Author
Amber Roberts
Amber Roberts is an astrophysicist and machine learning engineer who was previously the Head of AI at Insight Data Science. Since then she has been at Splunk in their ML Product Org to build out ML feature solutions as a ML Product Manager. She now joins us at Arize as a ML Sales Engineer looking to help teams across industries build ML Observability into their productionalized AI environments.
Recent posts
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LLM EvalsUsing Generative AI to Evaluate Bias in Speeches
Kansas City Chiefs kicker Harrison Butker recently sparked debate after delivering a commencement address to the 2024 graduating class at Benedictine College that touched on topics like gender… Amber Roberts May 17, 2024 9 min read -
Agent EngineeringFour Tips on How To Read AI Research Papers Effectively
According to a recent survey, over two-thirds (66.9%) of developers and machine learning teams are planning production deployments of LLM apps in the next 12 months or “as… Amber Roberts April 25, 2024 6 min read -
LLM EvalsHow To Set Up a SQL Router Query Engine for Effective Text-To-SQL
This article co-authored by Dustin Ngo Large language model (LLM) applications are being deployed by an increasing number of companies to power everything from code generation to improved… Amber Roberts March 18, 2024 7 min read -
LLM EvalsCalling All Functions: Benchmarking OpenAI Function Calling and Explanations
This piece is co-authored by Roger Yang, Software Engineer at Arize AI Observability in third-party large language models (LLMs) is largely approached with benchmarking and evaluations since models… Amber Roberts December 7, 2023 11 min read -
AI ObservabilityLLM Tracing and Observability
What is LLM App Tracing? The rise of large language model (LLM) application development has enabled developers to move quickly in building applications powered by LLMs. The abstractions… Amber Roberts October 2, 2023 10 min read -
AI EngineeringFive Rules to Follow To Get Your First Role in Tech
The art of landing entry-level tech jobs Getting your first role in the tech industry can be a time-consuming and difficult challenge. Whether you are a new graduate… Amber Roberts April 20, 2023 14 min read -
AI ObservabilityWhy You Need To Monitor Recommender Systems
An overview of recommendation systems, including how teams should monitor and troubleshoot models in production Learn more about how Arize helps clients observe recommendation systems, sign up for… Amber Roberts December 1, 2022 9 min read -
Open SourceThe Importance of Real-Time Data Pipelines: An Interview with mParticle’s Shafiq Shivji
Shafiq Shivji is Group Product Marketing Manager at mParticle, where he leads developer experience and data integrity domains. He brings over a decade of experience in product and… Amber Roberts November 10, 2022 11 min read -
AI ObservabilityFive Unexpected Ways To Use ML Observability
This blog is written in partnership with Dan Schonfeld, Data Science Manager at eBay Taking a machine learning (ML) model from research to production and maintaining it once… Amber Roberts October 13, 2022 9 min read -
AI EngineeringWhat Is PR AUC?
In the latest edition of “The Slice,” a blog series from Arize that explains the essence of ML concepts in a digestible question-and-answer format, we dive into how… Amber Roberts September 30, 2022 7 min read
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