The war hero and the prisoner.

Family history: a thread

@hugorifkind’s brilliant show on @TimesRadio is sponsored by @AncestryUK, so they took a look at my family tree.

The genealogist Simon Pearce is a genius.

I'm gonna do my other star wars thread tomorrow, which will primarily be me yelling at a @RowanKaiser-shaped strawman for calling the First Order and The Resistance "cosplayers who the rest of the galaxy has to deal with"

the deal w/the New Republic, the First Order, and the Resistance is very weird and complex and I actually take issue with how Story Group frames the actual conflict.

pre-TFA stuff is presented as a "cold war" between the New Republic and the remnants of the Empire that form the First Order, which 100% makes sense.

But they frame the First Order's attack on the Hosnian system and the subsequent battle that takes place across TFA and TLJ as a full on war when it's very clearly a coup. A war implies at least equal standing, but the First Order completely wrecks shop and takes over the galaxy.

ok never mind I'm fucking doing this now.

The First Order fleet we see in TLJ is *not* the entire fleet of the First Order (I don't even think Starkiller Base was their main base of operations honestly, it couldn't have been considering they were operating out of Wild Space)

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.

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#NEIOH

1. Friends Of The Great Planet Earth!

Everything You Seek Is Already Within You!  Each Waking Dream Has False Teachings That  Say There Is A Special Place 'Out There' In The Skies Where People Go That Follow A Certain Doctrine.

2. And Those Same Teachers Explain There Is A Place Of Torment For Others That Arrived On A Different Part Of The Planet And Were Taught A Different Doctrine.

There Is ONE Creator That Has Been Named By Many. It Would Be Loving To Honor And Respect Another's Beliefs,

3. As In Truth, Many Have Lived In Multiple Cultures With Many Beliefs That Now Are Judged! Incarnating Over And Over Is The Joy Of The Soul Experiencing Life! The Soul Fully Understands This Is A Human Experience.

4. Wouldn't It Be Much More Relaxing And Fun To Allow Others Their Freedom, Just As You Want Yours?  Yes Indeed!  Relax And Flow!

Since The Very Beginning Of Your Self-Awareness As An Incarnate Being, You Have Probed Your World For Clues To The Meaning Of Your Existence.

5. You Have Looked In Every Conceivable Crevice And Pondered The Vastness Of The Infinite Cosmos. You Have Scrutinized The Spiritual Wisdom That Was Forthcoming From Those Who Believed Themselves To Be Knowledgeable About Such Matters.