Make no mistake, CONSISTENT big returns require:
1. Concentrated positions
2. High turnover
3. Small losses
4. Nailing down decent profits into strength
5. Never letting good size gains turn into losses
6. Defending breaking
7. Maintaining a positive reward/risk relationship

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

1/ Something strange is happening with people’s sex lives. 20-somethings are having sex later and less frequently than previous generations. I spent several months digging into this for @theatlantic. https://t.co/5ehzmWY9wi

2/ This phenomenon—I’m calling it a Sex Recession—really surprised me. It seemed improbable in the age of Tinder, digital porn, and attitudes that are generally permissive and sex-positive.

3/ What’s happening isn’t exclusively American: Similar trends are being observed in other countries, including Japan, Australia, the U.K., Finland, and the Netherlands.

4/ One cause is obvious: Adults under 35 are less likely to be living with a partner than in recent decades, and more likely to be living with their parents—which, it’s safe to say, isn’t great for one’s sex life.

5/ But I also found other explanations, each with profound implications. The first, unsurprisingly, has to do with internet enticements. Netflix and other online entertainment may be substituting for sex.

A brief thread on Jovan Hutton Pulitzer, the crazy con man who is now claiming to have hacked into the Georgia voting machines in Fulton County. 90s kids and tech aficionados might remember Jovan as the inventor of the CueCat, the dumbest gadget of all time.

Also, for anyone who wants to claim that Jovan Hutton Pulitzer (not his given name, but one he changed legally after the CueCat debacle) invented QR Codes: he did not. Like that other right-wing crazy man who claimed to have invented email, Jovan didn’t invent QR Codes.

He did invent the CueCat, a product that somehow raised $185 million dollars for a tethered barcode scanner for magazines and newspapers, so you could get ads from your ads. As I said, the dumbest product of all time. Good backup barcode scanners after they were hacked, however

Oh, that’s another thing. When CueCat was a thing, its systems were hacked. I guess that’s what makes Jovan a security expert. His bankrupt company from 20 years ago was hacked and widely mocked. He’s a genius.

In recent years, Jovan pivoted to being a treasure hunter who was featured on and widely mocked on Curse of Oak Island, because the man is insane.

“Why are Tumblr and Facebook cracking down on sex so much? And why is Facebook in so over zealous about it? It’s all Apples fault!” Etc etc

I can explain all. It is largely the fault of a set of US laws called SESTA and FOSTA.

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.