So you're a freelance marketer, designer, coach, growth hacker etc thinking about building your business in 2021. VC platform teams can be your ace in the hole.

We need you! We love you! We can be a great stream of biz ... IF you know how to pitch us.

Here's my advice:

1. The major problem most startups face is marketing and the ability to carve out a niche, find and retain paying customers.

Even with a stellar developer team and a stellar product, your startup may not grow or survive without a great marketing and sales teams.

2. Start growing your audience before you’ve a product or an idea.

You should start promoting yourself and building your audience before you have a finished product or even before you have a great idea that you want to build.

3. Don’t wait to start building your audience after you’ve launched a product.

Most first-time developers actually ignore marketing.

They’re oblivious to the challenge of attracting people to take a look at something they’ve created.

4. At least until they see their first project crash and burn within hours of the launch.

There are so many times that I have seen developers spend countless hours building something, releasing it with no fanfare...

5. and only then trying to figure out how to promote it by asking marketing questions on Indie Hackers, Quora or Hacker News. Don’t make that mistake.

Important paper from Google on large batch optimization. They do impressively careful experiments measuring # iterations needed to achieve target validation error at various batch sizes. The main "surprise" is the lack of surprises. [thread]

https://t.co/7QIx5CFdfJ

The paper is a good example of lots of elements of good experimental design. They validate their metric by showing lots of variants give consistent results. They tune hyperparamters separately for each condition, check that optimum isn't at the endpoints, and measure sensitivity.

They have separate experiments where the hold fixed # iterations and # epochs, which (as they explain) measure very different things. They avoid confounds, such as batch norm's artificial dependence between batch size and regularization strength.

When the experiments are done carefully enough, the results are remarkably consistent between different datasets and architectures. Qualitatively, MNIST behaves just like ImageNet.

Importantly, they don't find any evidence for a "sharp/flat optima" effect whereby better optimization leads to worse final results. They have a good discussion of experimental artifacts/confounds in past papers where such effects were reported.

In regards to the #CapitolCoup, I’m in a unique position. I monitored forums ahead of time and then was present for the coup itself.

These are my observations based on what I saw and the evidence that’s been collected so far. I reserve the right to adjust my analysis as needed.

Let’s talk about the organization of the coup first. Seeing some people insist that the coup must have been highly planned and coordinated.

Yes and no. This was a #StochasticCoup. We’ll see little evidence of direct communication between Trump and the insurrectionists.

Within the insurrectionists, there was not one group that executed the storming of the Capitol.

Rather, there were a number of smaller groups working independently towards the same goal. I expect you’ll see little evidence that these various groups communicated with each other.

What you will see is detailed planning and coordination within these small groups.

Then there were the joyriders, those Trump supporters who weren’t directly involved in any plotting but who were more than happy to go along for the ride once the coup was in motion.

After four years, the insurrectionists were carefully attuned to Trump’s messaging.

Every tweet and statement of his was treated as marching orders and carefully dissected for meaning.

It’s why shutting down Trump’s Twitter account was so important.

Made by NickHintonn 2 apr. 2018

Here’s a thread about The Black Tom explosion: a terrorist attack on American soil and major event in US history. However, no one has heard of it and I believe it’s proof that our timeline may be changing.

On July 30th, 1916, in Jersey City, German agents destroyed American ammunition supplies by setting them on fire. The incident is famous for causing damage to the Statue of Liberty.

The fires caused the ammunition supplies to explode, lodging fragments in buildings miles away including the Statue of Liberty and the clock tower of The Jersey Journal, stopping the clock at 2:12 am.

The explosion caused windows to shatter as far as 25 miles away, including thousands in lower Manhattan. Some window panes in Times Square were shattered. Even stained glass windows in St. Patrick's Church were destroyed.

The explosion was so strong is registered as a 5.5 earthquake on the Richter scale. It could be felt as far away as Philadelphia. The explosion cracked the outer wall of Jersey City's City Hall and the Brooklyn Bridge was shaken. People as far away as Maryland were woken up.