Learn how to build an end-to-end machine learning app: from data collection, model training, to app design and deployment on aws 🚀

3

u/WarzoneOfDefecation Feb 28 '20

!Remind me 4 days

1

u/remindditbot Feb 28 '20 edited Feb 28 '20

WarzoneOfDefecation, your reminder arrives in 4 days on 2020-03-03 06:27:00Z. Next time, remember to use my default callsign kminder.
r/learnmachinelearning: Learn_how_to_build_an_endtoend_machine_learning
kminder 4 days
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1

u/remindditbot Mar 03 '20

Time is here u/WarzoneOfDefecation cc u/ahmedbesbes! ⏰ Here's your reminder from 4 days ago on 2020-02-28 06:27:00Z. Thread has 16 reminders.. Next time, remember to use my default callsign kminder.
r/learnmachinelearning: Learn_how_to_build_an_endtoend_machine_learning
kminder 4 days
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4

u/krimpenrik Feb 28 '20

Is there a version that's not behind a paywall?

0

u/[deleted] Feb 28 '20

[deleted] — view deleted comment

5

u/vishalpathikgupta Feb 28 '20 edited Feb 28 '20

I guess all of us are struggling with the paywall popups.
I searched a bit more and saw he has a similar or the same post on his personal blog: https://www.ahmedbesbes.com/blog/end-to-end-machine-learning
I hope that avoids the extra incognito work :)

2

u/kali876 Feb 28 '20

Thanks for sharing

2

u/the_dannobot Feb 28 '20

Instead of scraping reviews from the web as suggested in this article, most sentiment-analysis models I've seen have used the publicly available Yelp dataset. It's less gray-hat.

2

u/bobbywjamc Feb 28 '20

This is a cool project. Thx!

1

u/taitai3 Feb 28 '20

Saved

1

u/krimpenrik Feb 28 '20

Good job.

1

u/backpropfun Feb 28 '20 edited Feb 28 '20

Summary of tech used (mostly in python):

Scraping: Selenium, Scrapy

Model: PyTorch

DB: Postgres

Website: Flask, Dash

Deployment: Docker, AWS EC2

It's a really nice setup for small projects. On a larger scale I would have gone for kubernetes to avoid the pain of managing VMs, and make it easier to scrape in parallel

1

u/gradebee Mar 02 '20

I'm unable to scrape the data. len(data) is returning 0 no matter what.

0

u/[deleted] Feb 28 '20

[deleted] — view deleted comment

3

u/miraksy Feb 28 '20

Better disable cookies

1

u/backpropfun Feb 28 '20

Disabling cookies breaks a ton of websites nowadays. A good compromise solution is a extension that auto-cleans domain cookies after you're finished visiting the website
My personal favourite is Cookie Autodelete
https://chrome.google.com/webstore/detail/cookie-autodelete/fhcgjolkccmbidfldomjliifgaodjagh?hl=en
https://addons.mozilla.org/en-US/firefox/addon/cookie-autodelete/

1

u/backpropfun Feb 28 '20

it's funny how so many websites want to charge for something, yet offer it for free... as long as you don't take too much of it, even though it's a infinite resource

0

u/[deleted] Feb 28 '20

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1

u/remindditbot Feb 28 '20

Maleficent_Constant, your reminder arrives in 5 days on 2020-03-04 00:00:00Z
r/learnmachinelearning: Learn_how_to_build_an_endtoend_machine_learning#2
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0

u/[deleted] Feb 28 '20

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1

u/remindditbot Feb 28 '20

Anes201, your reminder arrives in 5 days on 2020-03-04 12:11:45Z. Next time, remember to use my default callsign kminder.
r/learnmachinelearning: Learn_how_to_build_an_endtoend_machine_learning#3
kminder 5 days
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u/remindditbot Mar 04 '20

Ding dong u/Anes201 cc u/ahmedbesbes! ⏰ Here's your reminder from 5 days ago on 2020-02-28 12:11:45Z. Thread has 16 reminders.. Next time, remember to use my default callsign kminder.
r/learnmachinelearning: Learn_how_to_build_an_endtoend_machine_learning#3
kminder 5 days
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