Aparna DhinakaraninTowards Data ScienceLarge Language Model Performance in Time Series AnalysisHow do major LLMs stack up at detecting anomalies or movements in the data when given a large set of time series data within the context…May 12May 12
Aparna DhinakaraninTowards Data ScienceTips for Getting the Generation Part Right in Retrieval Augmented GenerationResults from experiments to evaluate and compare GPT-4, Claude 2.1, and Claude 3.0 OpusApr 6Apr 6
Aparna DhinakaraninTowards Data ScienceModel Evaluations Versus Task EvaluationsUnderstanding the difference for LLM applicationsMar 26Mar 26
Aparna DhinakaraninTowards Data ScienceWhy You Should Not Use Numeric Evals For LLM As a JudgeTesting major LLMs on how well they conduct numeric evaluationsMar 8Mar 8
Aparna DhinakaraninTowards Data ScienceThe Needle In a Haystack TestEvaluating the performance of RAG systemsFeb 15Feb 15
Aparna DhinakaraninTowards Data ScienceLLM Evals: Setup and the Metrics That MatterHow to build and run LLM evals — and why you should use precision and recall when benchmarking your LLM prompt templateOct 13, 20234Oct 13, 20234
Aparna DhinakaraninTowards Data ScienceSafeguarding LLMs with GuardrailsA pragmatic guide to implementing guardrails, covering both Guardrails AI and NVIDIA’s NeMo GuardrailsSep 1, 20232Sep 1, 20232
Aparna DhinakaraninTowards Data ScienceHow To Best Leverage OpenAI’s Evals FrameworkKeys for evaluating LLMs using OpenAI EvalsMay 23, 20232May 23, 20232
Aparna DhinakaraninTowards Data ScienceApplying Large Language Models to Tabular Data to Identify DriftCan LLMs reduce the effort involved in anomaly detection, sidestepping the need for parameterization or dedicated model training?Apr 25, 20235Apr 25, 20235
Aparna DhinakaraninTowards Data ScienceBoosting Tabular Data Predictions with Large Language ModelsWhat happens when you unleash GPT-4 on a tabular Kaggle competition to predict home prices?Apr 6, 202311Apr 6, 202311