Lec-18: Random Forest 🌳 in Machine Learning 🧑‍💻👩‍💻

👉 Complete ML Roadmap: https://www.gatesmashers.com/roadmaps... Random Forest is an ensemble learning method that combines multiple decision trees to improve accuracy and prevent overfitting. It works by constructing multiple decision trees during training and outputs the mode of the classes (for classification) or the mean prediction (for regression) of the individual trees. -------------------------------------------------------------------------------------------------------------------------------------- Timestamps: 00:00 – Introduction 00:23 – Random forest 04:05 – Step 1 07:03 – Step 2 07:25 – Step 3 -------------------------------------------------------------------------------------------------------------------------------------- 🚀 MASTER COMPUTER SCIENCE | INTERVIEWS | EXAMS Gate Smashers — Learn Computer Science through free lectures, structured playlists, interview resources, important questions, notes & exam preparation. 💻📚 🌐 FREE CS RESOURCES & INTERVIEW PREPARATION : https://gatesmashers.com ━━━━━━━━━━━━━━━━━━━━━━ 📚 SUBJECT-WISE COMPUTER SCIENCE PLAYLISTS ► Placement Interview Questions:    • Placement Interview Questions | One Shot S...   ► System Design:    • System Design   ► Deep Learning:    • Deep Learning (ANN, RNN, Tranformers, RNN)   ► Machine Learning:    • Machine Learning   ► Design and Analysis of Algorithms (DAA):    • Design and Analysis of algorithms (DAA)   ► Software Engineering:    • Software Engineering   ► Database Management System (DBMS):    • DBMS (Database Management system) Complete...   ► Cloud Computing:    • Cloud Computing (Complete Course)   ► Theory of Computation (TOC):    • TOC(Theory of Computation)   ► Artificial Intelligence:    • Artificial Intelligence (Complete Playlist)   ► Computer Networks (CN):    • Computer Networks (Complete Playlist)   ► Operating System (OS):    • Operating System (Complete Playlist)   ► Structured Query Language (SQL):    • Structured Query Language (SQL)   ► Discrete Mathematics:    • Discrete Mathematics   ► Compiler Design:    • Compiler Design (Complete Playlist)   ► Number System:    • Number system   ► Programming in C:    • C Programming   ► Data Structures:    • Data Structure   ► Computer Architecture:    • Computer Organization and Architecture (Co...   ► Graph Theory:    • Graph Theory   ► Digital Logic:    • Digital Logic (Complete Playlist)   ━━━━━━━━━━━━━━━━━━━━━━ 🌐 CONNECT WITH GATE SMASHERS ► Website: https://gatesmashers.com ► YouTube:    / gatesmashers   ► Instagram:   / gate.smashers   ► Telegram: https://t.me/gatesmashersofficial ► Facebook:   / gatesmashers   ► Threads: https://threads.net/@gate.smashers GsetGo ► YouTube:    / @gsetgoofficial   ► Instagram:   / gsetgo_   VarunNainaShots ► YouTube:    / @varunainashots   ► Instagram:   / varunainashots   ━━━━━━━━━━━━━━━━━━━━━━ Subscribe to Gate Smashers and start your Computer Science learning journey today! 🚀💻