Day 19: Intro to Regularization скачать в хорошем качестве

Day 19: Intro to Regularization

Welcome to Lecture 19 of Machine Learning: Teach by Doing project. In this lecture, we will learn about regularization. We will learn how regularization helps us to keep the model weights small. This ensures that the model learns only the most significant features of the data, ignoring minor fluctuations which might be random noise. 0:00 Introduction 1:55 Train and test data 5:25 Regularizer term 10:08 Demo for intuition 19:45 Visual demo 22:50 Conclusion ✉️ Join our FREE Newsletter: https://vizuara.ai/our-newsletter/ ================================================= Machine Learning: Teach by Doing is a project started by the co-founders of Vizuara: Dr. Raj Dandekar (IIT Madras Btech, MIT PhD), Dr. Rajat Dandekar (IIT Madras Mtech, Purdue PhD) and Dr. Sreedath Panat (IIT Madras Mtech, MIT PhD). In 2018, Dr. Raj Dandekar attended his first ML lecture at MIT and it transformed his life. The next four years: He mastered ML, published ML research, did ML internships and corporate jobs, and finally obtained his ML PhD from MIT. Machine Learning: Teach by Doing is not a normal video course. In this project, we will begin learning ML from scratch, along with you. Everyday, we will post what we learnt the previous day. We will make lecture notes, and also share reference material. As we learn the material again, we will share thoughts on what is actually useful in industry and what has become irrelevant. We will also share a lot of information on which subject contains open areas of research. Interested students can also start their research journey there. Students who are confused or stuck in their ML journey, maybe courses and offline videos are not inspiring enough. What might inspire you is if you see someone else learning machine learning from scratch. No cost. No hidden charges. Pure old school teaching and learning. ================================================= 🌟 Meet Our Team: 🌟 🎓 Dr. Raj Dandekar (MIT PhD, IIT Madras department topper) 🔗 LinkedIn:   / raj-abhijit-dandekar-67a33118a   🎓 Dr. Rajat Dandekar (Purdue PhD, IIT Madras department gold medalist) 🔗 LinkedIn:   / rajat-dandekar-901324b1   🎓 Dr. Sreedath Panat (MIT PhD, IIT Madras department gold medalist) 🔗 LinkedIn:   / sreedath-panat-8a03b69a