If I have the luxury of not looking at my portfolio for five years and build it today, I will go and buy CDMOs assisting innovators on ::

Animal Healthcare
Biotechnology (including fermentation)
Peptides
Oligonucleotides
High Potency Drugs in Oncology

Keywords :: five years

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.

"How the Avengers would respond to the Capitol riot" (a thread)

CAPTAIN AMERICA - tells Falcon, "I fought Nazis once before. They're extremely dangerous." They then see the guy scaling the Capitol wall fall into the shrubs. Falcon: "You sure these are the same Nazis?"

IRON MAN - lands by the guy carrying the podium. Says, "Mind if I borrow this?" then tosses it to Hulk, who swings it like a bat at the mob. Guy: "Hey, that's MY podium!" Iron Man: "Actually it's the Speaker's. And technically, it's a lectern." Then punches him through a wall.

BLACK WIDOW - enters hotel room where Jack Dorsey is tied up. Rips duct tape off his mouth. Jack: "I'll do anything you want!" BW: "Disable POTUS's Twitter. NOW!" Jack fumbles with his phone. "Done. Anything else?" BW: "Yeah. Trim your beard for God's sake." *tosses him clippers*

HULK - grabs a selfie stick from one of the guys and beats him over the head with it. Deeming it too small, he grabs another guy's Confederate flag and takes out a whole swath of rioters. He then tosses the flag to Cap, who uses it as a javelin to impale a fleeing Ted Cruz.

HAWKEYE - hears Iron Man in his earpiece say, "Looks like Orange Julius is tweeting from another account." Hawkeye: "On it." He locks in on Trump through the White House window and fires an arrow, knocking the phone out of Trump's hands. Hawkeye: "Damn that felt good."

1) 💜 THE EVENT 2020 - THE 1221 MULTIDIMENSIONAL STARGATE 💜
PLEIADIAN LIGHT FORCES TRANSMISSIONS - 12182020
CHANNELED BY MICHAEL LOVE
A SPECIAL MESSAGE TO THE STARSEEDS OF NEW EARTH, FOR IMMEDIATE PLANETARY BROADCAST…
PRELUDE:
THE FOLLOWING INFORMATION IS DERIVED FROM DIRECT,

2) DECODED ETHERIC TRANSMISSIONS FROM BENEVOLENT LIGHT FORCES DOCKED IN EARTH’S SOLAR SYSTEM AND SOME OF THE DATA COMES DIRECTLY FROM CERTAIN INSIDE EARTH ALLIANCE MEMBERS KNOWN AS THE WHITE HATS, AND THE GREAT WHITE BROTHERHOOD STRATEGICALLY PLACED IN KEY POSITIONS OF POWER BY

3) THE GALACTICS ON THE SURFACE OF PLANET EARTH!
THE DATA HEREIN IS RECEIVED AND TRANSMITTED FROM THE 5D LEVEL! THIS MESSAGE IS INTENDED ONLY FOR THE STARSEEDS OF EARTH!
GREAT ONES,
WE HAVE SPOKEN OF THE EVENT 2020 THIS ENTIRE EARTH YEAR AS ALL PLEIADIAN AND EARTH ALLIANCE INTEL

4) SHOWS INDEED THAT A MAJOR COSMIC EVENT IS GOING TO OCCUR IN ONLY 3 EARTH DAYS FROM NOW!
ON DECEMBER 21, 2020, A MAGNIFICENT CELESTIAL STARGATE WILL OPEN IN THE HEAVENS WHICH MARKS THE DAWN OF THE NEW GOLDEN AGE OF AQUARIUS AND THE 1ST DAY OF THE SATYUGA OF CENTRAL SUNLIGHT!

5) IN THE MORNING HOURS OF THE WINTER SOLSTICE, THE LONG-AWAITED NEW ERA OF LIGHT WILL FINALLY DAWN AND THE NEW 5D EARTH WILL BE BORN!
THE COSMIC GATES WILL BE FULLY OPENED ON 12/21/20 ALLOWING POWERFUL STREAMS OF COSMIC LIGHT TO ENTER EARTH'S ATMOSPHERE, UPGRADING ALL SENTIENT

*Heads-up that this thread will feature some extreme examples of homophobia and transphobia.*

Hey folks, have you ever wondered why trans people face constant accusations of fetishism, sexual predation and child abuse/grooming? Well, today let's talk about stochastic terrorism.

So, first we have to talk about what stochastic terrorism actually is. Remember when there was a conspiracy that there was a pedophile ring operating out of a pizza parlour basement, and a crazed gunman showed up? It's that sort of incitement that stochastic terrorism describes.

It's the demonisation or incitement against a group of people or individuals with the intent that other, unaffiliated parties will act upon it; it's the releasing doctored footage and a shooter show up at Planned Parenthood as a direct result of what he's been led to believe.

So with that in mind, let's talk about Russia's extreme anti-LGBT laws that banned the "promotion" of LGBT lifestyles to children. A move that specifically marked LGBT people as a threat to children, and resulted in neo-nazis meting out vigilante "justice" against gay men.

Groups such as this would lure unsuspecting gay men via dating sites, and brutalise and humiliate them on camera. They did so under the guise of combating child abusers, one group calling themselves "Occupy

Dhanwanthari Temple, Nelluvai
Thrissur District, Kerala.🚩🚩

ॐ नमो भगवते वासुदेवाय धन्वन्तरये अमृतकलश हस्ताय
सर्वामय विनाशनाय त्रैलोक्यनाथाय श्री महाविष्णवे नमः
#temples

Dhanwanthary Moorthy temple in Nelluvai is one among the ancient temples in Kerala.

Dhanwanthari is the Deva of Ayurveda. It is said that the murthy at the temple was installed by Ashwani Devas and it was the same idol worshipped by Sri. Vasudevar in the Dwapara Yuga. The Dhanvanthari Moorthi is facing towards the west
@SriramKannan77

Smrata-Matrarti-Nasanah', Srimad Bhagavatam states that the one who remembers the name of Dhanwantari will be cured and protected from all the diseases. Temple is known for its Oushada Prasada with Ayuvedic medicinal values, called Mukkudi.

Mukkudi Nivedyam is a very special offering to Dhanwantari. It is prepared by using dry ginger, pepper, pomegranate peel, cumin seed, turmeric, rock salt and other medicinal items. It is offered during 'Usha- Pooja', and is later on distributed to the devotees present there.