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BERTScore: A Contextual Metric for LLM Evaluation

Analytics Vidhya

Conventional metrics such as BLEU, ROUGE, and METEOR tend to fail in comprehending the real meaning of the text. BERTScore reverses […] The post BERTScore: A Contextual Metric for LLM Evaluation appeared first on Analytics Vidhya. They are too keen on matching similar words instead of comprehending the concept behind it.

Metrics 175
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Perplexity Metric for LLM Evaluation

Analytics Vidhya

Among the various metrics developed for this purpose, the Perplexity Metric stands out as one of the most fundamental and widely used evaluation metrics in the field of Natural […] The post Perplexity Metric for LLM Evaluation appeared first on Analytics Vidhya.

Metrics 152
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Get to Know All About Evaluation Metrics

Analytics Vidhya

Introduction Evaluation metrics are used to measure the quality of the model. Selecting an appropriate evaluation metric is important because it can impact your selection of a model or decide whether to put your model into production. The mportance of cross-validation: Are evaluation metrics […].

Metrics 397
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4 Types of Distance Metrics in Machine Learning

Analytics Vidhya

Distance metrics are a key part of several machine learning algorithms. These distance metrics are used in both supervised and unsupervised learning, generally to. The post 4 Types of Distance Metrics in Machine Learning appeared first on Analytics Vidhya.

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Monitoring AWS Container Environments at Scale

Key metrics to monitor when leveraging two container orchestration systems. How you can collect all of those metrics and get full-stack visibility into containerized environments.

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A Tour of Evaluation Metrics for Machine Learning

Analytics Vidhya

A Tour of Evaluation Metrics for Machine Learning After we train our. The post A Tour of Evaluation Metrics for Machine Learning appeared first on Analytics Vidhya. This article was published as a part of the Data Science Blogathon.

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How to Measure Performance of RAG Systems: Driver Metrics and Tools

Analytics Vidhya

This story mirrors the journey of large language […] The post How to Measure Performance of RAG Systems: Driver Metrics and Tools appeared first on Analytics Vidhya. However, years later, his colleague Art Fry finds a novel use for itcreating Post-it Notes, a billion-dollar product that revolutionized stationery.

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9 Developer Enablement Practices to Achieve DevOps at Enterprise Scale

In this eBook, Christian Oestreich, a senior software engineering leader with experience at multiple Fortune 500 companies, shares how a metrics-driven mindset can dramatically improve software quality and enable DevOps at enterprise scale.

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Address the Challenges of Siloed Monitoring Tools

Key metrics businesses can use to measure the success and business impact of their monitoring tool consolidation initiative. In this whitepaper, you will learn: The required capabilities for successful monitoring tool consolidation (irrespective of specific solutions or platforms). How Datadog helps businesses with tool consolidation.

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Cloud-Scale Monitoring With AWS and Datadog

Find out the key performance metrics for each service to track in order to ensure workloads are operating efficiently. In this eBook, find out about the benefits and complexities of migrating workloads to AWS, and dive into services that AWS offers for containers and serverless computing.

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Prioritizing Customer Experience Using SLIs & SLOs: A Case Study from The Telegraph

There was a time when technology managers needed to actively monitor these kinds of granular metrics, but today, these alerts just create distracting noise. Getting constant alerts that something is broken with your product, despite there being nothing wrong. Alert fatigue is a real thing.

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Best Practices for a Marketing Database Cleanse

This buyers guide will cover: Review of important terminology, metrics, and pricing models related to database management projects. Download ZoomInfo’s latest data-driven eBook aimed to help marketing leaders understand the best practices around choosing a B2B contact data provider.

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User-Centered Development: The Importance of User Empathy to Build the Right Thing

Speaker: Jesse Walker, Product Manager at Canva

It allows us to see our work in terms of the real problems it helps solve, rather than simply the metrics it helps move. In order to build the right thing, we must first build collective empathy for our users. Join Jesse Walker, Product Manager at Canva, as he shares tips on how to build user empathy into everything you build.

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A PM’s Guide to Forging an Outcome-Driven Product Team

Speaker: Kim Antelo, Transformation Coach

She will also discuss: The overlap between HEART and Pirate AAARRR metrics. In this webinar, Transformational Coach Kim Antelo will walk through a case study of a healthcare company with lofty OKRs, but with little tie-back to the product performance. The pitfalls and methods for overcoming the pressures to "delivering more features".

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How to Achieve High-Accuracy Results When Using LLMs

Speaker: Ben Epstein, Stealth Founder & CTO | Tony Karrer, Founder & CTO, Aggregage

In this new session, Ben will share how he and his team engineered a system (based on proven software engineering approaches) that employs reproducible test variations (via temperature 0 and fixed seeds), and enables non-LLM evaluation metrics for at-scale production guardrails.