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

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 -------------------------------------------------------------------------------------------------------------------------------------- 🔹 Gate Smashers Shorts: Watch quick concepts & short videos here:    / @gatesmashersshorts   🔹 Subscribe for more shorts and motivational content:    / @varunainashots   â–ş Machine Learning Complete playlist:    • Machine Learning   Other subject playlist Link: -------------------------------------------------------------------------------------------------------------------------------------- â–şTheory of Computation    • TOC(Theory of Computation)   â–şOperating System:    • Operating System (Complete Playlist)   â–şDatabase Management System:    • DBMS (Database Management system) Complete...   â–şComputer Networks:    • Computer Networks (Complete Playlist)   â–şArtificial Intelligence:    • Artificial Intelligence (Complete Playlist)   â–şComputer Architecture:    • Computer Organization and Architecture (Co...   â–şDesign and Analysis of algorithms (DAA):    • Design and Analysis of algorithms (DAA)   â–şStructured Query Language (SQL):    • Structured Query Language (SQL)   --------------------------------------------------------------------------------------------------------------------------------------- Our Social Media: â–ş Subscribe us on YouTube-   / gatesmashers   â–ş Like Our page on Facebook -   / gatesmashers   â–ş Follow us on Instagram-  / gate.smashers   -------------------------------------------------------------------------------------------------------------------------------------- â–şA small donation would help us continue making GREAT Lectures for you. â–şBe a Member & Give your Support on bellow link :    / @gatesmashers   â–şUPI: gatesmashers@apl â–şPaypal Account: paypal.me/GSmashers â–şFor any other Contribution like notes pdfs, feedback, suggestion etc [email protected] â–şFor Bussiness Query [email protected]

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