Anix LynchforAnix Lynchanixblog.hashnode.dev·Nov 7, 2024Random ForestSuppose we have a dataset about students, with features like study hours ( \( x_1 \) ), attendance rate ( \( x_2 \) ), and previous grades ( \( x_3 \) ), and we want to predict whether they will pass an exam ( \( y = 1 \) for "pass" and \( y = 0 \) f...DiscussRandom Forest
Anix LynchforAnix Lynchanixblog.hashnode.dev·Nov 5, 2024Part 1: 11 Basic Machine Learning Techniques with Math Notation Friendly Explained1. Linear Regression Linear Regression is one of the simplest techniques for predicting a continuous outcome by modeling the relationship between an independent variable and a dependent variable with a straight line. Key Concept:The goal of linear re...Discuss#Regression
Omkar KastureforOmkar Kasture Blogsomkarkasture.hashnode.dev·Oct 9, 2024Decision Tree- Part 3: Ensemble MethodsIn previous parts of decision trees, we explored what are decision trees and how they can be used for regression as well as classification. In this blog we will see the problem with normal classification tree, and how to overcome it using various ens...Discuss·5 likesThe Ultimate Machine Learning Guidedecisiontree
Riya Boseforblogbyriyabose.hashnode.dev·Sep 25, 2024Mastering Classification Models: Advanced Techniques and Best PracticesPart - I https://blogbyriyabose.hashnode.dev/diving-deeper-into-machine-learning-a-detailed-exploration-of-regression-classification-and-clustering Part-II Classification models are essential tools in the machine learning arsenal, widely used across ...Discuss#ClassificationModels
ByteScrum TechnologiesforByteScrum Technologiesblog.bytescrum.com·Sep 17, 2024A Comprehensive Guide to Binary Classification in Machine LearningBinary classification is a fundamental concept in machine learning where the goal is to classify data into one of two distinct classes or categories. It is widely used in various fields, including spam detection, medical diagnosis, customer churn pre...Discuss·10 likes·124 readsMachine Learningspam detection
Ojo TimilehinforCampeone's blogcampeone.hashnode.dev·Sep 12, 2024Enhancing Financial Security: Credit Card Fraud Detection With Random Forest ClassifierMachine learning has revolutionized various industries in our world today. From manufacturing to retail, to healthcare, machine learning has improved productivity, and efficiency, optimized business costs, and even facilitated better decision-making....DiscussMachine Learning
PriyaforPriyapeeplika.hashnode.dev·Sep 10, 2024Housing Price PredictionThis project is based on Chapter 2 of the Hands-On Machine Learning book. The goal of the project is to build a housing price prediction model using the California housing dataset. Project link: peeplika/Housing-price-prediction (github.com) Step 1: ...Discuss·10 likesMachine Learning
Chibueze OnyekpereforDev Divedevdive.hashnode.dev·Jul 24, 2024Unleash Random Forest's Secrets to Skyrocket Machine Learning MasteryHey there, data explorers and machine learning enthusiasts! 🚀 Ever feel like you're lost in a forest of data, trying to find the right path to insights and predictions? Well, today we're going to talk about a magical algorithm that's all about embra...DiscussMachine Learning
Muhammad IhsanforEmhaihsan's Blogemhaihsan.hashnode.dev·Jul 18, 2024Prediksi Penyakit Jantung menggunakan Random ForestSetelah mempelajari Decision Tree, sekarang kita mulai belajar algoritma yang merupakan pengembangan dari metode Decision Tree. Kata 'forest' di sini juga secara harfiah menggambarkan sekilas tentang apa yang terjadi di balik layar. Hal ini karena Ra...DiscussMachine Learning
Arbash HussainforMy Blogscckeh.hashnode.dev·Jul 15, 2024A Step-by-Step Guide to Random Forest in Machine LearningIntroduction Welcome to the sixth blog post in our machine learning series! Today, we will explore Random Forest, a powerful and versatile algorithm used for both classification and regression tasks. As always, we will also implement this algorithm f...DiscussMachine Learningcodedfromscratch