1/ ๐Ÿง  ๐Ÿค– ๐Ÿ“ˆ How to approach a Machine Learning problem?

๐Ÿงต A thread

๐Ÿ‘‡

TIPS:

โ—‰ Start with the simplest models

โ—‰ Identify the patterns from data

โ—‰ Let the data speak

โ—‰ Don't force data to cry
2/ โ—‰ Spend most of your time in EDA, preprocessing, and feature engineering

โ—‰ Choose the tech stack with which you are more familiar

โ—‰ Try to involve people with domain expertise.

โ—‰ Visualize your data. It helps a lot in understanding the patterns.
3/ โ—‰ Use statistical inference to understand the underlying distributions

โ—‰ Initially solve what is possible

โ—‰ Do market research

โ—‰ See what other data scientists are doing in the same domain

โ—‰ Try to relate the results of your work with the business value
4/ โ—‰ Communicate your findings

โ“ Want to add anything?

Feel free to share your thoughts!

#100DaysOfCode #DataScience #MachineLearning #ArtificialIntelligence

โ€ข โ€ข โ€ข

Missing some Tweet in this thread? You can try to force a refresh
ใ€€

Keep Current with Saeed Ahmad

Saeed Ahmad Profile picture

Stay in touch and get notified when new unrolls are available from this author!

Read all threads

This Thread may be Removed Anytime!

PDF

Twitter may remove this content at anytime! Save it as PDF for later use!

Try unrolling a thread yourself!

how to unroll video
  1. Follow @ThreadReaderApp to mention us!

  2. From a Twitter thread mention us with a keyword "unroll"
@threadreaderapp unroll

Practice here first or read more on our help page!

More from @mrsaeeddev

12 May 20
JAVASCRIPT ON EMBEDDED DEVICES

Case Study: Svelte

(1) - Svelte is used for POS systems in Brazil. Roughly 200,000 POS devices are currently in the cities of Brazil. The device runs a very outdated WebKit on extremely memory-constraint hardware.

@sveltejs @SvelteSociety
(2) - They tried different frameworks. None of them could be used because when you press a button, it responded half a second later. Of course, users would be more likely to press it twice and may end up overcharging the customer. But when they tried Svelte, it worked smoothly.
(3) - This POS is built by Stone - A Brazilian company that specializes in integrated solutions for all types of entrepreneurs. This reveals the amazing power and potential of @sveltejs for low memory devices.

@stonepagamentos @sveltejs @SvelteSociety
Read 6 tweets

Did Thread Reader help you today?

Support us! We are indie developers!


This site is made by just two indie developers on a laptop doing marketing, support and development! Read more about the story.

Become a Premium Member ($3/month or $30/year) and get exclusive features!

Become Premium

Too expensive? Make a small donation by buying us coffee ($5) or help with server cost ($10)

Donate via Paypal Become our Patreon

Thank you for your support!

Follow Us on Twitter!