![]() You can control the sweetness of muffins by reducing sugar amount, as chocolate chips already have sugar and bananas are naturally sweet. Flavor: These muffins are sweet with divine chocolate flavor especially when you pair them with semisweet chocolate chips.I more often use sour cream for these banana muffins because it’s an ingredient I always have on hand. These are made with Greek yogurt to obtain a fluffy and soft crumb, but sour cream works just as great. Have you made our blueberry muffins? The texture is pretty much identical. ![]() Texture: If muffins are not over-baked, they are soft, rich, chocolaty and indulgently moist.Tell Me About These Double Chocolate Banana Muffins: We snack on them while they are still yellow, but as they start darkening, no one wants to eat them so we put the leftovers into baking and no banana ever goes to waste. We buy a lot of bananas and usually keep them at room temperature. The muffins are very easy to make, soft, chocolaty and full of flavor. They are perfect for brunch parties and for bigger crowds. This banana chocolate chip muffin recipe is so easy and a great way to use overripe bananas. There’s nothing like the aroma of freshly baked breakfast treat and these Double Chocolate Banana Muffins are about to become your favorite. Homemade muffins are the perfect grab-and-go breakfast or sweet treat that no one can resist. We love homemade treats recipes for breakfast from Cranberry Scones to Blueberry Muffins and Banana Bread. You’ll forget you’re eating breakfast because these muffins taste like true dessert. These Double Chocolate Banana Muffins are so easy to make, bursting with rich chocolate flavor and loaded with chocolate chips.
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238000006011 modification reaction Methods 0.000 description 1.238000004519 manufacturing process Methods 0.000 description 1.230000001276 controlling effect Effects 0.000 description 1.238000005516 engineering process Methods 0.000 description 5.230000000875 corresponding Effects 0.000 claims description 8.238000003780 insertion Methods 0.000 claims abstract description 37.Publication of BRPI0907464A2 publication Critical patent/BRPI0907464A2/pt Publication of BRPI0907464B1 publication Critical patent/BRPI0907464B1/pt Links Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.) Filing date Publication date Family has litigation Priority to US12/037.059 priority Critical Priority to US12/037,059 priority patent/US8266524B2/en Application filed by Microsoft Technology Licensing, Llc filed Critical Microsoft Technology Licensing, Llc Priority to PCT/US2009/031482 priority patent/WO2009108417A1/en First worldwide family litigation filed litigation Critical (B1) "Global patent litigation dataset” by Darts-ip is licensed under a Creative Commons Attribution 4.0 International License. Inventor Eric Dana Bailey Original Assignee Microsoft Technology Licensing, Llc Priority date (The priority date is an assumption and is not a legal conclusion. Google Patents Método para editar uma parte de texto de um conteúdo de um documento, mídia de armazenamento de computador e método para fornecer uma superfície de edição transitóriaĭownload PDF Info Publication number BRPI0907464B1 BRPI0907464B1 BRPI0907464-3A BRPI0907464A BRPI0907464B1 BR PI0907464 B1 BRPI0907464 B1 BR PI0907464B1 BR PI0907464 A BRPI0907464 A BR PI0907464A BR PI0907464 B1 BRPI0907464 B1 BR PI0907464B1 Authority BR Brazil Prior art keywords editing text window document html Prior art date Application number BRPI0907464-3A Other languages English ( en) Google Patents BRPI0907464B1 - Método para editar uma parte de texto de um conteúdo de um documento, mídia de armazenamento de computador e método para fornecer uma superfície de edição transitória ![]() BRPI0907464B1 - Método para editar uma parte de texto de um conteúdo de um documento, mídia de armazenamento de computador e método para fornecer uma superfície de edição transitória ![]() ![]() ![]() Love you mom.Store-bought goodies make great Mother's Day gifts, but a DIY gift made with love can brighten Mom's day even more! If you need a little inspiration in that department, look no further than these easy Mother's Day crafts that are fun to make, and even better to gift! Pair them with DIY Mother's Day cards and the loving mama in your life will be so touched. There shouldn't be a specific day, every day is Mother’s day.It’s a full-time job, 24 hours a day, 7 days a week, 365 days a year.To the strongest, greatest, most caring, most giving and stubborn mother in the world! HAPPY MOTHERS DAY!.My Mother, my friend so dear, Throughout my life you are always near, A tender smile to guide my way, You are the sunshine to light my day.You only get one mother in this life … appreciate her … love her always … as she has loved you.A mother is never truly happy unless her kids are happy.“Youth fades love droops the leaves of friendship fall A mother’s secret hope outlives them all.” - Oliver Wendell Holmes.“There is no role in life that is more essential than that of motherhood.” - Elder M.“It may be possible to gild pure gold, but who can make his mother more beautiful?” - Mahatma Gandhi.“The influence of a mother in the lives of her children is beyond calculation.” - James E.“Mother is the name for God in the lips and hearts of little children.” - William Makepeace Thackeray.“My Mother: She is beautiful, softened at the edges and tempered with a spine of steel.Even when you can’t see them, they’re still holding the family together.” - Susan Gale “Mother is the heartbeat in the home and without her, there seems to be no heartthrob.” - Leroy Brownlow.“When you are looking at your mother, you are looking at the purest love you will ever know.” - Charley Benetto.I love you, Mum!Ī post shared by Jade Kazzi Mother's Day Quotes Thanks for bringing me into this world and being there for me every day. You are the most caring and loving person I know.I feel so happy and proud to be your daughter. Thank you for being the greatest Mum in the world.I admire and love you more than you'll ever know. Mum, you are the one who knows me inside out.Although we haven't been able to see each other as much as we have liked this year, thank you for your love and support each day to get me through!.Thank you for inspiring me every day and being my best friend! The children love you and we are so grateful for your support. Mum, thank you so much for everything you do for all of us.Thank you for making me the person I am today. You are my best friend and I'd be lost without you. Mum, I love you more than words can say.I hope your day is as special as you are. Happy Mother's Day Mum! You mean so much to me.I hope I can see you soon and give you a big hug, but for now, these flowers will have to do!.To the best mum in the world, Happy Mother's Day! Hope you have the happiest of days.On this special occasion, we have compiled a list of wishes, images and quotes you can share with your mother on this day. This year, Mother's Day is going to celebrated on May 9. Every year, Mother's Day is celebrated to honour and express our appreciation for the mothers in our lives. A mother holds a special place in every person's heart. Chapters: 2 - Words: 2,708 - Reviews: 1 - Favs: 3 - Follows: 3 - Updated: - Published: - id: 11697296 +. If you like romance novels, cute boys, and/or anime then you will love this Otome game. Do you believe in destiny Rated: Fiction T - English - Ichigo S., Haruki T., Ryuza H., Takeshi Y. There are two endings for this route, the Teenage Dream Ending and the After Class Romance Ending.Both are wonderful, in the Teenage Dream End, Ms. I had to do it twice because the answers don't let me get the special route checks. Follow/Fav Dreamy Days in West Tokyo Season 1. On a side note: There are a few cameos from some of the Dreamy Days in West Tokyo boys, which made me giggle and a mention of Kota and Revance from Scandal in the Spotlight. IseeV: No one seems to have the Ayato Upgraded route. Magic Sword+ (7) Marriage Contract (14) Marriage Contract Prologue (1) Masa Walkthrough (1).IseeV: (For the Ayato upgraded route) Amir.You meet up with your old friends, and maybe find new. You play as a seventeen-year-old, returning to her old hometown after ten years (where exactly you were during these ten years is never explicitly stated, although in at least one route its stated that you were in England). Sakuragawa: I know it's not Thanksgiving yet, but I want to say that I'm thankful for the existence of KC. Dreamy Days In West Tokyo is one of the first otome games I played.Sakuragawa: Made some great memories here and met some nice people.kokoro-cafe: Happy Holidays too Sakuragawa!.cain0425: will there ever be update on season 3 or season 4 walkthrough of My Forged Wedding you guys only have up to season 2.kokoro-cafe: Possibly but unlikely anytime soon :(.cain0425: if that case is there any tips you could give on getting the super happy ending for the game?.kokoro-cafe: Actually, just to clarify, are you talking about the paid version or the party version?.Dreamy Days in West Tokyo, Haruki Tanemura, Walkthrough. One day while in the library after school she stumbles upon a hooded girl. Sakuragawa: Ikemen Revolution is out for Android and iOS! Dreamy Days in West Tokyo - Haruki Tanemura Sequel Walkthrough Story 1 - Wow, you're smart. So this service is a guide for anime fans to find exactly what interests you.BloodyDagger: Hello, i'm new here, does anyone know where I could get a walkthrough for the pc game aniversary no kuni no alice? I've been searching far and wide and I still can't find it.Dreamy Days in West Tokyo - Rihito Hatsune : Living with Him. Sakuragawa: after a bit of Googling, it seems that a walkthrough should be included should be included with the English patch? The person/group that's making the the patch linked a JP walkthrough too. Angel or Devil - Feyril : Main Story Walkthrough.BloodyDagger: Thank you! I checked the group's website and found it! I'm so happy I finally find a decent walkthrough ^^.Mortis: destiny ninja touch my heart spin-off walkthrough.My sister said that Kokoro-Cafe always comes through and. harumia: Hi hi! I'm fairly new here (tho I've known KC for years). Ive been searching for months and NOBODY has posted his walkthrough, even the person I usually go to.kokoro-cafe: Hi! Welcome to KC :) How are you doing?.HakuokiScientia: Is there a CG or a walkthrough for Is it love Peter here? Haven't found around when I googled it :(.Lilwyn: Hey everyone! It's been awhile since I last stopped by, how is everything?.Amavanna: Hey new here everyone doing ok?.Amavanna: Hey I'm looking for some Invites for the games I play can you guys add me, my codes are Angel or devil: HwTcTPa4V2 Hero in Love: B9J4rQDvK2 Never look back: Jf7LG1Xq7c Cant say no: GEYDwJpPju Lost island: GijCVsxGSi Mononoke Kiss: LuyDJDxHhG Magic Sword: Kq2heLxqqn.Sakuragawa: The last post was from 2018 and now it is 2020.Sakuragawa: Another new year, it's 2021.Godingame: Is there a community somewhere for the cinderella contract?.Ryuzo Hatta Main Story Walkthrough (or just choose option A for a while)Ī: “You’re really popular with the girls.”ī: Move away and say you don’t have a fever. Feel free to use or share, but please ask permission before reposting anywhere ^_^ And of course, this is not the only way to get the Super Happy End. I am so happy that they finally released the Mad Hatters route in English I played the Japanese GREE version over the summer, and it has been my favorite story from the KBTBB series. I picked what answers I thought would work, but I did not try every answer choice. ![]() See more Amazon Deals, and remember when you subscribe and save to 5 or more items in one month, you’ll also save an additional 15% on all of your subscribe and save purchases. Brooks Brothers, Burberry, Coach, Fendi, Gucci, Jimmy Choo, Kate Spade. Go HERE to see everything included in the sale. Examples of marketing expenses include commercials and (print or online). Fun!ĭon't forget that Kate Spade has camera bags, handbags, wallets, and SO many more items available. Kate Spade Outlet Online - 100 Genuine Kate Spade Handbags,Bags Clearance From Kate Spade Outlet Store Shop Now,Select Styles Discount Off. When you shop the Kate Spade Surprise sale, it's a great way to save if you’ve been dreaming of a Kate Spade purse or Kate Spade wallet. It’s still not crazy penny pinched, but their purses last forever. I purchased a Kate Spade purse last year through this sale and have absolutely loved it. You can also score 25% off select bundles with the coupon code MAKEITTWO at checkout for even more savings.įor example, you can get this Staci Bundle for $109 with the code MAKEITTWO (regularly $368).Īnd I'm loving the Kate Spade Card Holders from $35 (reg $69)ĭo note that these sales are all final sale only. Get select Bailey Shoulder Bag for as low as $79 today only (Reg $359)Ĭhoose from several different colors – all at over 70% OFF! □ I love this sale! Kate Spade is having a huge Surprise Sale, with prices as low as 75% off! You will also get free shipping today! Dental Services Oral services consist of a range of procedures to recover dental health and wellness and also replace missing out on or corroded teeth. Issues With Surprise Kate SpadeĬustomer complaints about Surprise Kate Spade include being unable to access the website (traffic is high during sales, representatives said), items quickly going out of stock, and the fact that Surprise Kate Spade sales are final (returns and cancellations are not accepted customer service can assist you if your item arrives damaged or defective).Don't miss the Kate Spade Surprise sale and snag these luxury handbag deals at bargain-basement prices! Looking for more designer goods at a discount? See our articles on whether Bluefly, Gilt, and Rue La La are legit and Tiffany & Co. Kate Spade New York Outlet, located at Philadelphia Premium Outlets: Since its launch in 1993 with six essential handbags, kate spade new york has always. It’ll also allow you to log in and view your order status after completing your purchase. Having an existing account can make the checkout process quicker if you have payment information saved. However, you may want to create a account before the sale begins. You don’t need a account to shop guest checkout is available. Kate Spade accepts PayPal, Kate Spade plastic and e-gift cards, and major credit cards (American Express, Discover, Mastercard, and Visa) for online purchases. You can buy a maximum of five items in each available style. Once the sale begins, you can shop by visiting and adding items to your cart. To be notified of upcoming sales events, sign up to be on the Kate Spade mailing list. It is best to shop early, as items tend to sell out during the sale. Surprise Kate Spade events are held several times a year. Īdditional services like gift wrapping are not available for Surprise Kate Spade purchases. Handbags, passport covers, coin purses, and jewelry are often featured during these flash sales. Previous sales have featured prices up to 75% off the original retail price. Visit your local Kate Spade store at 13850 Steeles Avenue West in Halton Hills, ON to find the perfect bags, wallets, and jewelry in spades. Surprise Kate Spade prices are only valid at and don’t apply at Kate Spade stores or outlet locations. Offering further evidence of Surprise Kate Spade’s authenticity, national publications like InStyle, People, and Southern Living have covered the surprise sales. ĭuring our research, we found that the site is on the Kate Spade domain and that the customer support contact is an official email address.Īnd, the sales site has been mentioned on the brand’s official social media channels, including Facebook and Twitter. Keep in mind the site is only active during limited-time “surprise” sale events. ![]() ![]() Surprise Kate Spade, a flash sale website found at, is legitimate and run by Kate Spade New York, corporate customer service representatives said. ![]() See below for more details of how Surprise Kate Spade works and how to find out about the next “surprise” sale. Kate Spade sale, Cheap Deals & Clearance Outlet Love the Sales Up to 60 off Huge discounts on Bags, Accessories, Shoes and more Shop the worlds. It offers short-term flash sales with discounts up to 75% off. Surprise Kate Spade is an authentic website that hosts the brand’s official online discount events. ![]() ![]() D2 alone is sufficient to interact with the immature, metastable state of fALS SOD1 mutants, and effectively prevents the accumulation of unstructured species. We showed that the SOD-like domain of CCS, D2, acts as a molecular chaperone in the human cytoplasm. We characterized by in-cell NMR the interaction between CCS and SOD1, both WT and the WT-L fALS mutants A4V, T54R, G93A, I113T, in the cytoplasm of living human cells. Here, we investigated further how CCS exerts this protective role. Importantly, this mechanism can be reverted by co-expressing CCS, indicating that the copper chaperone is able to pull the nascent SOD1 molecules towards the correct folding and maturation pathway. It has been shown that some WT-L fALS SOD1 mutants fail to bind zinc when they are overexpressed in the human cytoplasm, and accumulate as unstructured species that may act as precursors in the pathogenic aggregation pathway 28. Recently, the maturation steps of SOD1 have been observed in living human cells 25 through in-cell NMR 26, 27. CCS acts as a metallochaperone through its N-terminal Atx1-like domain (D1) and as oxidoreductase through its C-terminal domain (D3), whereas the second, SOD-like domain (D2) is responsible for the interaction with SOD1 15– 24. Copper binding and disulfide bond formation are mediated by a specific partner, the Copper Chaperone for SOD1 (CCS) 15, 16. Disulfide-reduced, monomeric apo-SOD1 binds zinc spontaneously, and forms a stable homodimer 13, 14. The molecular events leading the mature, enzymatically active form of SOD1 have been extensively studied in vitro. These mutations however are known to further destabilize the structure of the apo protein, increasing the fraction of unfolded protein and eventually leading to misfolding and to the formation of the cytotoxic species 7, 8, 11, 12. Some fALS mutations, termed wild type-like (WT-L), do not affect the enzymatic activity of the mature protein, as they do not perturb the geometry of the SOD1 metal binding sites, nor the disulfide bond 9, 10. All these post-translational events stabilize the fold of SOD1, which in the apo state is intrinsically unstable and prone to unfolding and aggregation 7, 8. In order to reach its active conformation, SOD1 has to undergo several post-translational maturation events in the cytoplasm, which include zinc binding, dimerization, copper binding and the formation of an intramolecular disulfide bond. These mutations have been linked to the formation of amorphous aggregates enriched in SOD1 in the spinal cord of fALS patients and in transgenic mice 3– 6. Several missense mutations in the sod1 gene scattered throughout the polypeptide of SOD1 have been correlated with the onset of fALS 2. It has been shown that SOD1 is implicated in a sizable fraction of the familial variants of ALS (fALS) 1. Human copper, zinc superoxide dismutase (SOD1) is a conserved intracellular metalloprotein that protects the cell from oxidative damage. Such molecular chaperone function of CCS-D2 is novel and its implications in SOD-linked fALS deserve further investigation.Īmyotrophic Lateral Sclerosis (ALS) is a fatal neurodegenerative disease characterized by the death of motor neurons in the brain and spinal cord. We further showed that CCS-D2 interacts with apo-SOD1 in vitro, suggesting that in cells CCS stabilizes mutant apo-SOD1 prior to zinc binding. We showed that CCS-D2 forms a stable complex with zinc-bound SOD1 in human cells, that has a twofold stabilizing effect: it both prevents the accumulation of unstructured mutant SOD1 and promotes zinc binding. By in vitro and in-cell NMR, we investigated the role of the SOD-like domain of CCS (CCS-D2). The Copper Chaperone for SOD1 (CCS) transiently interacts with SOD1 and promotes its correct maturation by transferring copper and catalyzing disulfide bond formation. Some mutations destabilize the apo protein, leading to the formation of misfolded, toxic species. Superoxide dismutase 1 (SOD1) is an important metalloprotein for cellular oxidative stress defence, that is mutated in familiar variants of Amyotrophic Lateral Sclerosis (fALS). ![]() Found results for Macdrive 9 crack, serial & keygen. Hola, después de reiniciar me abrió el programa, pero no me aparece en ningún lado donde colocar el serial, en el cuadro de diálogo solo veo activar mi licencia, gracias es windows8. MacDrive ha sido siempre una utilidad simple, perfecta para compartir archivos entre los discos de Mac y Windows. Keymaker-CORE keygen Rating Related Downloads Downloads Mediafour MacDrive v7.2.6 SFX Setup (by ToXiC) keygen 11417 Mediafour XPlay 3.0.2. Keymaker-CORE keygen #Tags:mediafour,macdrive,incl,keymaker,core Mediafour MacDrive 8.0.5.31 Incl. ![]() With MacDriver pro, you access easily Mac Disks from your desktop and create and mange Mac disks partition. ~~AllMusic Review by Ashley S.=> Download Link macdrive keygen rapidshareĭownload and get free MacDrive pro 9 crack, MacDrive pro 10 full version with keygen, serial numbers, activation code and license key – MacDrive make you able to control and manage Mac disk from your PC. Carey convincingly seizes many opportunities to display her incredible vocal range on such memorable tracks as the popular “Vision of Love” (featured during her television debut on The Arsenio Hall Show, an appearance noted by many as her formal introduction to stardom), the energetic “Someday,” and the moody sounds of the hidden treasure “Vanishing.” With this collection of songs acting as a springboard for future successes, Carey establishes a strong standard of comparison for other breakthrough artists of this genre. This extremely impressive debut is replete with smooth-sounding ballads and uplifting dance/R&B cuts. But she’s more than a pretty voice Carey also co-wrote each of the 11 songs on this album, and though her songwriting chops would improve over the years, the sheer excitement of hearing this talent for the first time makes this a memorable debut. She swoops across an unbelievable five octaves on these smooth ballads and bouncy R&B tunes, and her vocal control is simply stunning - witness her spine-tingling upper register notes on “Someday” and “Prisoner” to choose just two of many examples. It also set her on her way to becoming the best-selling female artist of the 1990s - a particularly impressive feat considering the caliber of the competition during that decade - largely on the strength of her truly remarkable voice. This self-titled debut sold over eight million copies, produced four number one singles, and earned her a Grammy Award for Best New Artist. The cliché “meteoric rise” could have been invented for Mariah Carey. Merry Christmas has sold 15 million copies worldwide and is the best-selling Christmas album of all time. In Japan, Merry Christmas has sold 2,500,000 copies and is the third best-selling album of all time by a non-Asian artist, behind Carey’s other release #1’s (1998) and Whitney Houston’s The Bodyguard. The album has sold 5,370,000 copies in the United States as of November 2014 according to Nielsen SoundScan, and has been certified five-times Platinum by the Recording Industry Association of America (RIAA) for shipment of five million copies in the United States. The album produced the worldwide classic single, “All I Want for Christmas Is You”, which became the best-selling holiday ringtone in the US. Merry Christmas was released at the peak of the initial stretch of Carey’s career, between Music Box (1993) and Daydream (1995). Singles were released from the album, being sent to different radio stations for promotional purposes. Critics praised Carey’s uplifting and flavored vocals, as well as her skilled songwriting alongside Afanasieff. After its release, the album received generally positive reviews and became a worldwide success. The album features instrumentation from keyboards, bass guitars, drums, percussion and heavy backing vocals. The album contains a contemporary holiday theme, and featured “authentic, gospel flavored background vocals”. ![]() Carey worked with Walter Afanasieff, with whom she wrote all of the original tracks, as well as producing Carey’s interpretations of the covered material. Released by Columbia Records on November 7, 1994, the album features cover versions of popular Christmas tunes and original material. Merry Christmas is the first Christmas album and the fourth studio album by American singer Mariah Carey. ![]() The default topology allows you to configure both the CI Server and the Build Agents onto the same box – if you have a large team, who make a large number of commits – it might be advisable to scale out the Build Agents onto separate boxes. Next select all the components you want installed on your server. We have modified the destination folder from the default (a Team City folder in the root of C) to install into Program Files (we are running on a 64bit server, hence the (x86)): The install experience is very straightforward, first run the installer: In this Step by Step Guide we will show you how to configure TeamCity to run on Windows Server 2008 R2 and proxy requests through IIS 7 so that you can access your TeamCity server via a custom domain, for example įirst download the TeamCity Windows Installer (WAR / JAR version are also available) – this is a totally self contained package that contains a pre-configured Apache TomCat instance. We've believe that the combination of a virtualised development environment and a mature Continuous Integration Platform is a powerful one, especially because TeamCity allows us to easily scale out our build capacity by adding more Build Agents that can be hosted on Azure Virtual Machines or even Amazon EC2 instances. By Howard van Rooijen Co-Founder 11th November 2010īecause we believe in working smarter, not harder, our Continuous Integration Server of choice is JetBrain's TeamCity. ![]() Dose and duration: Many of the UVC lamps sold for home use are of low dose, so it may take longer exposure to a given surface area to potentially provide effective inactivation of a bacteria or virus.Therefore, the inactivation of viruses on surfaces may not be effective due to blocking of the UV radiation by soil, such as dust, or other contaminants such as bodily fluids. Direct exposure: UVC radiation can only inactivate a virus if the virus is directly exposed to the radiation.In addition to understanding whether UVC radiation is effective at inactivating a particular virus, there are also limitations to how effective UVC radiation can be at inactivating viruses, generally. However, currently there is limited published data about the wavelength, dose, and duration of UVC radiation required to inactivate the SARS-CoV-2 virus. For more information see "Q: Where can I read more about UV radiation and disinfection?". UVC radiation may also be effective in inactivating the SARS-CoV-2 virus, which is the virus that causes the Coronavirus Disease 2019 (COVID-19). ![]() (see Far-UVC light (222 nm) efficiently and safely inactivates airborne human coronaviruses). The destruction ultimately leads to inactivation of the virus. UVC radiation has been shown to destroy the outer protein coating of the SARS-Coronavirus, which is a different virus from the current SARS-CoV-2 virus. For this reason, UVC lamps are often called "germicidal" lamps. UVC radiation has effectively been used for decades to reduce the spread of bacteria, such as tuberculosis. Q: Can UVC lamps inactivate the SARS-CoV-2 coronavirus?Ī: UVC radiation is a known disinfectant for air, water, and nonporous surfaces. Ultraviolet Radiation and SARS-CoV-2 Coronavirus Ultraviolet Radiation and SARS-COV-2 Coronavirus.The FDA is providing answers to consumers’ questions about the use of these lamps for disinfection during the COVID-19 pandemic. Given the current outbreak of Coronavirus Disease 2019 (COVID-19) disease caused by the novel coronavirus SARS-CoV-2, consumers may be interested in purchasing ultraviolet-C (UVC) lamps to disinfect surfaces in the home or similar spaces. ![]() We took cutting edge research straight out of an academic research lab and launched it, in just a little over six months. We acquired the rights to the technology and went full speed ahead adapting it to run at large scale on Google’s computers. We knew we had found what we needed to make photo searching easier for people using Google. When we evaluated these models, we were impressed on our test set we saw double the average precision when compared to other approaches we had tried. We built and trained models similar to those from the winning team using software infrastructure for training large-scale neural networks developed at Google in a group started by Jeff Dean and Andrew Ng. The winning team was from Professor Geoffrey Hinton’s group at the University of Toronto. A system which used deep learning and convolutional neural networks easily beat out more traditional approaches in the ImageNet computer vision competition designed to test image understanding. This past October the state of the art seemed to move things a bit closer to toddler performance. For other classes of objects, this is a daunting task, because the average toddler is better at understanding what is in a photo than the world’s most powerful computers running state of the art algorithms. There are some things a computer can do well, like recognize rigid objects and handwritten digits. This makes it harder for a computer to identify and categorize what is in a photo. However, in the case of photos, there is typically little or no information beyond the pixels in the images themselves. ![]() In Image Search there are many pieces of information which can be used for ranking images, for example text from the web or the image filename. This is powered by computer vision and machine learning technology, which uses the visual content of an image to generate searchable tags for photos combined with other sources like text tags and EXIF metadata to enable search across thousands of concepts like a flower, food, car, jet ski, or turtle.įor many years Google has offered Image Search over web images however, searching across photos represents a difficult new challenge. Last month at Google I/O, we showed a major upgrade to the photos experience: you can now easily search your own photos without having to manually label each and every one of them. Posted by Chuck Rosenberg, Image Search Team |
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