Day 74 - Sequential Pattern Mining
This is a video series on learning data science in 100 days. In this video, I have covered the topic of Sequential Pattern Mining. The topics covered in this video are, 00:00 - Introduction and Definition 01:58 - A simple working example 11:30 - Application of Sequential Mining 13:06 - Apriori Algorithm and Frequent Pattern Growth Algorithm 15:11 - Challenges in Sequential Mining To Subscribe: https://www.youtube.com/channel/UCCR6F6X28Kj00bgPCH9Ct_w/?sub_confirmation=1 Subscribe to my weekly Data Science Newsletter: (I share about my work, interesting article and books I have read, and so on, everything related to data science and career enhancements) https://chipper-leader-6081.ck.page/50934fd077 Link to Code: https://github.com/rsharankumar/Learn_Data_Science_in_100Days References for more reading: https://sequenceanalysis.github.io/slides/analyzing_sequential_user_behavior_part2.pdf https://analyticsindiamag.com/apriori-vs-fp-growth-in-market-basket-analysis-a-comparative-guide/ https://faculty.cc.gatech.edu/~hic/CS7616/pdf/lecture13.pdf https://data-mining.philippe-fournier-viger.com/introduction-to-sequential-rule-mining/ https://cran.r-project.org/web/packages/arulesSequences/arulesSequences.pdf ___________________________________________________________________ Other Tutorials: Basic Python Programming: https://www.youtube.com/playlist?list=PLH5lMW7dI2qfS6p2Pd0s1nkF6o7W_mDRv Pandas: https://www.youtube.com/playlist?list=PLH5lMW7dI2qfgaBifepZ4exxefOBhOBNK NumPy: https://www.youtube.com/playlist?list=PLH5lMW7dI2qf5TzA5s15w5eCbLmmS199n SQL: https://www.youtube.com/watch?v=FCrQjV9J3ME&list=PLH5lMW7dI2qcQDsRamBnHF7GFioCXeWyn Statistics: https://www.youtube.com/playlist?list=PLH5lMW7dI2qfbseLLwda1lbbvLShnuMp2 EDA and Feature Engineering: https://www.youtube.com/playlist?list=PLH5lMW7dI2qev8zKRaC7_cnqfZae4wSP6 ___________________________________________________________________ About me: I am Sharan, a Data Science professional with a decade of experience in advanced machine learning. I have authored 2 books in Data Science, here is the link to check and buy my book from Amazon - https://www.amazon.com/Sharan-Kumar-Ravindran/e/B015SUYR2S/ref=dp_byline_cont_ebooks_1 Website: http://www.rsharankumar.com/ Twitter: https://twitter.com/rsharankumar Blog: http://www.rsharankumar.com/blog/ Medium: https://medium.com/@rsharankumar Linkedin: https://www.linkedin.com/in/rsharankumar/ Github: https://github.com/rsharankumar #SequentialPatternMining #DataSciencewithSharan #Apriori
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