observability – Andrew Fairless, Ph.D.

What I Read: Enterprise AI, RAG + Fine Tuning

By Andrew Fairless on January 11, 2024November 20, 2023

https://www.montecarlodata.com/blog-the-moat-for-enterprise-ai-is-rag-fine-tuning/ The Moat for Enterprise AI is RAG + Fine Tuning – Here’s WhyLior GavishUpdated Nov 09 2023 “Data needs to be secure and private; LLM deployment needs to beContinue readingWhat I Read: Enterprise AI, RAG + Fine Tuning

What I Read: ML Observability

By Andrew Fairless on February 7, 2023December 4, 2022

https://medium.com/at-the-front-line/ml-observability-hype-or-here-to-stay-acef064ff843 ML Observability — Hype or Here to Stay?RuthOct 17 “Machine Learning Operations (MLOps) infrastructure is evolving at a phenomenal pace, and ML Observability is becoming a critical component ofContinue readingWhat I Read: ML Observability

What I Read: Data Observability vs. Data Testing

By Andrew Fairless on April 25, 2022March 12, 2022

https://towardsdatascience.com/data-observability-vs-data-testing-everything-you-need-to-know-6f3d7193b388?gi=6618bd7121fd Data Observability vs. Data Testing: Everything You Need to KnowYou already test your data. Do you need data observability, too?Lior GavishFeb 12 “In any data system, there are twoContinue readingWhat I Read: Data Observability vs. Data Testing

What I Read: Data Distribution Shifts

By Andrew Fairless on April 6, 2022March 12, 2022

https://huyenchip.com//2022/02/07/data-distribution-shifts-and-monitoring.html Data Distribution Shifts and MonitoringChip HuyenFebruary 7 2022 12:00 AM “…deploying a model isn’t the end of the process. A model’s performance degrades over time in production. Once aContinue readingWhat I Read: Data Distribution Shifts

What I Read: Building Data Platform

By Andrew Fairless on August 12, 2021July 22, 2021

https://www.montecarlodata.com/the-quick-and-dirty-guide-to-building-your-data-platform/ Updated July 9, 2021The Quick and Dirty Guide to Building Your Data PlatformBarr Moses, Lior Gavish“For most organizations, building a data platform is no longer a nice-to-have but aContinue readingWhat I Read: Building Data Platform

What I Watch: Regaining Control in Deep Systems

By Andrew Fairless on April 5, 2021March 21, 2021

https://youtu.be/xCRFlhkAF1s Architectures That Scale Deep – Regaining Control in Deep SystemsMar 15, 2021InfoQ “Ben Sigelman talks about “Deep Systems”, their common properties and re-introduces the fundamentals of control theory fromContinue readingWhat I Watch: Regaining Control in Deep Systems

What I Read: What is Data Observability?

By Andrew Fairless on February 20, 2021January 20, 2021

https://towardsdatascience.com/what-is-data-observability-40b337971e3e What is Data Observability?Hint: it’s not just data for DevOps.Barr MosesJun 25 “Instead of putting together a holistic approach to address data downtime, teams often tackle data quality andContinue readingWhat I Read: What is Data Observability?

Tag: observability