![]() ISBN 978-1-80181-747-9 Foreword I had a background in econometrics but became interested in machine learning techniques, initially as an alternative approach to solving forecasting problems. Livery Place 35 Livery Street Birmingham B3 2PB, UK. Producer: Tushar Gupta Acquisition Editor – Peer Reviews: Saby Dsilva Project Editor: Parvathy Nair Content Development Editor: Lucy Wan Copy Editor: Safis Editing Technical Editor: Karan Sonawane Proofreader: Safis Editing Indexer: Sejal Dsilva Presentation Designer: Pranit Padwal First published: April 2022 Production reference: 3141022 Published by Packt Publishing Ltd. However, Packt Publishing cannot guarantee the accuracy of this information. Packt Publishing has endeavored to provide trademark information about all of the companies and products mentioned in this book by the appropriate use of capitals. Neither the authors, nor Packt Publishing or its dealers and distributors, will be held liable for any damages caused or alleged to have been caused directly or indirectly by this book. However, the information contained in this book is sold without warranty, either express or implied. Every effort has been made in the preparation of this book to ensure the accuracy of the information presented. No part of this book may be reproduced, stored in a retrieval system, or transmitted in any form or by any means, without the prior written permission of the publisher, except in the case of brief quotations embedded in critical articles or reviews. The Kaggle Book Copyright © 2022 Packt Publishing All rights reserved. This book is an effort from the Kaggle community of experts to help more developers. Getting spotted and other job opportunitiesĭata analysis and machine learning for competitive data scienceīIRMINGHAM-MUMBAI Packt and this book are not officially connected with Kaggle. Participating in Kaggle Days and other Kaggle meetups Monitoring competition updates and newslettersĬhapter 14: Finding New Professional Opportunitiesīuilding connections with other competition data scientists ![]() Part III: Leveraging Competitions for Your CareerĬhapter 13: Creating Your Portfolio of Projects and IdeasĪrranging your online presence beyond Kaggle Random forests and extremely randomized treesĬustomizing a Bayesian optimization searchĮxtending Bayesian optimization to neural architecture searchĬreating lighter and faster models with KerasTunerĬhapter 9: Ensembling with Blending and Stacking SolutionsĪ brief introduction to ensemble algorithmsĪveraging in your cross-validation strategyĬorrecting averaging for ROC-AUC evaluationsĬreating complex stacking and blending solutionsĬhapter 12: Simulation and Optimization Competitions Using feature importance to evaluate your work Setting a random state for reproducibilityĭimensionality reduction with t-SNE and UMAP Handling different distributions of training and test dataĬhapter 7: Modeling for Tabular Competitions The importance of validation in competitions Metrics for multi-label classification and recommendation problemsĬustom metrics and custom objective functions Metrics for classification (label prediction and probability) Metrics for regression (standard and ordinal) Part II: Sharpening Your Skills for CompetitionsĮvaluation metrics and objective functions Understanding what can go wrong in a competitionĬhapter 3: Working and Learning with Kaggle Notebooks The rise of data science competition platformsĮxplaining the Common Task Framework paradigm ![]() Chapter 1: Introducing Kaggle and Other Data Science Competitions
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![]() Plus there’s the obvious annoyance of having to wait a much longer period of time for a 30 GB update to download and install versus a 1 GB update. Receiving an entire 30 GB game every time there is a patch could be a major issue for users with data caps or slow connections. However, the Windows Store typically sends the entire app when there’s an update. Will it support incremental updates? Games frequently release patches, and on the Xbox or through services like Steam, patches are usually only a fraction of the size of full games. There’s one more big question left to be answered by Microsoft when it comes to distributing huge games through the Windows Store. It really is that simple, and you don’t have to worry about your shortcuts pointing to the wrong location. When you click it you’ll be presented with the list of available drives on your machine to move it to. You can click on any one of them, and in most cases, you’ll be presented with a button that is labeled “Move”. There you will see all of the apps and games you have installed. Again, go to the Windows Settings, then System > Apps & features. So what if you’ve installed a large app or game to your C:, and now you’d like to move it to a secondary drive? That’s actually pretty easy to do in Windows 10. The one we’re looking for, apps, is first. If you’re trying to find the default save location for apps in the Windows 10 April 2018 update, you can find it by going to Windows Settings, then System > Storage, then select the link for Change where new content is saved.Īfter clicking that link, you’ll have the option to choose where many different content types are stored by default. One of the many things that Microsoft has changed in the recent updates to Windows 10 is where things can be found in Windows Settings. When apps receive updates they will stay in the location where they were originally installed. Once you’ve changed this setting, all new apps that you install will be saved on that drive.Ĭhanging the default save location for apps won’t move any of your currently installed apps. You can set this to any drive on your machine. Under the “Save locations” heading there is an option titled “New apps will save to:”. To do that, go to Settings > System > Storage. In Windows 10 you now have the ability to change the Windows Store download location for apps and games. The first is that you aren’t actually limited to only installing Windows Store apps to your C. Windows Store App Location Settingįortunately, there are solutions to some of these problems. Then it will give you an error message stating that you need to free up some disk space. It will start downloading the game and continue to download it until your hard drive is about full. To make matters worse, the Store won’t prevent you from attempting to install a game for which you don’t have room. That’s fine in most instances, but what if you want to install Rise of the Tomb Raider? That game is about 28 GB. ![]() The Windows Store doesn’t.īy default, whenever you install an app or game from the Windows Store it will install it to your C: drive. Steam, Origin, Uplay, and any standard Windows application installer offers the user a choice of where to install their games. To alleviate this, many gamers have secondary hard drives in their PCs to house their massive game libraries. While SSD storage has taken off for performance reasons, for most people it comes at the cost of disk space. They can easily range from a couple of gigabytes to more than 40 gigabytes. There’s one aspect of AAA games that remains relatively constant across all genres, the games are almost always very large in terms of disk space requirements. That last bit though could trip up some PC gamers. The Xbox app on Windows 10 has a built-in game DVR and screenshot mechanism, the company is releasing more games on Windows, and they’ve even begun putting AAA titles into the Windows Store. Microsoft has been saying for the last year that they are going to increase their focus on gaming in Windows 10, and we’ve already started to see that play out. ![]() Still, there’s only so much that “The Green Knight” director David Lowery (who shares script credit with Toby Halbrooks) can do within the confines of toeing the Disney line, and even believing in fairies can’t bring the movie to consistent life. ![]() Indeed, by giving Wendy a more active part in the heroics indicative of the title change, this movie features more female empowerment all around, dispensing with much of the petty jealousy and girlish mooning over Peter that didn’t age particularly well during the last 70 years.Īlexander Molony as Peter Pan in "Peter Pan & Wendy." Disney+ Pan’s Lost Boys (some of whom are girls) receive somewhat short shrift in this telling, while Tiger Lily (Alyssa Wapanatâhk) has a more enhanced role. Wendy (Ever Anderson) says as much when her mother (Molly Parker) chides her for clinging to childhood, telling her mom tartly, “What if I don’t want your life?” Yet that rather philosophical conundrum quickly gives way to the arrival of Peter Pan (Alexander Molony) and Tinkerbell (Yara Shahidi, making the most of a near-silent role), who whisk Wendy and her brothers off to Neverland. Other than a few welcome and necessary changes to rid the Disney animated film of more problematic elements, and a bit more backstory explaining this Captain Hook (Jude Law) and his semi-depressed demeanor, this version pretty closely adheres to the basic blueprint, pondering that age-old question about children’s reluctance to grow up. Barrie’s classic, from “Hook” to “Peter Pan” to simply “Pan” – plus “Finding Neverland,” which cast Johnny Depp as Barrie in a touching look at the play’s origins. There have been numerous live-action renderings of J.M. Modest narrative upgrades help lift the Disney+ film above the service’s recent “Pinocchio,” but clearing that very low bar amounts to damnation with faint praise. “Peter Pan & Wendy” wants to conjure magic but turns out to be low on fairy dust, yielding a dreary live-action adaptation of the 1953 movie that transforms Neverland into what vaguely feels like a discount version of Pandora. ![]() Meanwhile your teammate, Tanaka, who does not like a rookie like you and I crashing the Seneca party, quickly became my nemesis. He embodies that Aytron Senna ‘if there is a gap, go for it’ racing mantra. McKane being a show-off does make you want to win more, but the actor delivers his character in a weirdly likeable, charismatic way. Particularly the bad guys over at Ravenwest. You end up feeling something for each character. However, the good cutscenes build anticipation and add interest while giving Grid Legends a unique vibe. Serving as examples of modern-day Netflix scripting, when the writers care more about shoehorning in a popular political theme than the actual story. Some of these exchanges, earlier on in particular, are clunkily written and fall flat. Then we go back to the present day to see Seneca team principle, Marcus ado, bringing an Ikea peace lily into his office while taking a rather obvious position on whether some racing drivers pay their way in. Minus the appalling mid-race rule change. It’s Lewis Hamilton and Max Verstappen all over again. Here we get our first glimpse of Grid Legend’s villain, booo, Nathan McKane, who shows little remorse after punting your teammate, Yume Tanaka, into a wall. We are talking Destruction Derby, Twisted Metal and Carmageddon levels of mangled metal, cracked carbon fibre and no win, no fee whiplash. The story begins 16 months in the future as you witness a crash that would make an insurer wince. You are driver 22, someone brought in to replace a fellow racer who liked testing the structural integrity of crash barriers and roll-cages. Between each race is a cutscene that pushes a dramatic story along. Grid Legends: Career modeīecause spectacle and theatre is, quite noticeably, the aim of the game. Plus you get little details such as burnt rubber on the roads, excited crowds, flags that sway in the wind (well, some of them) and other details to make everything more believable. (Not a euphemism.) Streamers and fireworks add vibrancy and life, making each event more of a spectacle. Well, just short of seeing the Queen and her Corgis in the window. This bodes well for both lesser and fancier PC gaming systems because it means that, in theory, the door is open wider for 120FPS gaming even at that pixel-heavy 4K resolution.Īs you can hopefully see, locations take a realistic approach. This is probably how developer Bizarre Creations pictured Project Gotham Racing back on the original Xbox if hardware limitation was not a thing.Ĭonsider me impressed by how well the game performs – 60FPS was consistent even with super heavy rain making the track wetter than an otter’s pocket while sharing the track with 22 fellow racers (six more than before) in dense cities such as London, Tokyo and San Francisco. In the Grid series this is the fifth game and – when running on my RTX 30X-equipped PC – a very pretty one. I have seen other YouTube folk making it work nicely though. I am using a controller to drive the game because steering wheel support is not yet fully implemented and I would rather wait for the review copy. ![]() Hence why you will see me chuck various cars from various racing disciplines around like car damage is optional. In any case, the main thing is that the gameplay should speak a thousand words. ![]() There was no menu system, no multiplayer and I was told to avoid critiquing the AI and other fundamentals. The Steam executable I was given only let me play each career race back-to-back. ![]() Now this video is not a full review or even a full preview. Not to mention it ticks the nostalgia box for anyone who remembers the Command & Conquer series. It is a technique video games make surprisingly little use of, but then it made sense during a time when filming on location would have been difficult at best and impossible at worst. Except here you get real actors standing in front of green screens for CGI purposes. The story, like in F1 2021, takes a Drive to Survive documentary approach. With Grid Legends nearly upon us, the developers let me look at the entire career mode. Here’s the written version taken from the YouTube video. Sponsored A Tribe Called Cars merch Grid Legends preview gameplay coming at you, courtesy of full access to the career mode – real actors and all. He is known for his energy, distinct accent, loud commentary and. He has won awards Make-A-Wish Foundation Award Ceremony Golden for Celebrity of The Year, and Golden Joystick Awards for Best Streamer/ Broadcaster. Sen 'Jack' William McLoughlin (born: Febru() age 33), better known online as jacksepticeye (or simply Jack), is an Irish YouTuber, video game commentator, occasional vlogger, voice actor, and founder of the clothes company CLOAK along with Markiplier, as well as the coffee company Top of the Mornin. The YouTuber has received nominations for awards such as Steamy Awards for Gaming, Shorty Awards for Tech and Innovation Gaming, and Kids Choice Awards for Favorite Funny YouTube Creator. 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Launch enemies into the air to deliver devastating air combos. Blade & Soul is an MMORPG with epic mythologies and lore but the combat of a complex 3D fighter. We have better game optimization, updated graphics, new systems, and a new player class. If you’re an anime lover then Blade and soul is a game for you.Alienware Arena members are invited to celebrate the Blade & Soul Unreal Engine 4 update in style with the Alpha Agent Costume & Pet Pack!Įnjoy Blade & Soul like never before with the launch of Unreal Engine 4. The prices of in-store app purchases have increased 10x as compared to the prices when the game was officially launched but that is optional for the player to either go for it or not. Glitches can be seen when battling around with multiple enemies simultaneously, but overall, the gaming experience is fine. Another way to level up the character early is by adopting the story quest and side quest together. ![]() The first 45 levels are relatively easy to achieve but then it ramps up and requires cash for purchases to be made. Blade and Soul has got some really good animations, scenarios, and cinematics. The game is free to download and play but involves real cash for in-shop acquisitions to increase the character’s skills. If you are an MMORPG lover then you must try:īlade and Soul is an MMORPG game developed for martial arts lovers. Prices of the in-store app have increased Real-time action, story-based and amazing cinematics It is not recommended for players not willing to spend money. Glitches when battling with multiple enemies at once. What we already know seems to be that Blade and Soul 2 will be a direct continuation of Blade and Soul and as such will introduce new characters, various elements, and new territories much in the same environment. However, it is not clear whether the announcement corresponds to the global launch of the game or whether it is for the Korean version. Confirmation is coming from the new teaser and social media messages. In the year 2021, Blade and Soul 2 will be released.
![]() By gathering all the people my clients want to ensure are represented in their albums, you can see when more spreads are necessary, and you achieve higher post-wedding sales. It’s super handy because I can then sort by color class (the flags we just applied), and import them into my album design in Pixellu Smart Albums (another one of my favorite programs). We use a different color flag for parent albums (just by hitting a number on the keyboard, 1-6) and we quickly and easily ensure we aren’t missing anyone they want in the album. For example, I have them go through parts of the wedding, like the candids during cocktail hour, and flag their favorites. SELLINGĭuring my album design sessions my clients can more easily see their images all at once and make the selections they want included in their album. The company offers great support if you do have issues. ![]() I don’t even remember “learning” how to use it. It’s even fast on a laptop, not just on a super powerful desktop. It’s so fast that I can recall what I just saw well enough to choose one capture over the other. You can also do an image-to-image split screen comparison in the program, but 99 percent of the time I don’t need to. It allows me to flip quickly back and forth to easily compare images. ![]() You can use the arrows to move between photos at lightning speed on any system. I see Photo Mechanic as a hidden jewel in the workflow world. As a wedding photographer, I find Photo Mechanic helps streamline workflow following client shoots, reducing by half the time it would normally take. I heard about it from other pro photographer friends early in my career who said it culled photos quicker than other programs like Adobe Bridge or Lightroom. Once that’s done you can then transfer to pixel editing applications, online gallery sites, or directly to clients. ![]() Not an image editor, Photo Mechanic is an image sorter and culler that can give you a faster, streamlined workflow, using significantly less time to import, sort, categorize, and add metadata to image files. In this article, we'll look at the 9 best Photo Mechanic culling alternatives, so you can find the best tool to save you time.Photo Mechanic is a fast photo browser designed to quickly manage large amounts of incoming photos. This helps to organize photos, especially if you plan to upload them to any site that heavily relies on IPTC data.īut as with all things software, there can be more than one tool to perform a particular task. The result is a seemingly lag-free workflow, which helps to speed up the culling process.Īnother strong point of Photo Mechanic is its comprehensive metadata (IPTC) suite, which enables you to assign over 100 attributes to an image, from simple things like headlines and keywords to location and model releases. However, Photo Mechanic is slightly different it automatically converts the images you browse into JPEG files, allowing you to check full-sized images while simultaneously making a backup copy of your RAW files in the background. That's why Photo Mechanic relies on a process called "ingesting" via in-software Contact Sheets, similar to the Import function found in any RAW processing tool such as Lightroom or Phase One. When you have several hundred or even thousand images in your camera, you have to be able to go through them quickly without waiting for everything to load up to your computer. Think of event reporters, sports and wedding photographers, and the like. Photo Mechanic was created to help photographers organize, manage, tag, and review images quickly. Why do photographers use Photo Mechanic? The quicker you can sift through your photos and make meaningful decisions on each image, the more likely the product will become a reliable tool in your photography arsenal.Īccording to many professional photographers, Photo Mechanic is a good option for a manual culling workflow. With culling, the main advantage of using software is speed. This is especially true for photographers who specialize in events such as sports, weddings, live music, and the like.īut of course, the process is not limited to just this type of photography work, as you may end up with hundreds if not thousands of shots after a portrait assignment or a studio product shoot. One company seems to be running the show, but what if there are some Photo Mechanic culling alternatives out there that you haven't discovered yet? No matter how you refer to the process – culling, organizing, sifting, narrowing, shortlisting, or any other term you may come up with – the post-shoot stage when you have to pick photos for editing can be daunting and time-consuming. ![]() Two applicators are included: a foam tip to apply the shadows and a brush to blend. The dark shade has intense micronized pigments for true colour application, and a matte finish to create depth and contour. The softly shimmering light shade is a creamy powder, which can be worn alone for a luminous effect, or as a base to extend the wear of the accompanying deep-toned shadow. This foolproof pairing of complementary shades - in two unique textures - is housed in one convenient compact. New OMBRES CONTRASTE DUO Eyeshadow Duo ($42.00) takes the guesswork out of harmonizing and applying eyeshadow. Available in four shades: Brun (brown), Rouge Noir (black red), Purple (deep violet) and Noir (black). Now there are two choices for INIMITABLE lashes: the original formula for a subtle 3D effect, with volume, length and curl - and the new formula for a more intense 3D effect, with greater volume, length and curl. Lashes appear longer, thicker and more curled, yet each lash, even the finest, is still precisely separated - without clumping, spiking or flaking. The result is a more intense lash look, with the same easy application. ![]() New INIMITABLE INTENSE Mascara Multi-Dimensionnel Sophistiqué builds on the success of the original mascara with a new, technologically advanced formula, delivered with the unique brush. ![]() It also redefined the conventional mascara brush with an innovative applicator comprised of elastomer ‘bristles’ that allowed for a remarkably precise application. In 2006, CHANEL launched INIMITABLE Mascara Multi-Dimensionnel ($30.00) revolutionizing the market with the first multi-tasking mascara to deliver volume, length, curl and separation in a single stroke. INIMITABLE INTENSE MASCARA MULTI-DIMENSIONNEL SOPHISTIQUÉ CHANEL introduces INIMITABLE INTENSE MASCARA & OMBRES CONTRASTE EYESHADOW DUO. ![]() If the stress gets to be too much, from the glass expanding in the heat or shrinking in the cold, it can crack. The shadows created by these locations set up a quickly changing stress factor between glass that is in the sunny, warmer area and glass that is in the cooler, shaded area. Stress cracks occur more often in large windows that are located on a shaded or recessed wall. Now think about your windows and where they are located on your home. If the expansion is significant enough and the dish is thin or compromised by a nick or weak spot, the baking dish may break. Think about stress cracks like this: As the cold liquid touches the hot dish, there’s an uneven increase in the thermal expansion of the walls of the baking dish. Not the smartest thing to do, we know, but it is a good example of how thermal stress can crack a window. Imagine pouring cold water into a baking dish you just pulled out of the oven. Insulating glass - windows with two panes of glass that have air inside them - may get pressure cracks if they are installed at too high or too low of an elevation level or if there are drastic pressure system changes in the weather. Pressure crack - cracks in a pattern similar to the curve of an hourglass.Hitting a window with a baseball or golf ball could result in an impact crack. Impact crack - cracks in a starburst pattern that radiates from a central point.May be caused by sudden temperature swings or shading changes on a building. Thermal stress crack - cracks at a perpendicular angle.In that case, it is likely a stress crack.Įngineers at Pella recognize three general types of glass cracks: Perhaps someone or something hit your window at high impact, but other times you might be left scratching your head as to what could have possibly caused such a crack to appear. Sometimes it is obvious why a window cracked. These stringent measures help ensure that Pella windows have the quality homeowners expect.Īnother frustrating window challenge homeowners experience is cracked windows. In state-of-the-art product-testing facilities, Pella subjects windows to harsh conditions - the burning rays of the sun, salt air, acid rain, excessive humidity, extreme heat and cold, high wind and driving rain. “Our windows and doors are tested for quality and include insulating glass to lower energy bills, reduce fading damage to interior fabrics and provide a more comfortable home.” “Choosing and investing in a quality glass system is an important decision in buying new or replacing old windows,” says Pella Corporation engineer Aaron Ryan. ![]() Making the right window choice when purchasing replacement windows and doors can help ensure your windows look great for years. This same fogging can occur on any side of the home but is generally more prevalent on the sunny sides because the additional heat from the sun tends to accelerate the seal failure. It’s not uncommon to walk into older homes and see windows on the sunny side of the home that have condensation and fogging between the panes. This typically occurs in older windows or doors. Condensation between panes of insulating glass, however, can develop when the seal between panes of glass fail and allows moisture to leak in. Condensation on the interior or exterior of a window is often an indication of high humidity levels and is nothing to worry about.
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