Pranav Bawgikarpranavbawg.hashnode.dev·a day agoWhat's the point of the confusion matrix?[26] Introduction A Confusion Matrix is an N x N matrix used for evaluating the performance of a classification model, where N is the number of target classes. The matrix compares the actual target values with those predicted by the machine learning ...confusion matrix
Fatima Jannetmahia.hashnode.dev·Nov 6, 2024ML classification model selectionWelcome to the final section of Part Three: Classification. Classification model selection One common question in data science is which classification model to choose for a dataset. This section will show you how to quickly and efficiently select the...1 like·81 readsMachine Learning (Python)classification
Indu Jawlacoders.hashnode.dev·Oct 14, 2024Understanding Machine Learning: Key Concepts and TechniquesMachine learning, a subfield of artificial intelligence, empowers computers to learn from data and make decisions without being explicitly programmed. It is typically categorized into two main types: supervised learning and unsupervised learning. Sup...Machine Learning
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
ByteScrum TechnologiesforByteScrum Technologiesblog.bytescrum.com·Aug 5, 2024Understanding Model Diagnostics in Machine Learning: A Comprehensive GuideIn machine learning, building a model is just one part of the process. Ensuring that the model performs well and diagnosing potential issues are equally important. Model diagnostics help in understanding how well the model is performing and identifyi...20 likes·67 readsMachine Learningmodel diagnostics
Anix Lynchgozeroshot.dev·Aug 4, 2024The One Where Dr. Drake Ramoray Gets It Wrong: Confusion Matrix, Ross/Rachel case studyIn the world of statistics, a confusion matrix is a powerful tool used to evaluate the performance of a classification model. But what if we took this concept and applied it to a scenario straight out of "Friends"? Imagine a doctor trying to determin...statistics
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
Nehal Ingolelearnwithnehal.hashnode.dev·Mar 18, 2024Cyber Security And Confusion MatrixHello Everyone In this article we will discuss what role does Confusion Matrix plays in the Cybersecurity field?? As we all know that cybersecurity is very important as they are responsible for our security from cybercrime and the tools and tech they...FalseNegative
Uday Kiran Kavaturuudaykiran.tech·Jun 21, 2023Confusion Matrix - An easy way to remember and useIf you have ever done logistics regression, then you must be aware of the confusion matrix. The name is so apt for this important machine-learning concept. I used to get so confused trying to make sense of the matrix and the formulas. I struggled wit...105 readsArtificial Intelligence
Andrew Sharifikiaalireza-sharifikia.hashnode.dev·Jan 29, 2023Enterprise Level Machine Learning Tools & Tips: Part 1For those who are familiar with machine learning, I'm going to describe multiple topics that one faces while implementing enterprise-level AI. I'm going to list and explain some of the available tools from statistical analysis methods, to the mathema...83 readsBusiness-Oriented Machine LearningMachine Learning
