--- title: Anomalous Unicorns for AnDi Challenge keywords: fastai sidebar: home_sidebar summary: "Library with the prototyping process of the Anomalous Unicorns team (@ICFO) for the Anomalous diffusion challenge" description: "Library with the prototyping process of the Anomalous Unicorns team (@ICFO) for the Anomalous diffusion challenge" ---
The main contributors are Borja Requena, Gorka Muñoz-Gil (co-organizer of the challenge) and Korbinian Kottman, all from ICFO.
The prototyping has been done for the two first tasks of the challenge:
Due to lack of time, we have only been able to train models for 1D trajectories and we have not been able to nail down a model for the third task. For further detail about the tasks, refer to the official webpage and the paper.
In order to play with our prototypes, the package andi_unicorns
must be installed. In order to do so, cone this repo and, then, considering a file structure like whatever/path/AnDi-unicorns
, navigate to whatever/path
and pip install AnDi-unicorns
.
In case of willing to make new models, install it in editable mode: pip install -e AnDi-unicorns
.
We have taken the result of the classification for the regression task, so let us start with Task 2.
For the classification we have leveraged convolutional neural networks (CNNs) and recurrent neural networks (RNNs) to perform the predictions. The predictors are made out of two feature extractors, a CNN and an RNN, that converge into a dense classifier consisting of two fully connected layers. We call this kind of architecture a Hydra, provided that there is one body (the classifier) and several heads that look into the data (the feature extractors). The resulting classifier is an ensemble of these hydras.
Then, for the regression, we have taken a similar approach building a larger hydra. First, provided that the different diffusion models present quite significant behaviours, we have trained CNNs and RNNs to predict the anomalous exponent of specific diffusion models. With these models, we have built a twelve-head hydra: two feature extractors (CNN, RNN) for each of the five diffusion models and a pre-trained classifier hydra from the previous task. In a sense, the classifier at the end receives the information of each "expert network" together with the information of which one should be considered. The resulting regressor is an ensemble of these hydras.


Red Symons as you’ve never seen him before explores the exotic lure of the influencer
by Red SymonsMy son posed an interesting question.
If I could fast-forward my teenage self into the present, if I now had, the same know-not-how that I had at his age, what would I do?
Drawing on decades of experience I wisely advised, “Dunno”.
Would I join a band? Every pub in Melbourne seems to have a chalkboard full of them. Aren’t they running out of names?
Back then, part of being an overnight success was playing the same songs four or five nights a week for a couple of years.
The current television gateway seems to be “reality”. Notice how the quotes around the word indicate the falsehood.
If you can cook, build or appear desirable then there is a chance that, should you make it to the finals, you will be rehired to do something lesser.
Let me give you a tip. If you’re a judge, you won’t be voted off.
My lightbulb moment occurred at the airport. There was a billboard of Cate Blanchett, sultry and presentable, her eyes following me around the room. She was juxtaposed with an eau de toilette.
Close by was Johnny Depp scowling manfully through the gloom with another perfume; an unsmelled smell.
What wouldn’t I give to smell like him.
Do they smell the scent before they agree to the job or simply ask their accountant?
These images were reiterated at the pharmacy franchise Placebo Warehouse, where most of the floor space is taken up by products that are relatively harmless and possibly ineffectual.
The real stuff is down the back and administered by authority figures in white coats who require a letter of permission.
Today the rivers of gold are flowing towards those billboards, those images on social media, the influencers,
According to Associate Professor Of-Something from the University of Sounds-Important there are a billion Instagram users. Whilst these users have the social skills of dogs barking behind a fence, “this is what I think …  This is called a “like”.
According to the influencer marketing company trading as You’rePayingForThis!, a couple of years ago, someone with 100,000 followers, a micro-influencer, could only get $150 for a posted image but now the price has increased tenfold.
It has leapt from worthless to almost worth the effort.
Are there not influencers who are living the dream? Are they not adding a zero to their bank balance with each exclamation mark!? Do they charge double for CAPITALS?
Or are they dreaming a life?
Melbourne, a hundred odd years ago, was the richest city in the world. Whilst people streamed to the goldfields, and one or two found some lumps, the real money was in selling shovels.
Similarly today, it is the monopolies of distribution, search and telecoms, who are the shovel-sellers of the modern age. We influencers are simply giving helpful directions along the way.
May I invite you to experience my influence. (Does a rhetorical question need a question mark?) I believe that this product is worthy and this image will go more than viral.
It will go bacterial and fungal.
A WORD OF WARNING: I was simply thinking out loud about this powerfully influencing idea when I was eavesdropped by someone who claims to go by the name Michael Lyon. Without any supervision from me he went ahead with this graphic.
“An idea shared is an idea lost.”
There is someone quite famous who first said that. In the spirit of the quote, I shall not give attribution. It’s mine now.
You can quote me.
- Red Symons is a musician of the ’70s, TV vaudevillian of the ’80s and ’90s, radio voice of the new millennium and a sprinkled condiment in the theatre and print


Dressed in a green Adidas polo with the Bobcat logo above his chest, Boals shifted from his chair to one of the two black leather couches that were parallel to one another.
A loud hum from his personal refrigerator pierced the room, ensuring that his 24-pack of Aquafina water and two logs of Johnsonville summer sausage remained cool.
“You can just see it in him every day...The energy that he brings every day to practice, to every film session, to every team thing we have. He just loves being here.”-Vander Plas
He never initially wanted to be a coach, but when his former head coach Larry Hunter offered him a spot on the staff after Boals’ playing days at Ohio were done because of injury, he took the opportunity and hasn’t looked back.
Once he took that opportunity, it was his dream to one day come back to Athens and be at the helm of one of the most storied programs in the Mid-American Conference. Ohio was his home: it had given him basketball lessons and lessons about life.
Now, after experiences where he was a one-man show to graduate assistant spots to a high profile assistant spot and job rejections, Boals is doing what most people in life unfortunately don’t get to do: live out his dream.
March 13, 2019.
Days after Ohio lost to Northern Illinois in the first round of the MAC Tournament, then-coach Saul Phillips’ contract wasn’t extended, ensuring his exit and the entrance of someone and something new.
Then-athletic director Jim Schaus exclaimed they would host a national search. But the search took four days.
Nearly 600 miles away in Long Island, New York, where Boals was the head coach at Stony Brook about to cap off his second season, his phone rang with a familiar area code.
On the other end was Schaus, and it was a conversation that has happened before.
The first-year coach at Ohio has been in the interview process for his current position twice. The first time after John Groce left for Illinois, and the second was after Jim Christian darted for Boston College.
Two interviews, two rejections.
So when the phone rang on a Wednesday afternoon, he answered calmly and cooly.
“I was calm because I knew I had a great job. I knew that we had a great team coming back (at Stony Brook),” Boals said. “It was going to have to take something really good for me to leave there, and once I talked to Jim at length, they wanted to interview me.”
Busy preparing for the Seawolves’ first game in the College Basketball Invitational, and more importantly, his daughter Sydney’s 16th birthday, Boals put off the interview and made it on his time.
“They wanted to interview me on that Friday, but my daughter’s sweet 16 was on Friday, and I know if I had interviewed on that day and I wasn’t there for the party, I’d be divorced,” Boals joked. “So we delayed it to Saturday, and Dr. Nellis and Schaus flew out to Long Island, and we talked for about an hour and 15 minutes.”
That Saturday was March 16. The next day, it was announced that Boals would become the 19th head coach in Ohio history.
After his introductory press conference, Boals met with the players he inherited. They talked about the vision and the direction that would take place moving forward.
Of all the players that Boals immediately made an impression on, it was Ben Vander Plas.
“I remember we came in the locker room, and we sat down and he talked to us for a while,” Vander Plas said. “He talked about how accountability is non-negotiable, the fact that he cares about us going to class and getting our education. He was just talking about a lot of things that kind of line up with how I look at things, and so it was just really good to hear.”
In the days since that meeting in the locker room, the redshirt sophomore’s feelings about his coach have elevated, and it’s clear that all he wants is to play for Boals.
“You can just see it in him every day,” Vander Plas said. “The energy that he brings every day to practice, to every film session, to every team thing we have. He just loves being here.”
That type of commitment has shown from both players and Boals. The ups and downs of the pilot season have been evident in point differentials and the record, but neither side has given up.
The message Boals gave back in March is now a piece of his team’s core identity, and it only will get stronger over time.
Nov. 9, 2019.
Fans, critics, the media and a slew of others awaited the early glimpse of the Bobcats.
They were about to take the court for the first time under Boals in The Convo, and despite the fact that they had an exhibition game the week prior, this was for real.
“You get butterflies thinking you’re going to coach your first (home) game,” he said. “We got a trial run with our exhibition game, but this was real, and one of those days you thought would never happen.
“It’s surreal knowing you’re the head coach of your alma mater.”
His opening day in The Convo wasn’t soured, as the Bobcats defeated Heidelberg 88-50.
He took in the crowd. He recalled how the Marching 110 gave him chills, and the memories of him and his teammates back in the mid-’90s winning MAC championships flooded his brain.
With his first game under him, the nerves have since settled. It’s been about finding ways to win with a young team. Implementing a new culture within a locker room that only returned a handful of faces from the year prior. Establishing and recreating a program that can withstand the ins and outs, daily nuances of the lives of student-athletes.
He’s handled those things with an outside-the-box approach. Ohio was on a four-game losing streak, the fourth loss on the road at Ball State.
On the bus ride back home, with the atmosphere in blue, Boals announced they were going to Dairy Queen
How the Bobcats have been unable to close out games when they have halftime leads has also been an issue this season. Prior to their game against Buffalo on Feb. 25, Boals ran a halftime simulation where the team went through halftime procedures like it was an actual game.
The Bobcats opened the game on an 18-0 run and never lost the lead in an 11-point victory.
Feb. 12, 2020.
Itching to change out of the green polo and dress slacks for his standard practice outfit — a gray or black “Ohio basketball” crewneck and a pair of shorts — Boals looked around his office as if he couldn’t believe it was truly his.
He stood up and reached for a bottle of water, eyeing the sausage, but opted not to. As he sat back down on the couch, he let out a sigh that only is familiar with a few people.
Those who get to live out their dreams.
“It’s been really cool,” he said. “There’s not too many people who can say that they’re coaching at their alma mater, and I think this is a start. We aren’t where we want to be, but it’s awesome.”


Information about the algorithm to read live logs from. The /live/read/log
API accepts requests in the following format:
ReadLiveLogsRequest Model - Request to read the logs of a specific algorithm. |
|
|---|---|
| format | object Format of the log results. |
| projectId | integer Project Id of the live running algorithm. |
| algorithmId | string Deploy Id (Algorithm Id) of the live running algorithm. |
| start | integer No logs will be returned before this unixtime. |
| end | integer No logs will be returned after this unixtime. |
| Example |
{ "format": "json", "projectId": 0, "algorithmId": "string", "start": 0, "end": 0 } |


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Vulcanzy, the annual techno-cultural fest of NIT-AP is the most awaited event of the year . Guided by Vulcan, the Roman God of Fire, the idea of Vulcanzy unravels the big aspirations hidden inside a creative mind and promises the ultimate
platform to showcase everyones hidden talents. This is the perfect destination to challenge one’s technical ability and groove to trending tunes. It’s time to relax , take a break from hectic schedules and participate in the various
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