Machine Learning 02 | Linear Regression | DA | GATE Crash Course

This session covers both simple and multiple linear regression techniques, exploring concepts like hypothesis functions, least squares fit, cost function optimization, and gradient descent algorithms. Understand how linear regression models relate input features to continuous outputs, with detailed derivations, real-world examples, and step-by-step problem-solving aligned with the GATE Data Science syllabus. Mastering these concepts is crucial for scoring high in the Machine Learning section and building a strong foundation for advanced ML topics in GATE 2026. 📕 𝐁𝐚𝐭𝐜𝐡/𝐂𝐨𝐮𝐫𝐬𝐞 𝐋𝐢𝐧𝐤𝐬:- Mission ISRO CSE - https://www.geeksforgeeks.org/courses/mission-isro-cse Mission ISRO ECE - https://www.geeksforgeeks.org/courses/mission-isro-ece GATE 2026 CS & IT Test Series Link - https://www.geeksforgeeks.org/courses/gate-cse-it-test-series-2026 GATE 2026 DA Test Series Link - https://www.geeksforgeeks.org/courses/gate-da-testseries-2026 GATE Rank Booster With Expert - Curated Questions - https://practice.geeksforgeeks.org/courses/gate-rank-booster All courses - https://www.geeksforgeeks.org/courses/category/gate?utm_source=youtube&utm_medium=livestreams&utm_campaign=gatelivesessions GATE SPL. Combo Course - CSIT + DA 2026 (Combo course) - https://www.geeksforgeeks.org/courses/gate-csit-da-2026?utm_source=youtube&utm_medium=livestreams&utm_campaign=gatelivesessions (With Placement Prep) - https://www.geeksforgeeks.org/courses/gate-2026-placement-csit-da?utm_source=youtube&utm_medium=livestreams&utm_campaign=gatelivesessions GATE CSE Weekday (2026) - https://www.geeksforgeeks.org/courses/gate-2026-csit?utm_source=youtube&utm_medium=livestreams&utm_campaign=gatelivesessions (2027) - https://www.geeksforgeeks.org/courses/gate-2027-csit?utm_source=youtube&utm_medium=livestreams&utm_campaign=gatelivesessions (2028) - https://www.geeksforgeeks.org/courses/gate-2028-csit?utm_source=youtube&utm_medium=livestreams&utm_campaign=gatelivesessions GATE CSE Weekend (2026) - https://www.geeksforgeeks.org/courses/gate-2026-csit-weekend?utm_source=youtube&utm_medium=livestreams&utm_campaign=gatelivesessions GATE CSIT With Placement Preparation Complete Course (2026) - https://www.geeksforgeeks.org/courses/gate-2026-placement-csit?utm_source=youtube&utm_medium=livestreams&utm_campaign=gatelivesessions (2027) - https://www.geeksforgeeks.org/courses/gate-2027-placement-csit?utm_source=youtube&utm_medium=livestreams&utm_campaign=gatelivesessions (2028) - https://www.geeksforgeeks.org/courses/gate-2028-placement-csit?utm_source=youtube&utm_medium=livestreams&utm_campaign=gatelivesessions GATE SPL. Combo Course - CSIT + DA (2027) - https://www.geeksforgeeks.org/courses/gate-csit-da-2027?utm_source=youtube&utm_medium=livestreams&utm_campaign=gatelivesessions (2027 + Placement Prep.) - https://www.geeksforgeeks.org/courses/gate-2027-placement-csit-da?utm_source=youtube&utm_medium=livestreams&utm_campaign=gatelivesessions (2028) - https://www.geeksforgeeks.org/courses/gate-csit-da-2028?utm_source=youtube&utm_medium=livestreams&utm_campaign=gatelivesessions (2028 + Placement Prep.) - https://www.geeksforgeeks.org/courses/gate-2028-placement-csit-da?utm_source=youtube&utm_medium=livestreams&utm_campaign=gatelivesessions Gate CSE Semester & Placement Preparation (2027) - https://www.geeksforgeeks.org/courses/gate-cse-2027-semester-placement?utm_source=youtube&utm_medium=livestreams&utm_campaign=gatelivesessions (2028) - https://www.geeksforgeeks.org/courses/gate-cse-2028-semester-placement?utm_source=youtube&utm_medium=livestreams&utm_campaign=gatelivesessions For any query visit https://www.geeksforgeeks.org/courses/category/gate Or reach us at +91-08069289001 Timestamps: 00:00:00 OLS Method 01:04:44 Multiple Linear Regression RECOMMENDED CHANNELS FOR YOU: GeeksforGeeks GATE - https://www.youtube.com/@GfG_GATE GeeksForGeeks GATE EE/EC/IN - https://www.youtube.com/@GfG_EC_EE_IN 📚 Stay tuned for more Maha Marathon sessions on all GATE topics! 💬 Don't forget to comment your doubts and feedback! 👉 Subscribe to our channel for more GATE preparation content and hit the 🔔 to never miss an update! 👍 Like | 🔄 Share | 📢 Spread the word #MachineLearning #LinearRegression #GATE2026 #DataAnalytics #GATECrashCourse #SupervisedLearning #GradientDescent #MLEssentials #GATEPreparation #GATEDA #MachineLearnningByParthSir #GATEForMachineLearning #MachineLearningForGATE #GfGEnglish #GATEEnglish #GfGGATEEnglish