michaelgutmann / ml-pen-and-paper-exercises Goto Github PK
View Code? Open in Web Editor NEWPen and paper exercises in machine learning
Pen and paper exercises in machine learning
Congrats to putting together this nice resource that I am planning to advertise for my students!
A small thing: Eq. (2.1) and Eq. (2.2) supposed to be alternative definitions of the gradient. The actual definition is Eq. (2.2), Eq.(2.1) matches Eq. (2.2) only if f is sufficiently smooth (partial derivatives are continuous).
A very nice explanation that could perhaps be linked to is here: https://mathinsight.org/differentiability_multivariable_subtleties
I think for the sake of the math savvy students of ML, it'd be nice to fix this otherwise minor issue.
Cheers,
Csaba
I think v_n should be nth row vector of U^-1, not column.
When going through the exercises I find almost impossible not to glance at the solutions, since they are presented right after the questions.
Are you open to consider an alternate version of the pdf where the solutions are at the end (either after each chapter or after all of them)?
I could work on it and submit a PR.
A declarative, efficient, and flexible JavaScript library for building user interfaces.
๐ Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. ๐๐๐
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google โค๏ธ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.