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News
Your ML Model Died in Production. Here's Why.
1+ hour, 13+ min ago (310+ words) Did your ML model look amazing in your notebook but tank in the real world? Good. Let's talk about the nasty surprises that trip up model deployments and why that "Train & Forget" approach is bleeding companies dry. It's a story…...
Is Speculative Decoding's Speedup a Hardware Problem or a Model Problem?
6+ hour, 14+ min ago (279+ words) The first full gamma sweep, on an open-ended, opinion-style prompt, came back like this: Slower across the board. The accept/reject math had already been verified correct, with stable, repeatable acceptance rates and no correctness bugs, so this wasn't a…...
ModelExpress: Distributing Model Artifacts at the Speed of Light
1+ day, 7+ hour ago (434+ words) Every byte moved has a cost. As model checkpoints grow to hundreds of gigabytes or even a terabyte, that cost adds up quickly. To make things even worse…...
Karnataka boosts AI ecosystem, focuses on youth and rural education
1+ day, 16+ hour ago (408+ words) Bengaluru: Karnataka Chief Minister DK Shivakumar on Friday said the government aims to take artificial intelligence (AI) education to rural students and build long-term industry partnerships to strengthen the state's AI ecosystem, while industry leaders backed the state's vision to…...
Best Books for Aspiring AI Engineers
2+ day, 8+ hour ago (513+ words) Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville and Designing Machine Learning Systems by Chip Huyen move you from model curiosity to engineering judgment. One thread: learn the theory, then operationalize it. Ian Goodfellow, Yoshua Bengio, Aaron Courville You…...
Lessons Learned After 8.5 Years of ML
2+ day, 15+ hour ago (760+ words) However, I think that there are still some lessons that are applicable regardless of the field one actually is doing machine learning research or machine learning practices in. Frequently, I take the opportunity of another half year of progress in…...
Test a Deployment | Embed governance in your AI deployments with Deeploy
2+ day, 23+ hour ago (155+ words) After creating a Deployment, you can easily test it on the Test page. If you included the exampleInput with a json value as part of the metadata.json in your repository, you can click Use example input. Alternatively, you can…...
Training-Serving Skew: The Silent Bug That Kills Production ML Models
2+ day, 12+ hour ago (32+ words) The most common production ML failure does not show up in error logs. A model passes offline evaluation, deploys cleanly, and …...
MLOps transformation at BBVA: from data platform to scalable ML
2+ day, 23+ hour ago (666+ words) BBVA is continuing to scale its Machine Learning capabilities with a new technology architecture integrated into ADA, the bank’s global data and AI platform based on AWS technologies. In recent years, the growth in the number of AI and ML…...
Building Machine Learning Systems Taught Me There Are No Perfect Solutions
2+ day, 16+ hour ago (634+ words) Introduction One of the biggest misconceptions I had when I started learning machine learning was believing that every …...