#BDL The stock has been holding very well in spite of the crazy sell-off in markets and has been consolidating in a tight range in the last 2 weeks.

- CCI never went into bearish territory
- Relative strength hits new highs

Expecting a strong move next week! https://t.co/rDCnSOFkxs

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.

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.

The RV and the Redemption Funds.

ALL Exchanged Currencies as well as all Zim Redemption funds will be placed in the accounts they set up in the Quantum Financial System./1

Absolutely none of these funds will be placed in a Bank at the redemption appointment. Bank computers cannot be programmed to transfer Digital Gold Certificates./2

The QFS can and will transplant funds into a bank account as has been explained earlier,/3

so a person can transfer funds to their own bank account but the desirability will become less and less as the banks go into receivership and their customer’s deposits are confiscated to avoid the Bank’s demise./4

Which bank can compete with the QFS when the QFS is free, secure, private, and stable? One of the major problems in the transition will be the use of Debit Cards for merchant purchases. Will VISA or Mastercard be available?/5