Japkeerat Singhjapkeeratsingh.com·Dec 14, 2024Is the Model making right predictions? - Part 4 of 5 on Evaluation of Machine Learning ModelsWhen it comes to evaluating regression-based machine learning models, picking the right metric is like picking the right seasoning for your dish—the wrong choice could leave a bitter taste. We have already previously covered the metrics which you can...Machine LearningR2 metric
Japkeerat Singhjapkeeratsingh.com·Dec 11, 2024Is the Model making right predictions? - Part 3 of 5 on Evaluation of Machine Learning ModelsWhen it comes to evaluating machine learning models, picking the right metric is like picking the right outfit for an occasion—it can make or break your impression. Sure, accuracy and precision-recall are great, but they sometimes fall short. AUC-ROC...Machine LearningMachine Learning
Japkeerat Singhjapkeeratsingh.com·Dec 9, 2024Is the Model making right predictions? - Part 2 of 5 on Evaluation of Machine Learning ModelsWe have already discussed accuracy as a metric, its limitations and confusion matrix in the previous post in the series. This post will cover the metrics that we can derive from confusion matrix and how they serve as a better alternative than looking...Machine LearningMachine Learning
Michael ChangforFractional AI Engineering Blogengineering.fractional.ai·Nov 13, 2024Your Questions on Building with AISince the launch of Airbyte 1.0 with AI Assist, hundreds of new Airbyte connectors have been built. We recently joined our partners at Airbyte for the Data Bytes meetup where we answered questions from an audience of data engineers, AI enthusiasts, a...44 readsairbyte
Kavyaportkey-llm-elo-rating.hashnode.dev·Oct 14, 2024⭐️ Decoding OpenAI EvalsLearn how to use the eval framework to evaluate models & prompts to optimise LLM systems for the best outputs. Rohit Agarwal May 10, 2023 ∙ 9 min Conversation on Twitter There's been a lot of buzz around model evaluations since OpenAI open-sourced t...openai
Muhammad Fahad Bashirmfahadbashir.hashnode.dev·Sep 21, 2024Evaluating Classification Models: A Comprehensive Guide to Key MetricsEvaluating the performance of a model is a crucial step in any machine-learning project. Evaluation metrics help us assess how well our model performs, whether we can rely on its predictions, and how it will behave with new, unseen data. Without prop...Machine Learning
Ojo Timilehincampeone.hashnode.dev·Sep 12, 2024Understanding and Implementing Key Regression Evaluation MetricsIntroduction There are different types of Machine learning (ML) problems based on whether the dataset has a target feature (Supervised and Unsupervised) and whether the target feature is a continuous numerical value or a categorical variable (Regress...1 likeMachine Learning
Amit Tyagiwww.cognitive-quest.com·Jul 21, 2024Red Teaming for GenAI ApplicationsWhat is Red Teaming? In today’s rapidly evolving digital landscape, ensuring the safety and security of generative applications has become a paramount concern. Traditionally, red teaming involves a group of security professionals, known as the red te...51 readsResponsible AIredteaming
RJ Honickylearning-exhaust.hashnode.dev·May 29, 2024A toy problem and a bunch of modelsI have a ton of ideas bouncing around in my head about interesting things to do with or to LLMs and other types of models. I've been using a children's story co-authoring and publishing tool (https://github.com/honicky/story-time and https://www.stor...104 readsllm
Haocheng Linhaochengcodedev.hashnode.dev·May 9, 2024The Confusion Matrix Metrics📖Introduction In machine learning, evaluating the performance of a model is akin to peering into a crystal ball to gauge its predictive prowess. One indispensable tool in this evaluation arsenal is the confusion matrix. So, what exactly is this matr...1 likeMachine Learning
