Metrics
Artificial Intelligence
Framework for Success Metrics Questions | Facebook Groups Success Metrics
The framework that may allow you to ace the Success Metrics Questions and standoutAs I equipped for my Product Data Scientist interviews, I scoured the net for suggestions and frameworks on handling the “Success...
Artificial Intelligence
Top Evaluation Metrics for RAG Failures
If you've been experimenting with large language models (LLMs) for search and retrieval tasks, you've likely come across retrieval augmented generation (RAG) as a method so as to add relevant contextual information to LLM...
Artificial Intelligence
The Two Metrics That Reveal True Data Dispersion Beyond Standard Deviation
STATISTICSA guide to computing and interpreting Coefficient of Variation and Quantile Coefficient of DispersionWe’ve all heard the saying, “Variety is the spice of life,” and in data, that variety or diversity often takes the...
Artificial Intelligence
Evaluating the Performance of Retrieval-Augmented LLM Systems Retrieval-Augmented Large Language Models Embedding 101 1/ Evaluation of Embedding-based Context Retrieval 2/ Evaluation of Large Language Models Where can we see...
Large Language Models (LLMs) that enable AI chatbots like ChatGPT proceed to realize popularity as more use cases arise for generative AI. Particularly, Retrieval-Augmented Generation (RAG) systems proposed in 2021, and popularized by tools...
Artificial Intelligence
Evaluating the Performance of Retrieval-Augmented LLM Systems Retrieval-Augmented Large Language Models Embedding 101 1/ Evaluation of Embedding-based Context Retrieval 2/ Evaluation of Large Language Models Where will we see...
Large Language Models (LLMs) that enable AI chatbots like ChatGPT proceed to achieve popularity as more use cases arise for generative AI. Particularly, Retrieval-Augmented Generation (RAG) systems proposed in 2021, and popularized by tools...
Artificial Intelligence
Compare and Evaluate Object Detection Models From TorchVision Introduction What’s Object Detection Finetuning Pre-trained Models Image Data Formats Evaluation Metrics for Object Detection Challenges of Comparing Object Detection Models Using Comet...
Visualizing the performance of Fast RCNN, Faster RCNN, Mask RCNN, RetinaNet, and FCOSEach of our two-stage object detection models (in green and lightweight blue above) far out-perform the single-stage models in mean average precision,...
Artificial Intelligence
A Comprehensive Overview of Regression Evaluation Metrics
Principally, all metrics exploded in size, which is intuitively consistent. That will not be the case for sMAPE, which stayed the identical between each cases.I highly encourage you to mess around with such toy...
Artificial Intelligence
Machine Learning, Illustrated: Evaluation Metrics for Classification
A comprehensive (and colourful) guide to all the pieces you'll want to learn about evaluating classification modelsI spotted through my learning journey that I’m an incredibly visual learner and I appreciate using color and...
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