Ever heard of Autoencoders?

The first time I saw a Neural Network with more output neurons than in the hidden layers, I couldn't figure how it would work?!

#DeepLearning #MachineLearning
Here's a little something about them: 🧵👇

How to create a freelancing website that makes money.

Everything I've learned.

A thread.

As a freelancer,

Your website is everything.

First, prioritise its existence.

Second, prioritise its improvement.

The technology you use is irrelevant.

- WordPress
- Notion
- Carrd
- Wix

It doesn't matter which you choose,

What matters is you have a website.

Pick a platform that you're comfortable with.

If you can:

- Capture leads
- Add content easily
- Have a clear design

You're good.

If your website doesn't get leads,

It's not working.

Don't rest on a website that doesn't work for you.

Improve it until it does.

Today is “Korean American Day”.

#OTD in 1903, the first large group of Korean immigrants arrived in US-conquered territory. [Thread]

102 Korean men, women, and children arrived in Honolulu aboard the SS Gaelic to work in Hawaii’s sugar plantations. By 1905, Koreans comprised 11% of Hawaii’s plantation workforce—around 7000 people.

This first wave of Korean immigrants arrived amid sharpening imperialist rivalry in the Pacific. Korea had slowly been losing its independence for decades, and by 1903 was just two years away from becoming a protectorate of Japan.

At the same time, the US was consolidating its position in the Pacific, annexing Hawaii, Guam, and the Philippines in 1898, and partitioning Samoa in 1899.

(Pictured: US troops in the Philippines)

US missionaries colluded with the Hawaiian Sugar Planters Association to secure a new, cheap labor force for Hawaii’s sugar fields. Many of the Koreans who arrived in Hawaii from 1903-1905 were Methodists.

Some people really benefit from hearing advice that everyone knows, for the same reason we keep schools open despite every subject in them having been taught before.

In that spirit, here's some quick Things Many People Find Too Obvious To Have Told You Already.

Your idea is not valuable, at all. All value is in the execution. You think you are an exception; you are not. You should not insist on an NDA to talk about it; nobody serious will engage in contract review over an idea, and this will mark you as clueless.

Technologists tend to severely underestimate the difficulty and expense of creating software, especially at companies which do not have fully staffed industry leading engineering teams ("because software is so easy there, amirite guys?")

Charge more. Charge more still. Go on.

The press is a lossy and biased compression of events in the actual world, and is singularly consumed with its own rituals, status games, and incentives. The news necessarily fails to capture almost everything which happened yesterday. What it says is important usually isn't.

Companies find it incredibly hard to reliably staff positions with hard-working generalists who operate autonomously and have high risk tolerances. This is not the modal employee, including at places which are justifiably proud of the skill/diligence/etc of their employees.

#Thread - 1/21

A story of a brave woman who let her "breast" cut to protect the life of Netaji Subhash Chandra Bose!

Neera Arya was born on March 5 1902 in Khekra Nagar, Uttar Pradesh in a distinguished & eminent businessman Seth Chhajumal's family. Since her childhood,

2/21
She was a true nationalist & always had a vision of becoming a part of the freedom fighter movement. She was also reportedly accused as an undercover by the British Govt.

That was the time when her father's business was flourishing in Calcutta, though his business was..

3/21
spread across the country but Calcutta was the center of his business and that was one of the reasons why her education was done in Calcutta. During that period of time, she had learned quite a few languages along with Bengali, Hindi, English.

4/21
Her father got her married to a CID Inspector "Shrikant Jairanjan Das" in British India but they were two different individuals, Neera Arya was a true nationalist but her husband was a true British servant. She was highly motivated & she had an urge of getting us freedom..

5/21
so she ended up joining the Jhansi Regiment in Azad Hind Fauz after the marriage. It was the regiment that the British always accused them of spying on British Govt.

It was the time when Neera's husband Jairanjan Das was given the responsibility to spy on Netaji Subhash..