Dynamic Time Warping with Python - Complete Tutorial

This lectures describes Dynamic Time Warping method used in data science for timeseries data analysis. This lecture is a comprehensive analysis of the Dynamic Time Warping method and it's implementation is also shown using Python programming in a jupyter notebook. ____________________________________________ SUBSCRIBE! Do you want to become a Data Science Professional? That's what this channel is all about! The purpose of this channel is to help you learn everything you need in order to start your career or even switch your career into Data Science Analytics. Be sure to subscribe to not miss out on any content! ____________________________________________ Video Layout: 00:00:00 Introduction 00:02:42 Agenda 00:04:24 Dynamic Time Warping in Time Series Data 00:07:52 Alignment based metrics 00:10:32 What is Dynamic Time Warping 00:13:45 Understanding Dynamic Time Warping 00:16:16 Principles of Dynamic Time Warping 00:19:02 Applications of Dynamic Time Warping 00:21:33 How does Dynamic Time Warping work 00:23:52 Dynamic Time Warping Mathematical Formulation 00:26:25 Dynamic Time Warping Optimization Problem 00:28:11 Dynamic Time Warping Algorithm 00:30:09 Summary of Dynamic Time Warping Steps 00:30:42 Key Features of Dynamic Time Warping 00:31:48 Advantages of Dynamic Time Warping 00:33:42 Limitations of Dynamic Time Warping 00:35:26 Enhancements & Variations of DTW 00:37:03 Key Learnings - Dynamic Time Warping Algorithm 00:39:05 Demo - Python implementation of Dynamic Time Warping 00:53:51 Python packages for Dynamic Time Warping ____________________________________________ LinkedIn:   / muhammadadeelsultan   Youtube:    / @enlighteningdatascience   All course material and jupyter notebook can be found here: https://github.com/sultanadeel/Dynami... Useful links: https://pypi.org/project/dtw-python/ https://dtaidistance.readthedocs.io/e... https://tslearn.readthedocs.io/en/sta... Don’t forget to like, comment, share and subscribe for more videos like this on data science topics for learning. Welcome to EnlighteningDataScience #datascience #timeseriesanalysis #machinelearning