorflowjs) (from "Machine learning in the browser with TensorFlowjs") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/946c4c77b43a45e51c5e57ae61cadd67/thumbnails/thumbnail.jpg?time=19915ms - [Integrating embedded machine learning models into the Firefox browser](https://www.wearedevelopers.com/videos/1779-wearedevelopers-live-ai-and-privacy-on-device-ai-and-more) (from "WeAreDevelopers LIVE – AI and Privacy, On-Device AI and More") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/38944b6ed28f4a4ec8a73f5f1a1cb304/thumbnails/thumbnail.jpg?time=241891ms - [Implementing predictive prefetch with machine learning](https://www.wearedevelopers.com/videos/287-state-of-angular) (from "State of Angular") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/f4d8590ae1c036dc13db0f6a470619fe/thumbnails/thumbnail.jpg?time=78115ms - [Leveraging Chrome AI and nano models for web applications](https://www.wearedevelopers.com/videos/1770-generate-ai-in-the-browser-with-chrome-ai-raymond-camden) (from "Generate AI in the Browser with Chrome AI - Raymond Camden") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/b4d5e9957facb73c70ab0ca7dfec3b97/thumbnails/thumbnail.jpg?time=190945ms - [Evaluating page performance using customized ML prediction models](https://www.wearedevelopers.com/videos/1771-ai-is-an-electric-bike-for-the-brain-stoyan-stefanov) (from "AI is an Electric Bike for the Brain - Stoyan Stefanov") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/305c5fd5c00646496ef5d1d367df3861/thumbnails/thumbnail.jpg?time=313845ms - [Challenges with open source monetization and AI scraping](https://www.wearedevelopers.com/videos/1786-wearedevelopers-live-ai-freelancing-keeping-up-with-tech-and-more) (from "WeAreDevelopers LIVE – AI, Freelancing, Keeping Up with Tech and More") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/323f78dd5a503300e7230c17980c2e21/thumbnails/thumbnail.jpg?time=178865ms ## Related Articles - [Dev Digest 137 - AI'm not sure about this](https://www.wearedevelopers.com/magazine/485-dev-digest-137-ai-m-not-sure-about-this) - [How machine learning can help us tell fact from fiction](https://www.wearedevelopers.com/magazine/509-how-machine-learning-can-help-us-tell-fact-from-fiction) - [The Web We Broke (And Why AI Agents Are Paying the Price) - AgentCon Berlin](https://www.wearedevelopers.com/magazine/735-the-web-we-broke-and-why-ai-agents-are-paying-the-price-agentcon-berlin) - [Dev Digest 138 - Are you secure about this?](https://www.wearedevelopers.com/magazine/486-dev-digest-138-are-you-secure-about-this) ## Related Jobs - [AI Software Engineer (Germany)](https://www.wearedevelopers.com/jobs/48317-ai-software-engineer-germany) at **Sunhat** - [ML Engineer](https://www.wearedevelopers.com/jobs/48448-ml-engineer) at **Docker, Inc.** - [Staff ML Engineer](https://www.wearedevelopers.com/jobs/48463-staff-ml-engineer) at **Docker, Inc.** - [Machine Learning Scientist III - Personalization](https://www.wearedevelopers.com/jobs/48533-machine-learning-scientist-iii-personalization) at **Expedia** - [Staff Machine Learning Engineer](https://www.wearedevelopers.com/jobs/ext/3780353-staff-machine-learning-engineer) at **ARM** - [Staff Machine Learning Engineer](https://www.wearedevelopers.com/jobs/48478-staff-machine-learning-engineer) at **Arm**