up:: [[Database Engineering MOC]] # Database Engineering and Machine Learning Systems for Data Science Curriculum This is a list of resources to gain an advanced understanding of databases and machine learning systems that data engineers, MLOps professionals, ML engineers, and other titles build for R&D groups. Because this is a major part of my own job description, I wanted to compile this list of courses to be consumed as projects to improve what I build for my own teams. The first iteration of this comes completely from [Arun Kumar](https://twitter.com/TweetAtAKK)'s [response thread](https://twitter.com/TweetAtAKK/status/1492925448174505984) to me asking about how to learn these things without shelling out for an MS in CS (still a goal of mine, though!). --- ## DBMS Fundamentals ### Andy Pavlo's Intro to Database Systems [Video lectures](https://www.youtube.com/playlist?list=PLSE8ODhjZXjbohkNBWQs_otTrBTrjyohi)|[Textbook](https://www.db-book.com/)|[[Intro to Database Systems Notes|My project notes]] ### Immanuel Trummer's CS4329 Introduction to Database Systems [Video lectures](https://www.youtube.com/watch?v=4cWkVbC2bNE)|[Slides](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbllDbnRmelMzVnhMa1NDc21VMG9lZVA3QTl1QXxBQ3Jtc0tscVpEdHpFeTd3X0dMZnRKNnFhTVhTUDJtSFZkSS1ablJUTDJZWnVNaFpFX0F3WUJCMTdEWGhUQ1g0TWhlS2x2c0owRjlZTTNHal8xUWRmc0VrMWNnODRMY3A3UUtOSDd5QzAwNERNY01EWXF2aS1VQQ&q=http%3A%2F%2Fcdn.freecodecamp.org%2Fyoutube%2Fdatabase-course-slides%2Fdatabase_course_slides.zip)|[[CS4329 Introduction to Database Systems Notes|My project notes]] ### Arun Kumar's CSE132C Database System Implementation [Video lectures](https://t.co/AW0AYUHae1)|[Slides](https://t.co/CK6rYVGiYs)|[Textbook](https://www.mheducation.com/highered/product/database-management-systems-ramakrishnan-gehrke/M9780072465631.html)|[[Database System Implementation Notes|My project notes]] ## Machine Learning Systems ### Arun Kumar's CSE291D/234 Data Systems for Machine Learning [Video lectures](https://www.youtube.com/playlist?list=PLXq1U9RxZE5qjvs2Fa11Chqj8RZ-rTXMn)|[Slides](https://cseweb.ucsd.edu//classes/fa21/cse234-a/schedule.html)|[[CSE291D Data Systems for Machine Learning Notes|My project notes]] ### Arun Kumar's DSC102 Systems of Scalable Analytics [Slides](https://cseweb.ucsd.edu/~arunkk/dsc102_winter22/schedule.html)|[[Systems for Scalabale Analytics Notes|My project notes]] ### Chip Huyen's CS 329S Machine Learning Systems Design [Syllabus with lecture notes and slides](https://stanford-cs329s.github.io/syllabus.html)|[[CS329S Machine Learning Systems Design Notes|My project notes]] ### Made with ML [MLOps curriculum](https://madewithml.com/#mlops)|[[Made with ML MLOps Courses|My project notes]] ## Other - [The Future of Data(base) Education Discussion](https://sigmodrecord.org/publications/sigmodRecord/2109/pdfs/05_Education_Ives.pdf) ## People to Follow on Twitter - [Arun Kumar](https://twitter.com/TweetAtAKK) - [Andy Pavlo](https://twitter.com/andy_pavlo) - [Immanuel Trummer](https://twitter.com/ImmanuelTrummer) - [Goku Mohandas](https://twitter.com/GokuMohandas) - [Chip Huyen](https://twitter.com/chipro) - [x] Make a Twitter list ✅ 2022-09-11