Bias Variance Simplified |Machine Learning Fundamentals: Bias and Variance | Bias Variance Trade off

Bias Variance Simplified | Machine Learning Fundamentals: Bias and Variance | Bias Variance Trade off #BiasVarianceTradeOff #BiasandVariance #UnfoldDataScience Welcome! I'm Aman, a Data Scientist & AI Mentor. 🚀 **Level Up Your Skills:** * **Udemy Courses:** 🔥 **Start Learning Now!** 🔥 * Data Science Zero to Hero: https://www.udemy.com/course/data-science-zero-to-hero/?referralCode=C742FD376D04979BDD80 * Data Science Zero to Hero (Hindi): https://www.udemy.com/course/data-science-zero-to-hero-hindi-course/?referralCode=A795A06C1728049E284C * Agentic AI for Beginners: https://www.udemy.com/course/agentic-ai-for-beginner/?referralCode=DBF3F13F598187FCCBBC * Git, GitLab, and CI/CD: https://www.udemy.com/course/git-gitlab-and-ci-cd/?referralCode=C092A565E5525B9947CD * Docker for Beginners: https://www.udemy.com/course/docker-for-beginners-z/?referralCode=CDC738F62D12172B6ADD * Courses, Workshops & Webinars: https://www.unfolddatascience.com * LinkedIn: https://www.linkedin.com/in/aman-kumar-b4881440/ * X (Twitter): @unfolds * Instagram: @unfold_data_science * GitHub: https://github.com/UnfoldDataScience/YouTube-Videos-files 🎬 **Featured Playlists:** * LLM for Generative AI application development - https://www.youtube.com/playlist?list=PLmPJQXJiMoUWQO3ndlcQqgrmnkTBb8XrV * Advanced NLP & Generative AI: https://www.youtube.com/watch?v=As3TT3xlddU&list=PLmPJQXJiMoUW7pge9N-J5NQuPcwhzFTfY&pp=gAQB * AWS for Data Science: https://www.youtube.com/watch?v=0SYV7o_fd50&list=PLmPJQXJiMoUWFW2JxRSAfhcsQ0Cr9qbv-&pp=gAQB * Deep Learning & Neural Networks: https://www.youtube.com/watch?v=2-Cg_1FtHk8&list=PLmPJQXJiMoUVvvzXCBKSt0aA8A5NlryjV * Natural Language Processing: https://www.youtube.com/watch?v=cs049uQWbpg&list=PLmPJQXJiMoUUSqSV7jcqGiiypGmQ_ogtb * Data Science Mock Interviews: https://www.youtube.com/watch?v=pHwUllYAXqk&list=PLmPJQXJiMoUURuxLJoroTyBf9zxvgHDvk&pp=gAQB * Interview Question Series: https://www.youtube.com/watch?v=pufyEgNOT0s&list=PLmPJQXJiMoUU3h2LaP6pi9-U9vC3iZeU4&pp=gAQB * Intro to Data Science:https://www.youtube.com/watch?v=Zkyog5u1OGw&list=PLmPJQXJiMoUWXbjyedFTmXPzzoeMJV4fe * Python for Data Science: https://www.youtube.com/watch?v=NTZkMI5tuh8&list=PLmPJQXJiMoUWtuekopnh4BhTFkDBvmhnC * Statistics & Mathematics:https://www.youtube.com/watch?v=iZ2r7aIwMbc&list=PLmPJQXJiMoUU52xCfjyoGRfoLCHKFtDxX * Machine Learning end to end in Python:https://www.youtube.com/watch?v=8PFt4Jin7B0&list=PLmPJQXJiMoUWKj26qv_Pw5Aofxncu84JB * Ensemble Models: https://www.youtube.com/watch?v=fuO6QXAo-5M&list=PLmPJQXJiMoUWfMvIqAn0VI_LHlw4AmVrb * Data Science Career Guide:https://www.youtube.com/watch?v=9pytkbvF8AU&list=PLmPJQXJiMoUWoG8fRUXPRcZec9LgdHmCL * Recommendation Systems: https://www.youtube.com/watch?v=juqpTaieIkA&list=PLmPJQXJiMoUWZeVfB5fle6dwyySg7xLMq 🎥 **My Studio Gear:** * Camera: https://amzn.to/3mwXI9I * Mic: https://amzn.to/34phfD0 * Tripod: https://amzn.to/3r4HeJA * Ring Light: https://amzn.to/3gZz00F * Music: https://www.bensound.com/royalty-free-music #DataScience #AI #MachineLearning About this video, In this video, I talk about Bias and Variance In Machine learning . I take example of a simple Data and explain concept of Bias and Variance. I also explain about models having high Bias and High variance. I explain Bias Variance Tradeoff. Below topics are explained in this video: 1. What is Bias and Variance in machine learning? 2. Machine learning Bias and Variance 3. Bias Variance tradeoff in Machine learning 4. Machine learning high Bias 5. Machine learning high Variance