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5 Statistical Tests Every Data Scientist Should Know

Analytics Vidhya

A fundamental understanding of statistical tests is necessary to derive insights from any data. These tests allow data scientists to validate hypotheses, compare groups, identify relationships, and make predictions with confidence.

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Understanding hypothesis testing through an end to end case study

Analytics Vidhya

” The only way to test the hypothesis is to look for all the information that disagrees with it – Karl Popper“ Hypothesis Testing comes under a broader subject of Inferential Statistics where we use data samples to draw inferences on the population […].

Testing 398
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Hypothesis Testing in Inferential Statistics

Analytics Vidhya

Introduction Hypothesis testing is one of the most important techniques applied in various fields such as statistics, economics, pharmaceutical, mining and manufacturing industries. The post Hypothesis Testing in Inferential Statistics appeared first on Analytics Vidhya.

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Writing Test Cases for Machine Learning systems

Analytics Vidhya

Introduction Testing forms an integral part of any software development project. Testing helps in ensuring that the final product is by and large, free of defects and it meets the desired requirements. Proper testing in the development phase helps in identifying the critical errors […].

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Revolutionize QA: GAPs AI-Driven Accelerators for Smarter, Faster Testing

GAP's AI-Driven QA Accelerators revolutionize software testing by automating repetitive tasks and enhancing test coverage. From generating test cases and Cypress code to AI-powered code reviews and detailed defect reports, our platform streamlines QA processes, saving time and resources. Ready to transform your QA practices?

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Debugging And Testing LLMs in LangSmith

Analytics Vidhya

LangSmith is a new cutting-edge DevOps platform designed to develop, collaborate, test, deploy, and monitor LLM applications. This article will explore how to debug and test LLMs in […] The post Debugging And Testing LLMs in LangSmith appeared first on Analytics Vidhya.

Testing 306
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Comprehensive Guide on Non Parametric Tests

Analytics Vidhya

Introduction In this article, we will explore what is hypothesis testing, focusing on the formulation of null and alternative hypotheses, setting up hypothesis tests and we will deep dive into parametric and non-parametric tests, discussing their respective assumptions and implementation in python.

Testing 306
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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.

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A Tale of Two Case Studies: Using LLMs in Production

Speaker: Tony Karrer, Ryan Barker, Grant Wiles, Zach Asman, & Mark Pace

Some takeaways include: How to test and evaluate results 📊 Why confidence scoring matters 🔐 How to assess cost and quality 🤖 Cross-platform cost vs. quality trade offs 🔀 and more!

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Improving the Accuracy of Generative AI Systems: A Structured Approach

Speaker: Anindo Banerjea, CTO at Civio & Tony Karrer, CTO at Aggregage

Key Learning Objectives: How to leverage human feedback and observability frameworks to detect when the system generates incorrect output and as the basis for accuracy improvements 📈 How the use of playgrounds integrated into the administrative console of the application can isolate the source of the error 🔍 How building a robust regression (..)

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Best Practices for Creating Long-Lasting and Continuous Discovery Habits

Speaker: Teresa Torres, Internationally Acclaimed Author, Speaker, and Coach at ProductTalk.org

As a result, many of us are still stuck in a project-world rut: research, usability testing, engineering, and a/b testing, ad nauseam. Industry-wide, product teams have adopted discovery practices like customer interviews and experimentation merely for end-user satisfaction.

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New Planning Maturity Assessment

Test your Planning Fitness. In today's new supply chain paradigm, resilience and agility are key. Is your planning process fit enough to keep up with the pace of change? Is your tech stack helping or hindering your progress? Take AIMMS's new quiz to uncover learnings and benchmark yourself against peers!

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New Planning Maturity Assessment

Test your Planning Fitness. In today's new supply chain paradigm, resilience and agility are key. Is your planning process fit enough to keep up with the pace of change? Is your tech stack helping or hindering your progress? Take AIMMS's new quiz to uncover learnings and benchmark yourself against peers!

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100 Pipeline Plays: The Modern Sales Playbook

Apply tested plays to your funnel - Use real-world scenarios, triggers, actions and expected results to improve your entire funnel. Use our proven data-driven plays to grow your pipeline and crush your revenue targets. Close more deals with these winning plays!

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The Recruiting Crossword Puzzle

Test your recruiter-brain with this crossword puzzle, which reveals the best ways to move forward in your efforts with every answer! You can solve your recruiting problems using new tools and data specifically designed to help do your job: find top passive talent and fill those open reqs – faster than you thought possible.