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Task2vec7/1/2023 ![]() ![]() (Left) T-SNE visualization of the embed- ding of tasksĮxtracted from the iNaturalist, CUB-200, iMaterialist datasets.Ĭolors indicate ground-truth grouping of tasks based on taxonomic We use this to select an expert from a given collection,įigure 1: Task embedding across a large library of tasks (best seen Model embedding, called MODEL2VEC, in such a way that models whoseĮmbeddings are close to a task exhibit good perfmormance on the To address this, we learn a joint task and The task, and ignores interactions with the model which may however Insufficient data to train or fine- tune a generic model, and This can be particu- larly valuable when there is Problem of selecting the best pre-trained feature extractor to Our task embedding can be used to reason about the space of tasksĪnd solve meta-tasks. “difficulty” of the task, character- istics of the input domain,Īnd which features of the probe network are useful to solve it Network are fixed, the FIM provides a fixed-dimensional Since the architecture and weights of the probe Of the network filter parameters to capture the structure of the Work”, and compute the diagonal Fisher Information Ma- trix (FIM) Reference convolutional neural network which we call “probe net. Of labeled samples, we feed the data through a pre-trained Specifically, given a task defined by a dataset D = Ni=1 ![]() Computation of the embedding leverages a duality be- tween network parameters (weights) and outputs (activa- tions) in a deep neural network (DNN): Just as the activa- tions of a DNN trained on a complex visual recognition task are a rich representation of the input images, we show that the gradients of the weights relative to a task-specific loss are a rich representation of the task itself. More- over, we introduce an asymmetric distance on tasks which correlates with the transferability between tasks. When other natural distances are available, such as the taxonomical dis- tance in biological classification, we find that the embed- ding distance correlates positively with it (Fig. The norm of the embedding correlates with the complexity of the task, while the distance between embeddings captures semantic similarities between tasks (Fig. We introduce the TASK 2 VEC embedding, a technique to represent tasks as elements of a vector space based on the Fisher Information Matrix. Yet, no general framework exists to describe and learn relations between tasks. Introduction The success of Deep Learning hinges in part on the fact that models learned for one task can be used on other related tasks. Se- lecting a feature extractor with task embedding obtains a performance close to the best available feature extractor, while costing substantially less than exhaustively training and evaluating on all available feature extractors. ![]() We present a simple meta-learning frame- work for learning a metric on embeddings that is capable of predicting which feature extractors will perform well. We also demonstrate the practical value of this framework for the meta-task of selecting a pre-trained feature extractor for a new task. , tasks based on classifying different types of plants are similar). We demon- strate that this embedding is capable of predicting task sim- ilarities that match our intuition about semantic and tax- onomic relations between different visual tasks ( e.g. This provides a fixed-dimensional embedding of the task that is independent of details such as the number of classes and does not require any understanding of the class label semantics. Given a dataset with ground-truth labels and a loss function defined over those labels, we process images through a “probe network” and compute an embedding based on estimates of the Fisher information matrix asso- ciated with the probe network parameters. T ASK 2V EC : Task Embedding for Meta-Learning Alessandro Achille UCLA and AWS Michael Lam AWS Rahul Tewari AWS Avinash Ravichandran AWS Subhransu Maji UMass and AWS Charless Fowlkes UCI and AWS Stefano Soatto UCLA and AWS Pietro Perona Caltech and AWS Abstract We introduce a method to provide vectorial represen- tations of visual classification tasks which can be used to reason about the nature of those tasks and their re- lations. ![]()
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Fridge compressor noise fix7/1/2023 ![]() If your refrigerator is making sounds that resemble squealing or chirping, its evaporator fan might be malfunctioning. In case you hear some rattling noises check if the interior equipment is in place – it might be that the cans, bottles or other containers touch each other causing rattle. Every fridge should stand flat and stable on a solid surface, not touching the wall or adjacent elements. Occasionally, unusual or loud noises may occur during the operation of the fridge, which are unusual for the appliance and are most often the result of improper installation. Make sure to unplug the refrigerator before cleaning or attempting any repairs. Simple cleaning and dusting away any debris that may have accumulated between the fan blades using a soft brush might do the trick. These two need periodical cleaning as you will quickly see if you look at the dust-covered back of the refrigerator Since this is where the fridge “engine” is located it is probably connected to the condenser fan or the compressor. A noisy sound coming from the back of the fridge is scary. ![]() Most people equal loud(er) mechanical noises with parts malfunction. Mechanical noises are not necessarily a sign of failure But these are also quite common in hot environments and can be attributed to the expansion and contraction of internal parts as the fridge changes temperature, therefore requiring no action on your part. Popping and cracking noises may sound scary too. In most cases, it’s just water dripping on the defrost heater. What noises need attention then? The sizzling sound is most likely a fake alarm as are cracking noisesĪ sizzling sound coming out of the refrigerator might sound scary though it can be explained easily. You can perform a basic diagnosis yourself and maybe deal with the loud refrigerator on your own before calling a repair service. In case you notice that the food is not cooling properly or that the ice maker is not working it warrants a closer look. Other weird noises might indicate a problem, especially if they are accompanied by other issues. The other one is gurgling which is caused by a cooling gas boiling in the evaporator which is how it the fridge is cooled. Humming is perfectly normalĪ thing to remember: all refrigerators make some kind of noise. The noise of the fridge may increase temporarily due to the higher load on the cooling system when the door is opened frequently or for a longer period of time, when a larger amount of food is stocked, and/or when intensive freezing or cooling function is switched on. This is not a sign of a malfunction and does not affect the life of the appliance. ![]() After starting the appliance, the operating noise (or coolant flow) might be louder for a couple of hours. The noise level depends on the installation, proper use, and age of the appliance. Most manufacturers explain in the refrigerator’s user manual that some noises are perfectly normal and are caused by the difference in temperature between cold internals and warm or even hot outside environment.Ĭooling in refrigerators and freezers is provided by a refrigeration system with a compressor (some appliances also include a fan) which causes some noise. You might be alarmed by it, but do not panic just yet and call the service hotline. While wearing gloves may make working more challenging, it’s worth protecting yourself.Whenever an appliance starts making unfamiliar sounds, it might not be for nothing. The sheet metal is the thin structural metal where components mount. When working underneath the fridge, consider wearing gloves to avoid cuts from the sharp sheet metal. ![]()
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Zen controller mod7/1/2023 ![]() If the usage of the Cronus Zen does in-fact lead to banning and is a bannable offence, I do not take any responsibility whatsoever. We explain some ways to spot cheaters usi. It provides easy access to the most advanced MODs, Scripts, and Macros. CRONUS ZEN / CRONUS MAX MODDED CONTROLLER - Learn how to identify cheaters that use modded controllers on NBA 2k21. ![]() I have not used the Cronus Zen and am just providing my opinion and view on the usage of the Cronus Zen in-game. £109.99 Free postage Get it by Wed, 26 Oct - Thu, 27 Oct from Derby, United Kingdom New condition No returns, but backed by the eBay Money Back Guarantee Almost gone Zen Studio software for Windows is the heart of Cronus Zen. Supports Logitech DFGT, G25, G27, and a large range of Fanatec wheels.įor the first time ever, hook up an Xbox One headset directly to an Xbox One wireless controller, and game on a PlayStation 4 (Xbox One Wireless Adapter Required – sold separately). DISCLAIMER: Please note that players should use this at their own risk. Play in controller lobbies undetected.Ĭonvert your old racing wheel to work on PS4. ![]() Buy direct from the manufacturer and be sure to get the brand new Cronus Zen, including other Collective Minds products and special offers. Welcome to Cronus Gaming without limits Welcome to the official Cronus Retail Store. Get the highest console speed and accuracy possible. Buy Cronus Zen - Video game controller converter and mod engine use of your favorite licensed gaming controller on all major gaming platforms, including all. CRONUS ZEN unleashes the power of your video game controllers. Elite S2, Astro C40, Scuf Vantage 2, Nacon Revo Pro 3, Razer Raiju Tournament and many more.Ĭronus Zen is fully compatible with Xbox One, PlayStation 4, Nintendo Switch, Xbox 360, PlayStation 3 & Windows PC.Ĭronus Zen’s powerful GPC scripting engine gives millions of possible MOD combinations on your controller without any special chips or soldering.Īdvanced 1:1 controller to mouse conversion with no lag. ![]() Unlock the full potential of your controller with our powerful GPC scripting language, which gives both beginners and advanced users the ability to run millions of possible MOD combinations on a. Zen supports most popular brands of controllers – both wired & wireless inc. The Cronus Zen detects as a controller, so no segmented lobbies - compete head to head directly with other controller users. ![]()
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![]() ![]() Thumbscrews secure your graphics cards, and the hard drive cages can be easily removed for better airflow or additional expansion room. The optical drive bays and 3.5” hard drive bays are tool-free. With internal USB 3.0 connectors for modern motherboards, native SSD compatibility, eight expansion slots and room for long graphics cards, the C70 stands ready to take on any challenger.\n\n Lock and load.\n\nEasy access side panels come off with quick-release latches. ![]() With eight expansion slots and 320mm of clearance, the Vengeacne C70 has room for triple-GPU installations.\nGear Up.\n\nA case is as much a part of your armory as any other component. You get 240mm radiator compatibility on top of the case, and if that’s not enough, you can remove the lower hard drive cage to fit a second 240mm radiator for a dual-loop setup.\n\nHigh-performance gaming systems need lots of room to work with. Vengeance C70 is equipped with three 120mm fans out of the box, with mounting points for seven more to meet your exact air cooling demands.\n\n …and Water Cover, too.\n\nVengeance C70 is also outfitted for liquid cooling upgradeability. It’s crafted out of solid steel and made to survive trips with less wear and tear, and the ergonomic carry handles help you move your gear with confidence.\n\n Air Cover\n\nHigh-performance gaming hardware requires high-performance cooling. PC Gaming Case Gunmetal Black, High Airflow Mid-Tower Case, ATX/mATX, 3x 5.25”
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F ary and the secret of seasons7/1/2023 ![]() The golems themselves state they were created by a sufficiently advanced but extinct civilization. Clarke's Third Law: The golems pretty much state everything the people of Valdi view as magic, such as the weather-changing orbs, is actually advance science.Character Customization: There are different outfits for Ary to wear in the game, so she can change her look anytime.Been There, Shaped History: Future!Ary is the Legendary Guardian from 1,000 years ago, and future!Crocus is the Evil Mage, also from 1,000 years ago.She disguises herself as a boy and takes her father’s orb of winter, which allows her to use seasonal powers, joining the Guardians of Seasons, and is tasked with finding out the cause of the crisis. However, the Guardians of Seasons is an old organization traditionally ruled by men. Ary decides to set out and take her brother’s place, as her father is still grieving Flynn’s disappearance. The guardians are summoned to the Dome of Seasons to investigate the crisis. One day, gigantic red crystals crash from the sky, changing the regional seasons into their opposite and sending the world into turmoil. ![]() Ary’s older brother, Flynn, was the winter guardian apprentice, but disappeared sometime ago while with the spring guardian apprentice, Prince Crocus. In the current day, Ary, short for Aryelle, is the daughter of the winter guardian, Gwenn. The game was released on Microsoft Windows via Steam, and Xbox One, PlayStation 4 and Nintendo Switch on September 1, 2020.ġ,000 years ago, an Evil Mage attempted to take over the world, but was stopped and imprisoned in a time vault by the Legendary Guardian. ![]() ![]() The game is structured similar to The Legend of Zelda, with progress limited to certain areas of the game world until the player has collected a new weapon or ability for Ary to use. It follows the journey of a young girl named Ary across the magnificent world of Valdi, where each region is divided based on the four seasons. Ary and the Secret of Seasons is a 3D action-adventure platformer game developed by Belgian indie studio Exiin, ported on consoles by Fishing Cactus and published by Modus Games. ![]()
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Define trickster7/1/2023 ![]() ![]() These examples are programmatically compiled from various online sources to illustrate current usage of the word 'trickster.' Any opinions expressed in the examples do not represent those of Merriam-Webster or its editors. 2023 And then, without ever revealing his hiding place, Fenn died, which was exactly the kind of thing a trickster coyote would do. 2023 Mercury is also known as the trickster planet, and its influence on Gemini can encourage them to be a bit deceptive with their words and actions-not necessarily with intention. Dallas News, 11 July 2020 Central to Maya religion is Maximón, a trickster deity both benevolent and hedonistic. often Trickster A mischievous or roguish figure in myth or folklore, often an animal, who typically makes up for. 2022 Stone, a larger-than-life political character who embraced his reputation as a dirty trickster, was the sixth Trump aide or adviser to have been convicted of charges brought as part of Mueller's investigation into Russian interference in the 2016 election. Trickster figure synonyms, Trickster figure pronunciation, Trickster figure translation, English dictionary definition of Trickster figure. Monica Cull, Discover Magazine, 21 Oct. Found in the mythology, folklore, and religion of virtually all world cultures, a trickster is a figure who plays tricks or otherwise disobeys normal rules. 2022 Jack, living up to his nickname, was a trickster. Alamin Yohannes And Alamin Yohannes, EW.com, 22 Dec. ![]() 2023 Shelby is a trickster, the scene-stealer who always has a zinger. ![]() Nick Laird, The New York Review of Books, 16 Mar. 2023 Auden is the brilliant trickster, the naughty boy with a stink bomb and a devastating verse about the Latin master. Bird (Ogunde Tremayne), Ziggy heads out with his friend and possible crush Nansi (Amirah Muhammad) - whose name is a sweet riff on Anansi, the African spider trickster. Recent Examples on the Web Encouraged by his pet Dr. confidence trickster synonyms, confidence trickster pronunciation, confidence trickster translation, English dictionary definition of. ![]()
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Arq underwear review7/1/2023 ![]() ![]() Long, loose stiches are cheap to manufacture and likely to break sooner.įABRIC IS COMPLICATED. Reinforcing garments in places they're most likely to tear lengthens the life of those pieces.Īlso look at the size of the stitches-small, short stitches or double seams are almost always going to be more durable. Fully lined garments are also great, but sometimes manufacturers will use cheap, sloppy lining to hide cheap/poor seam finishes.Īlso look for sewn reinforcements, like sewn triangles at the top corners of pockets, rivets in high-strain areas on jeans, etc. ![]() Any style where the raw edge is tucked under the seam and sewn down so there are no loose threads or fraying is good. Look up what French seams and Hong Kong seams look like these are good, durable seam finishes. However, if I see an overlocked seam in an expensive garment like a silky evening dress or a suit jacket, that is a MASSIVE red flag that tells me corners were cut across the board. From a construction standpoint, sometimes an overlocked seam is the only way to go, typically in any kind of stretchy fabric or jersey, like with tee shirts and a lot of athletic wear. Look up what an overlocked seam looks like this is a super cheap and fast method of finishing edges inside a garment. Unfinished seams will let the edges of the fabric unravel, which is untidy, poor construction. This is referring to the way the seams and extra fabric inside the garment are secured, because this has HUGE impact on how well things will last. Sewing construction: FINISHED SEAMS AND EDGES. In terms of actually answering your question, there are some good brand suggestions from other people, but I'll tell you what you actually want to look for in terms of specific garments. You can spend whatever amount of money you want and it still won't last. It doesn't matter how great a garment is if you don't take care of it, period. I second the other commenters who have noted that the longevity of garments is dictated by how well you care for them. Hair, Makeup, Skincare, Fitness, and Fragrance ![]() Interested in the Ethics and Sustainability of Fashion?.FFA Inspo Album Collection courtesy of /u/heyzk.How to Give and Receive Constructive Criticism.What to Wear to a Wedding That's Not Your Own.Business Dress: What to Wear to Work and Interviews.Dressing Like A Teacher: Some Considerations.Dressing for Two: A Guide to Maternity Wear.An Introduction to Personal Color Analysis (aka "What Season Am I?").Uploading photos to Imgur? To make your image viewable to anyone with the link, but prevent it from being added to the main Imgur feed, select "hidden" for the privacy setting, not "private" or "public". See details and apply here guides and how-tos ![]()
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Spiced pumpkin crumb cake7/1/2023 ![]() ![]() Pumpkin Puree: As mentioned before, this can be homemade or store bought but it needs to be pure pumpkin and not pumpkin pie filling.If the top of the streusel begins to get to dark, cover it with foil and then continue baking.When crumbling the streusel over the pumpkin layer, try to make sure there aren’t any huge chunks, the streusel bits should be about equal in size.Spread it out evenly and then start to gently pack it down. To get a nice, even base, first add 400 grams of the crumbly dough to the base of the pan.Be sure to only run the mixer until all ingredients are just combined – you don’t want to over mix it or it will become tough. The dough for the base and the streusel is the same.Stir the pumpkin butter continuously while cooking so that none of the sugars start to burn.For this recipe, I used a 9″ springform pan – a 10″ pan would also work! You may also like… Tips for making Pumpkin Crumb Cake You can also use a metal cake pan for this recipe however, you may have to slice it and and serve it from the pan as it will be harder to remove. No! if you are allergic to nuts or just don’t like pecans you can either leave nuts out all together or substitute almonds or hazelnuts in their place. But, it you would rather sleep in and have breakfast ready, then make it the day before, leave it in the springform pan, cover it with plastic, and place it in the fridge overnight. ![]() Yes! It doesn’t take too long to make so you could definitely make it the morning of. Can this Krümelkuchen be made in advance? It is important to use just pumpkin puree and not pumpkin pie filling as it already has sweetness added to it. This recipe uses canned pumpkin puree however, they can also be made with homemade pumpkin puree. ![]() With a buttery shortbread base, spiced pumpkin butter filling, and pecan streusel topping, this German Crumb cake is the perfect fall version of a coffee cake! What pumpkin should I use? ![]()
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Footprint science tab7/1/2023 ![]() ![]() The number of parameters refers to the size of the model, with larger models generally being more skilled. In 2019, researchers found that creating a generative AI model called BERT with 110 million parameters consumed the energy of a round-trip transcontinental flight for one person. The exact energy cost of a single AI model is difficult to estimate, and includes the energy used to manufacture the computing equipment, create the model and use the model in production. However, it only recently gained the ability to generate humanlike language and realistic photos. It has long been used in applications like smart speakers to generate audio responses, or in autocomplete to suggest a search query. ![]() Generative AI can create much more complex outputs, such as a sentence, a paragraph, an image or even a short video. An example of a discriminative output is choosing whether to approve a loan application. The alternative is “discriminative” AI, which chooses between a fixed number of options and produces just a single number. “Generative” refers to the ability of an AI algorithm to produce complex data. What does the emergence of increasingly more powerful generative AI models mean for society’s future carbon footprint? The more powerful the AI, the more energy it takes. But how hot is it making the planet?Īs an AI researcher, I often worry about the energy costs of building artificial intelligence models. Generative AI is the hot new technology behind chatbots and image generators. The following essay is reprinted with permission from The Conversation, an online publication covering the latest research. ![]()
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![]() – The paper mice that carry office memos around the MACUSA seem to be the American equivalent of the paper planes that do the same in the Ministry of Magic. Petrificus Totalus got a lot of play in the Harry Potter books, especially in the first one, which sees The Golden Trio use it on Neville when he tries to stop them from sneaking out after curfew. – Newt uses Petrificus Totalus on the bank employee who comes upon him breaking into the fault. – The walls of the magical speakeasy are covered with “wanted” posters reminiscent of the ones we se ein Prisoner of Azkaban featuring Sirius Black. Yeah, I’m leaning hard on that cat connection. Squibs we meet in the Harry Potter series include Hogwarts cat-loving caretaker Argus Filch and Harry’s cat-loving neighbor and Arabella Figg. – Graves wrongly believes Credence to be a Squib, a non-magical person who is born into a magical family. The big change in Hagrid and Newt’s situations is that Newt is seemingly allowed to keep a wand, while Hagrid had to keep his hidden within a pink umbrella. In both cases, Dumbledore argued on behalf of the student, but was overruled. In Newt’s case, it is unclear what was at fault. In the case of Hagrid, Aragog the spider was not actually at fault for the student death it was actually the basilisk from the Chamber of Secrets. – We learn that Newt was expelled from Hogwarts in a very similar manner to the way Hagrid was expelled: as a result of a magical creature harming another student. He will be forced from office in 1939 after not taking the Grindelwald threat seriously enough. Things are going to get worse for Fawley before they get better. – During the gathering of international wizards at the MACUSA, we briefly see the M inister of Magic Hector Fawley, who served the British office from 1925 to 1939. We see the scarf when a customs officer opens up Newt’s case as he’s coming into New York City. ![]() Even though Newt was expelled from Hogwarts, he still packs his Hufflepuff scarf with him on his round-the-world journey. – There’s a lot of subtle Hufflepuff pride in this movie. This is also Harry Potter’s adult profession. – Tina Goldstein is a former Auror, which is the wizarding equivalent of an FBI detective. The clock lets its viewer know where all of the Weasley family members are at any given time, as well as if any of them are in “mortal peril.” – The MACUSA’s giant clock-like monitor of the current level of danger the American wizarding world is under has some things in common with the Weasley clock that hangs in the Burrow. – Did you catch the not-so-subtle Quidditch inside joke Newt makes? When Mary Lou asks Newt: “Are you a seeker?” He responds: “I’m more of a chaser, really.” Both seeker and chaser are positons in Quidditch. ![]() |