The data labeling process, therefore, has its own fair share of challenges that data labelers face.Ĭhallenges in the Image Annotation Process for MLīelow are some of the challenges this AI workforce faces from time to time.Īutomated vs. That in mind, image annotation is not an easy process, but demands in-depth knowledge and skills to accurately label data for ML training. For example, driverless cars rely on such information to understand their environments. Semantic segmentation is important in use cases where the environmental context matters. Examples of classes could be cars, traffic lights, or pedestrians. Semantic segmentation is literally the pixelwise annotation, i.e., using pixels in annotation, each pixel is then assigned to a class and carries a meaning. 3D cuboids offer more, including 3D representation of the object, thus creating for machines distinguishable features such as position and volume in a 3D space. The only difference between 3D cuboids and bounding boxes is the depth of information about the target object. Complex polygons are commonly used in the annotation of images portraying sporting activities where target objects appear in different, complex shapes.ģD cuboids. Just like bounding boxes, polygons are sometimes used to define the shape and location of target objects in cases where the objects do not appear in rectangular shape. The example of using bounding boxes Polygonal segmentation. This annotation type has particular use in object detection and localization. Bounding boxes appear in rectangular form and are then used to define the target object’s location. This is the commonly used image annotation type in computer vision. Before going deep into some of the difficulties data annotators face routinely during the image annotation process, it is important to know the various types of image annotation out there.īounding boxes. Objects in images are recognizable to machines through annotated images as training data, increasing the accuracy level of predictions. Image annotation is central to Artificial Intelligence (AI) development in creating training data for ML. In other words, all necessary features within a dataset must be accurately labeled for the ML model to be able to recognize on its own and relate to unannotated data from a real-world environment. Therefore, it is the data annotator’s task to teach the ML model to interpret its environment, basically showing the ML model what output to predict. With enough processing of annotated data, an ML algorithm is able to recognize repetitive patterns when fed labeled data. Data scientists, in this case, understand the fundamental significance of using clean, annotated data to train ML models because it is the only way ML models recognize recurring patterns in annotated data. The overarching idea when developing a training dataset for ML is to add comprehensive and consistent tags. This metadata is always in the form of tags, which then can be added to various data types like text, images, and video. So, if you have a ML project in mind or underway, you’ve come to the right place to get some profound insights and essentially everything you need to be well-versed in image annotation.ĭata annotation follows a meticulous process of adding metadata to a dataset. know what the future holds for data annotation as an industry.know some of the best practices to use while annotating images for ML, including the pros and cons for each, and.learn about the challenges that data labelers encounter during image annotation for ML,.understand the different image annotation types,.This blog entry is particularly helpful to anyone who wants to In this article, we are going to look at some of the best practices to use while annotating images for a computer vision project. If the data is accurately trained, it won’t matter whether you deploy the model in speech recognition or chatbots, you will get the best results imaginable. That said, data annotation is key in training ML models if you want to achieve high-quality outputs. Now, the primary function of data labeling is tagging objects on raw data to help the ML model make accurate predictions and estimations. And as we know it, it’s the process of marking machine-recognizable content using computer vision, or through natural language processing (NLP) in different formats, including texts, images, and videos. Data annotation plays a pivotal role in the process. No matter how big or small your machine learning (ML) project might be, the overall output depends on the quality of data used to train the ML models. This is a guest article by tech writer Melanie Johnson
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Three crypto-families and a list of all the words from the three lists (in alphabetical One puzzle page has 4 lists, but no clues to the words other than the title. There are puzzle pages and a solution page. Uses a different letter substitution encryption. ForĮxample all A's may be replaced with Q's, all B's with R's, etc. Airplane Crypto-Families PuzzlesĬrypto-families are lists of words that are encrypted by letter substitutions. See our full collection of Cryptogram Puzzles. There is 1 puzzle page withģ cryptogram puzzles and a solution page. With cryptogram puzzles, whole sentences or even paragraphs are encrypted. Hot Air Balloon Dot to Dot: Connect the dots from 1 to 34Ĭryptogram puzzles use letter substitutions to create the puzzles. Aircraft Dot-to-Dot Worksheets Airplane Dot to Dot: Connect the dots from 1 to 47 See our full collection of Printable Word Scrambles for kids. About Airplanes, Types of Aircraft, Airplane Parts, Helicopter Use the word that best fits the topic of the word jumble puzzle. Also, some of the words may unscramble into more than one word. Use those circled letters to unscramble for the final answer of the puzzle. The first four scrambled words contain some circled letters when they're solved. Each puzzle is based on the topic in the title. There are 4 word jumble puzzles per page. See our full collection of Printable Mazes for Kids. Hot Air Balloon Maze: Fly the balloon over the city Helicopter Maze: Land the helicopter on the helipad Propeller airplane maze: Guide the pilot to his planeĪirplane maze: Guide the parachuter to a safe landingīlimp Maze: Guide the blimp to a safe landing They are shaped mazes which make them visually stunning and a lot of fun. These airplane mazes are traditional mazes with walls and false paths. See our full selection of Printable Word Searches for Kids. Airplane Word Search 1: Airplane partsĪirplane Word Search 2: Various kinds of aircraft When all the letters are circled, the uncircled letters form a message or fact based on the airplane theme. These airplane word searches have 20 words to find on the letter gird. There should be a tie-breaker in place, in case two or more participants have the same point total at the end of the tournament. Be sure all brackets are turned in before the first game. You can also include the 3rd place game for some bonus points!ĭistribute the bracket to family, friends, and coworkers having them fill out the bracket with they teams they think will advance through the bracket. There are 4 rounds to the tournament, so begin be creating a scoring system. This pool can be ran exactly like a March Madness Bracket Pool. Once the group stage is complete we will update this bracket with the teams that have advanced. For dates and schedule of the tournament check out When does the World Cup Start article. There is also a consolation game to decide 3rd and 4th place. Similar to a March Madness Bracket, if you win, you advance, if you lose you are eliminated. Only the top 2 teams from each group advance to the knockout tournament. The second stage is the knockout tournament also known as a single elimination tournament. Here is the 2022 World Cup Group Stage Schedule. Each group will play a Round Robin Tournament, which simply means each team in a group will play the other 3 teams in that group 1 time. The teams are broken up into 8 groups/pools lettered A through H, with each one of the groups having 4 teams. The first stage being the group stage or the qualifying stage. The tournament is broken up into two different stages: The FIFA World Cup tournament is played every four years and is made up of 32 teams from all around the world. Mark with a lumber crayon or pencil a pen will bleed through your paint later on. (We call this the domino-delamination effect.) To control this tendency we recommend carefully marking out your repair plan, then removing any areas with a sharp utility knife. Removing areas of damaged plaster-particularly in a ceiling-will encourage more plaster to come down, especially if you use a chisel-edged tool. Holding a vacuum nozzle on the drill bit helps suck the 1/4″ injection holes clear of dust. Plaster that is soft and crumbly will not hold up during the pushing and drilling and has to be removed as well. Often we find that the worst part of the ceiling has too much debris, and we have to remove this section, reattach the edges, then infill the lost parts with new plaster. Unless you can vacuum out all this debris from above, reattachment is probably not an option. If the plaster sags 1/2″ to 1″ from the lath, there is often too much debris (broken keys, years of silt) between the plaster and lath for success. If the separation is slight-say, between 1/4″ and 1/2″-good reattachment is likely because the plaster will usually push back into place solid and flat against the lath. Instead, just gently encourage the plaster with the flat of your hand. Do not force it back into place or more plaster may break. If there are broken keys or debris in the way, the plaster will resist seating, and it will feel and sound “crunchy” akin to breaking eggshells or crushing popcorn. Hopefully, you will feel it move back into place like a jigsaw puzzle piece sliding into its own unique spot. Gently push on the surface and judge the amount of play between plaster and lath. Stained cracks and suspicious shadows-the telltale signs of a delaminating plaster ceiling.Īfter correcting whatever problem made the ceiling loose in the first place (leaky roof, structural alterations), the first step is to assess how far the ceiling has pulled away. With these methods and good tool skills it’s possible to restore the integrity of plaster ceilings for many more years of service. Though variations of this technique are not new–texts from the 1920s recommend liquid sulfur as an adhesive–we use modern materials that are easy to handle and inflict minimal damage to sound plaster. We have successfully reattached many old ceilings by injecting adhesive between the plaster and lath where the keys (anchors) have broken away over time. The good news is, it’s possible to repair and rescue plaster ceilings from further damage. I took it back to dealer, tried every fuel injector cleaner both in tank and inline replaced bunch of $$$crap needlessly, was very close to making fishing reef out of it I was so p.oed! One note here is that it uses a Micro SD card to store everything so you don't have to install the BD updater, the tune is just a zip file that you can extract to the card, makes it nice for the Mac guys that can't install the updater.īefore the BD I was getting terrible mileage, averaged between 13-18mpg around town. I personally cant complain about it at all, It does what it says it will do and when I first go it I had to call tech to have them email me the update (didn't play well with win7 or vista 64 bit) and he was great, walked me through what the problem was and had it ready to go in minutes. Screen looks good, very intuitive, and easy to use. Even without the driving coach set up it still monitors driving habits and tells you if you are braking too hard, speeding up too fast, how much energy wasted. The monitoring portion of the unit is very customizable in the fact that you can change to what you want to see on the screen, ie. This is not a big deal and takes very little time. You CAN change idle RPM and timing advance on the fly (while driving) however you CANNOT change Tunes, WOT, Rev Limiter or Speed Limiter without shutting down and re-programming. The BD has 2 tunes, 87 and 93, I have tried both and there is a big difference over stock and between the 2. I have the BD GT and have been happy with it, performance increased and mileage increased with no additional mods as of yet (exhaust & intake). What do yall think? I should buy a Triple Dog GT? The worst I've heard is that it very custom and maybe it's performance tuning isn't as good as the other 2 popular brands, which have proven increases though I do see Triple Dog GT out preform all others in videos. It has many features that can be switched on the fly (economy, performance, tow) and includes a status monitor that is mounted on the windshield. Also, both seem to be limited by spinning wheels (can't this be dangerous?, btw.).īully Dog is really new and there isn't enough data to support it other than that is specifically designed for trucks. Both are identical with higher octane gas. I read Hypertech will give a more aggressive feel to a frontier, which is preferable over Superchips, but very close (nothing too spectacular). It gives a boost, but nothing spectacular. I've heard the Superchips is very neutral. this is due to driving coach perhaps)Īll of them do very similar programing, but tune the engine differently. Superchips (really old.people complement them on great support)ġ. How long they have been around (newer on top)ġ. The bottom line is that all of them improve MPG by around 1-2 and improve performance by between 10-20 HP (this depends on what RPM/gear, and driving style). I should have kept my ProCal.So I read conflicting arguments about all of these 3. I'll be returning it keeping the JK stock. I should have listened to all the issues with the Superchips although I though I was safe with a 2010. Another small issue was the 4HI lock, you actually have to keep the Flashpaq plugged in to utilize this feature, inconvenient. I'm just not sure about the options even though the Flashpaq acknowledge it. I know for a fact that the tune is back to factory just from the pinging. The Flashpaq acknowledged several times that I was back to factory but the DRL was still on. Oddly, my DRL would not reset to factory "Off", that's what I was using to see if factory reset had actually worked. As of now, I've reset the tune and options to factory. I always used 93 octane because 87 has always pinged. I then set the tune to factory and drove the same 20 miles and all was good. Drove another 20 miles on the same route and still pinged. I pulled over to a parking lot and re-tuned using 91. Downloaded the updates, tuned the JK with 93, set the options, ie. Updating the Spark software along with updating the 3872 went smoothly. As a result, you will need to recover the accounts on the Google Authenticator app to regain access. While this restores most of your data, the Google Authenticator app data may not be included. Recovery from Backup: In some cases, you may have experienced a device failure or reset, causing you to restore from a backup.This can happen with a simple swipe or tap, and without the account, you won’t be able to generate the required authentication codes. Accidental Deletion: It is not uncommon to accidentally delete an account from the Google Authenticator app, especially if you have multiple accounts listed.If you accidentally delete the accounts from the Google Authenticator app on the old device before transferring them, you will need to recover them to ensure smooth access. Changed or Upgraded Device: When you switch to a new device or upgrade your smartphone, you will need to transfer your accounts from the old device to the new one.In such cases, recovering the deleted accounts on the Google Authenticator app becomes essential to regain access. Lost or Stolen Device: If your smartphone or device is lost, stolen, or damaged, you may need to access your accounts on a new device. There are several reasons why you would need to recover a deleted account on the Google Authenticator app: In the following sections, we will outline the necessary steps to help you recover a deleted account on the Google Authenticator app. Regardless of the reason, recovering a deleted account is possible with the right steps and information. It could be due to a device reset, changing your smartphone, or even simply removing it by mistake. However, what should you do if you accidentally delete an account from the Google Authenticator app? Don’t panic! In this article, we will guide you through the steps to recover a deleted account on the Google Authenticator app and ensure that you regain access to your important accounts.ĭeleting an account on the Google Authenticator app can happen for various reasons. With its two-factor authentication feature, Google Authenticator adds an extra step in the login process to ensure that only you can access your accounts. Welcome to the world of Google Authenticator – a handy app that provides an additional layer of security to your online accounts. Read them together for even more creativity and kinky ideas. For basic BDSM information, see my blog post “Ask” section.Ī great complement to the checklist are quizzes to match your kink with one of my characters and/or books. Please research kinky play, safe play and aftercare on your own before beginning any scene with your partner. Show me that you support my efforts in ensuring our community is safe and well-informed by buying me a drink. I think you’ll agree the checklists are highly impressive. Meaning, the forms are fillable with check boxes or text boxes, so you can download, fill and save them to your devices. You can print the forms and fill them out manually or do everything digitally. That said, I welcome you to buy me a drink. They’re free because this information needs to be readily available and utilized. But there are crucial aspects to a main characterelements that can make or break your book or scriptthat you can deliberately design. In fact, you may not finish it in one setting.Īfter seeing the checklists, you’ll think, “Wow, B.J., these are so comprehensive! You put a lot of time and energy into creating these… why are you giving them away for free?” Your main character is most likely the part of your story you know the most about. The goal is not to race but to communicate. The future is for the submissive’s hard limits, boundaries, wants and must haves.Įven though checklists are filled out by submissives, both of you should share experiences. The past is for things the submissive has already experienced and how much he enjoyed it. There may be things you and/or your partner haven’t heard of, so have fun exploring together.Įach list has two segments: the past and the future. The other is an alphabetized list of activities (B.J. It is shorter and focuses on particular areas. Caputo explores a few options: Yes Into, Yes Willing, Maybe, No. It asks what kind of activities one wants to explore what one want to be called in bed what kind of emotions one want to feel while engaging in sex and kink. One is a grouping of kinks with itemized play activities listed (B.J. It’s quite exhaustive because it covers sex, kink, language, and feelings. Remembering, safety lives always important, so be sure into read up on BDSM safety before take starting. It includes everything from beginner to advanced activities, hence you can choose whats right for yours. Learn more about the form and BDSM in general in a recent blog post. This checklist can help you get starter in the worlds of kink. Not knowing what to say is no excuse to skip the communication.Ī great “icebreaker” is the BDSM Checklist. People ask me how to get started with BDSM, how to involve partners, and how to begin a conversation. Both the frequency of SM behavior and the attraction to the types of SM practices were assessed. You have a naughty smedia account, watched tons of porn, conducted research, and now you want to play but don’t know how to get started? The sadomasochism checklist was administered in an online study to a sample of 652 adults (345 female, 307 male), with 527 participants being active members in the SM community. ** External display support requires iPhone 7 or later, iPad (6th generation) or later, iPad Air 3 or later, iPad Pro 12.9-inch (2nd generation) or later * Requires iPhone XS or later, iPad mini (5th generation or later), iPad Air (3rd generation or later), iPad Pro 11-inch or iPad Pro 12.9-inch (3rd generation or later) Export videos optimized for Instagram, YouTube, and other popular video destinations.Save to your Photos library in resolutions up to 4K at 60 frames per second***.Connect an external display to your iPhone or iPad and choose to mirror the iMovie interface or display your video fullscreen while you edit**.Send projects to your Mac via AirDrop or iCloud Drive to finish editing with iMovie or Final Cut Pro.Transfer projects between your iPhone and iPad using AirDrop or iCloud Drive.Connect a trackpad or mouse to iPad for fast and accurate moviemaking.Connect a keyboard and use simple shortcuts to edit movies quickly.Add sound effects, songs from your music library, and your own narration.Select from more than 130 soundtracks that automatically adjust to the length of your movie.Easily add picture in picture, green screen, and split screen effects.Add, adjust, and delete focus points and modify the depth of field effect in video recorded in Cinematic mode*.Import and edit video captured in Cinematic mode on iPhone 13 or later.Add solid, gradient, and patterned backgrounds to your movie.Adjust any title by changing its font, color, size, location, and more.Choose from 11 animated title styles like Split, Reveal or Pop-up.Give your movie the perfect look with 13 Apple-designed video filters.Choose from 8 unique themes with matching titles, transitions, and music.Select videos and photos for your trailer or record video right in iMovie.Customize movie studio logos, cast names, and credits.Choose from 14 trailer templates with stunning graphics and original scores by some of the world’s top film composers.Apply a dynamic visual style that include title layouts, fonts, filters, color palettes, and music.Add, reorder, and delete clips as needed to organize and customize your story.Record video or take photos right into each placeholder clip, or add media from your Photos library.Choose from 20 Storyboards that help you get started with popular video types.Apply a different style to change up the look and feel of the whole video. 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