Matroid

“Optimizing systems algorithms for $20.” @istoica05 shared how AlphaEvolve uses LLM-driven evolutionary search to improve hard algorithmic problems at minimal cost at Scaled ML 2026. Building on FunSearch, this led to the optimization of automated systems at a new scale. Full talk on YouTube.

One missing fastener can cause NVH issues and customer complaints. At Scaled ML 26, Mercedes-Benz shows how computer vision detects missing underbody bolts during buy-off. The system must be reliable. It cannot unnecessarily stop the line. It must flag only real defects. Full talk on YouTube

Mercedes-Benz on real-world AI deployment 🚗 Implementing computer vision across a global manufacturing network means handling: • Massive, diverse data • Downtime that costs $600 to $800 per second • Raising quality accuracy beyond human consistency A practical look at AI inside brownfield automotive infrastructure. Full video on Youtube! #AI #MachineLearning #ComputerVision #Automotive

AI > Sensors During his Q&A Session at Scaled ML, @aelluswamy was asked if self-driving is possible using vision only. Full talk on YouTube

“500 years of data in a single day.” That’s how @aelluswamy describes the scale of fleet data at Tesla. Millions of vehicles. Continuous real-world learning. Faster iteration than any closed system. Watch the full Scaled ML talk on YouTube: hubs.la/Q041RPp-0

#ScaledML 2026 was incredibly insightful & forward-looking! It was a privilege to listen to & learn from leaders who've shaped how we think about #systemsml today! Great talk by @istoica05 @matei_zaharia @aelluswamy @joespeez @aelluswamy et al. Awesome job @Reza_Zadeh @matroid !

Tesla FSD deep dive, by VP of AI at Tesla, Ashok Elluswamy @aelluswamy One big neural network consumes video, sound, telemetry, basic maps, & outputs at 36hz steering & speed. All run on an custom chip on car. Outstanding fleet data management, and way more! cc @elonmusk

Databricks co-founders @matei_zaharia and @istoica05 will be speaking at #ScaledML 2026! This event brings together the creators behind systems like Apache Spark™, CUDA, TensorFlow, ImageNet, Tesla FSD, and more to explore large-scale learning, distributed systems, and next-generation AI hardware. Join us on January 29th: scaledml.org

@megaserg @aelluswamy Fixed! 😅 Looks like this article is also mistaken tesevo.com/blogs/tesla-ne…

.@matroid not sure who this is on your speakers list, but it's not @aelluswamy

Andrej Karpathy’s deep dive into AI for Full Self-Driving at Tesla is one of the best talks on large-scale vision systems. Watch: hubs.la/Q03TDPHs0 Talks like this define the spirit of ScaledML. More: hubs.la/Q03TDFwl0

Ilya Sutskever introduced the world to GPT-2 at ScaledML 2019. A landmark talk that showed where large-scale models were heading. hubs.la/Q03TDM6m0 ScaledML 2026 continues that tradition of bringing breakthrough ideas to the world. Register Today! hubs.la/Q03TDGJM0

Bill Dally, Chief Scientist at Nvidia Research, Professor at Stanford, will be joining us at ScaledML. His work in parallel computing, architecture design, and system-level optimization has transformed how the world trains and deploys large models. hubs.la/Q03TDCbn0

Hear from @Reza_Zadeh, CEO of Matroid and Stanford Professor, as he shares insights from building enterprise-scale computer vision systems used across manufacturing, aerospace, and critical infrastructure. Register now: hubs.la/Q03TDGKz0 2026SMLEarlyBird gets you 25% off

Want to be ahead of the game on AI? Check out this presentation from the first ScaledML, where Jeff Dean discusses how Google might use DL and their just-released framework, TensorFlow: hubs.la/Q03Tm5G50 Be at the forefront of AI -> hubs.la/Q03Tm4p80

Jeff Dean discussed how Google might use DL and their just-released framework, TensorFlow, at the first ever ScaledML in 2016: hubs.la/Q03TDz_x0 Be at the forefront of AI -> hubs.la/Q03TDBsl0 Discount Code 2026SMLEarlyBird for 25% off

Learn from @RichardSocher, Founder & CEO of hubs.la/Q03TDBW_0 and MP at AIX Ventures, as he speaks at ScaledML. Register now! hubs.la/Q03TDCwn0 2026SMLEarlyBird for 25% off

Ion Stoica and Matei Zaharia, Co-Founders of Databricks, are taking the stage at ScaledML. This is a rare opportunity to learn directly from two of the most influential thinkers in machine learning. Registration is open: hubs.la/Q03VvbnM0 Promo 2026SMLEarlyBird - 25% off

Relive the moment when Dave Patterson announced the Turing Award Winners at ScaledML 2019. hubs.la/Q03TDzxS0 ScaledML 2026 registration is open now -> hubs.la/Q03TDwz10 2026SMLEarlyBird gets you 25% off

Dave Patterson, Turing Award Winner, Professor Emeritus at Berkeley, is opening at ScaledML, the world’s leading forum for large-scale machine learning, distributed systems, & real-world AI engineering. Register today with 2026SMLEarlyBird for 25% off -> hubs.la/Q03TDtrG0

ScaledML is back! The world’s leading forum for large-scale machine learning, distributed systems, and real-world AI engineering returns with an exceptional lineup of researchers, founders, and industry practitioners. Seats are limited. Secure yours today: hubs.la/Q03TDPJt0