chiphuyen / machine-learning-systems-design Goto Github PK

A booklet on machine learning systems design with exercises. NOT the repo for the book "Designing Machine Learning Systems"

Home Page: https://huyenchip.com/machine-learning-systems-design/toc.html

CSS 0.89% HTML 98.42% JavaScript 0.08% SCSS 0.60%

data-science machine-learning-production mlops

machine-learning-systems-design's Introduction

Hi, I'm Chip 👋

I'm a writer and computer scientist. I grew up chasing grasshoppers in a small rice-farming village in Vietnam. I spend a lot of time with chickens and alpacas.

🎓 I teach Machine Learning Systems Design at Stanford.
🔭 I'm currently building a framework for continual evaluation and deployment of ML.
📝 I write a lot! I'm the author of the book Designing Machine Learning Systems (O'Reilly, 2022). My book on machine learning interviews is open-sourced and free! In a past life, I wrote four Vietnamese books of stories about people I met around the world.
😅 Fun fact: After high school, I went to Brunei for a 3-day vacation which turned into a 3-year trip through Asia, Africa, and South America. During my trip, I worked as a Bollywood extra, a casino hostess, and a street performer.

I'm best reached via email. I'm always open to interesting conversations and collaboration.

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iamvazu allensmile jackochi cuulee jeevaganesan awesome-archive abhijitdalavi laanak08 toanphung praveenjoshi01 khuongthach dcthang tech-save thanhhai217 siamakz laksh9950 praveenanantharaman murindwaz rahul-38-26-0111-0003 delvingdeep hieu-ht nqvuong1998 minhtamphan lephuocmy668 doduy hlehong041817 riteshk28 reedip manushaurya manikant92 raja1196 aihill nguyenducnhaty phamcuong92 kamal242 dovanhuong zhenyuan0502 lmd0207 rkly brczynp soumapaul09 quandb dongphuongman mastricker hungdtrn rsohlot tranquansp hmthanh amit2014 machineleaning therealhieu bigant88 daisy2202 dinnguyen1495 hungvm2 yash1994 blessingkoketso nhuantdbk monkeydj ifedave ashuein koajca thanhvh thang-dao tdtrinh11 pandinosaurus muba1 limbu2 tmhieu99 linhduongtuan kaidata profintegra lukebelieves stjordanis tdhopper arjiit pythseq saraheisa rumary akshaybndlsh3 jasonmusespresso deepchatterjeevns tcr18 hung-hust-97 sergipv maen08 nlebang quangphammessi atendraoyo transwert aksj98 chug2k naqi324 rajibmitra deepandy unburied goryszewskig munniomer hdocmsu databill86

machine-learning-systems-design's Issues

Design a machine learning system has a 404 link

Thanks for sharing this content! It's very helpful.

In https://github.com/chiphuyen/machine-learning-systems-design/blob/master/content/design-a-machine-learning-system.md, "Machine learning project flow" leads to a 404.

Missing link to contribute to community answers

At the beginning of the exercise section:

You can look at and contribute to community answers to these questions on GitHub [here].

the [here] is missing a link.

Thanks for the great content!

Blurry image

It is really difficult to see the annotation of the pic.

Hey @chiphuyen,
Congrats on the draft of this book, really good collection of questions.
I wanted to know how to contribute to the answers of the questions mentioned and/or can we have a google group or a forum for discussing on these questions?

Unable to download

Unable to clone or Download the repo

No Answers

Hi, it seems there are no answers

A package missing from readme.md

I tried to use this repo of yours and to successfully run the repo, you need the princexml package as well.

Download link: https://www.princexml.com/download/

Command to run: sh /path/to/princexml_downloaded_directory

Build PDF failed

I try to build with

magicbook build

It print out console like this

Config file detected: magicbook.json
Prince XML error
-> HTML build finished

In build folder, there are no PDF(s)

Link doesnt work

Hi Chip,
Thank you for helping the community with wonderful content!

As for the issues,
The link on the page
https://huyenchip.com/ml-interviews-book/contents/2.1.1.1-technical-skills.html
[link] https://bestpracticer.com/topic/engineering-1521158538386x966527170501649400
is showing page doesn't exist,
Maybe the link is wrong?

BLEU upper limit 100？

@chiphuyen
Hi Huyen I think the upper limit of BLEU score in machine translation is not 100. It is some float number between 4-6. I once did an experiment with all reference sentences to be the same as the hypothesis sentence and found the number. Just cannot remember it clearly.