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Lakehouse design7/14/2023 ![]() According to a recent survey by Ascend.io, 95% in fact reported being at or over capacity. Data teams are increasingly under pressure to deliver.Sign up free… or just get the free t-shirt for being a listener of the Data Engineering Podcast at /rudder. Their SDKs make event streaming from any app or website easy, and their state-of-the-art reverse ETL pipelines enable you to send enriched data to any cloud tool. Instead of trapping data in a black box, they enable you to easily collect customer data from the entire stack and build an identity graph on your warehouse, giving you full visibility and control. RudderStack helps you build a customer data platform on your warehouse or data lake.Mention the podcast to get a free "In Data We Trust World Tour" t-shirt. Sign up for a free-forever plan at /metaplane, or try out their most advanced features with a 14-day free trial. You can literally get up and running with Metaplane by the end of this podcast. Data leaders at Imperfect Foods, Drift, and Vendr love Metaplane because it helps them catch, investigate, and fix data quality issues before their stakeholders ever notice they exist. In just a few clicks, you identify the issue’s root cause, conduct an impact analysis-and save the day. Enter Metaplane, the industry’s only self-serve data observability tool. You’re told to fix it before this morning’s board meeting, which is just minutes away. You wake up to a Slack message from your CEO, who’s upset because the company’s revenue dashboard is broken.And don’t forget to thank them for their continued support of this show! Go to /linode today and get a $100 credit to launch a database, create a Kubernetes cluster, or take advantage of all of their other services. With their new managed database service you can launch a production ready MySQL, Postgres, or MongoDB cluster in minutes, with automated backups, 40 Gbps connections from your application hosts, and high throughput SSDs. When you’re ready to build your next pipeline, or want to test out the projects you hear about on the show, you’ll need somewhere to deploy it, so check out our friends at Linode.Hello and welcome to the Data Engineering Podcast, the show about modern data management. ![]() In this episode Jason Hughes explains what it means for a lakehouse to be "open" and describes the different components that the Dremio team build and contribute to. Dremio is one of the companies leading the development of products and services that support the open lakehouse. The "data lakehouse" architecture balances the scalability and flexibility of data lakes with the ease of use and transaction support of data warehouses.
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Cemetery mary game7/14/2023 Ambiguous Situation: Is there actually a monster in the basement? Embry sure seems to believe so and there's no denying that something killed their parents.Light by accidentally shoving him down the stairs, ending in a horrifying Jump Scare. All Just a Dream: Depending on whether you choose to go back to bed or enter the basement in the final night, Embry will have a nightmare about either the monster, taking their form, or the doctor giving them a "The Reason You Suck" Speech about presumably killing Dr.He walks Embry all the way home and even when he realizes they were lying about their parents and that something much more sinister is going on, he doesn't leave but tries his best to help them with whatever they're struggling with. But they also seem to take Embry's claims that no doctors in town would be able to help their parents and that they don't need any help at face value, even when its obvious they've been wearing the same clothes for days on end and have to beg for food because they have no money to buy it. The stall-owners always give Embry food for free when they ask and even offer to help with their "sick" parents. Zig-zagged with the adults in the market.Light down the stairs, leading to him getting eaten by the monster. Accidental Murder: Embry indirectly pushes Dr.It's Not Me It's My Basement provides examples of: See also Tricks N Treats, Cemetery Mary, and Crowscare, three games in the same universe. It's available for Windows, macOS and Linux and can be downloaded for free here. D Light, a traveling healer, shows up and takes it upon himself to help the child. Embry rarely goes outside, spending all their time feeding the beast and looking over it, and as a result, the townspeople become concerned for the child. Taking place in the small village town of Blackwood, it revolves around Embry Oliver, a non-binary child who has to take care of a monster residing in their basement, after it eats their parents. It's Not Me, It's My Basement is an RPG Maker horror game, created by arcadekitten. The game's description on the official website
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Vinyasa yoga7/14/2023 This very important energy locks take care of a good posture during practice and will make sure your prana (energy) will flow in all the right directions. It will become a routine when you practice (Vinyasa) yoga regularly. In the beginning you will often forget about your Ujjayi breathing after a few movements, just pick up where you left off whenever you notice. When you are ready, start connecting your breathing to the movements you make. If you have your breathing mapped, start Ujjayi breathing. Focus on the point where inhalation seems to start and where exhalation finishes. Direct your attention inside your chest and feel where your breath is centered. This will only enhance your practice and deepen the meditative state you will be in during your classes. ![]() With more and more practice, your Ujjayi inhalations and exhalations get stronger and louder. By constricting the throat more or less, the sound gets louder or softer. Ujjayi breath is performed by breathing out while making a hissing sea sound high up in the throat. This is what is meant by the connection between breath and movement in Vinyasa Flow Yoga. any forward bending or Downward Facing Dog). a chest opener like Upward Facing Dog) and long smooth exhalations accompany contractive movements (f.e. Inhalations accompany expansive movements (f.e. When holding on to this strong and deep breath from one vinayasa to the other, you can experience a meditative state. This breathing technique is known for connecting body with mind. The most common breathing technique used in Vinyasa Flow is the Ujjayi Pranayama. In Vinyasa Yoga there is a clear connection between your Drishti (focus point), your Bandha’s (energy locks), Ujjayi breath (sea sound breath) and Asana’s (postures). Peak of a Vinyasa Yoga class (depends on the experience of the students).– Different sequences with their progression and counterposes and perhaps, – A short meditation, pranayama (breathing exercise) or a focus on the Ujjayi breath Starting the Yogic Process/grounding on your mat.Each Vinyasa Yoga class is structured as followed: The different vinyasas (variations) are linked to each other by a succession of special transitional movements, synchronized by your breath. The linked movements in Vinyasa Yoga are grouped in sequences. (My class is also called Flow Yoga at one of the studio’s I work at, instead of its full name). A flow in a good path! Probably adding the word flow speaks more to the imagination to people who have not yet a clear image of Vinyasa Yoga. When we divide the Sanskrit word Vinyasa, VIN already means flow. Often this form of Yoga is called Vinyasa Flow Yoga, but this is actually a pleonasm. The movements will free the body of physical and emotional blockades and will let your energy flow freely again. Although there is a lot of movement in Vinyasa Flow Yoga, the breathing can make it a meditative experience. In Vinyasa these movements are connected to each other like a dynamic dance, guided by a strong and calm yogic breath. The poses you encounter in Hatha Yoga, you will probably see in Vinyasa Yoga as well. Susanne is part of the Manduka Teacher Reward program, which offers her students a discount on their Manduka mats and accessories.Vinyasa Flow Yoga has originated from the most traditional and known form of yoga: Hatha Yoga. ![]() Using a strap allows you to experience better aligned poses and therefore deeper and safer openings. The strap is a useful tool when you need just little extra length to reach the more demanding Asanas. Or under your knees to ease your low back in savasana. Have a bolster under your spine to support gentle back bend. It can also be a useful tool for someone recovering from injuries or rehabilitating from operations. It offers a bigger support surface for the body to release and soften deeper into the Asanas. The bolster is mostly used in more restorative classes. Other times they can offer support for the spine and head allowing you to sink deeper into your back bends. ![]() Sometimes they are used simply as reference. One is to “raise” the floor to meet the body in more challenging poses, or use them as balancing aids in standing poses. Yoga blocks can be used in multitude of ways. In private sessions they help tailor the poses to your personal needs by offering extra support or challenge. We use different props to offer additional support or focus to the body or class.
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Translucent paper staples7/14/2023 ![]() Such products are significantly recommended for offices or fieldwork because you will have.Most paper clips are made out of galvanized steel wire, which is made from iron, carbon and zinc. Some clipboards have storage compartments to place pens, rubbers, rulers, phones, tablets, or more. ![]() Cheapest: Dexas 5717-802 Clearview Clipcase clipboard, Green, 13.75 X 9.5 Inch. Its small size allows for easy carrying with one hand and conveniently fits into your backpack without waking up your colleagues. It enables you to organize your clipboards in discreet, flat corners with a convenient storage capacity of 4 pockets.sink stoppers Find many great new & used options and get the best deals for 50 pcs Clipboard Clips File Document Board Clips Metal Clipboard Hardwares at the best online prices at eBay! Free shipping for many products!Sooez Clipboard with Storage, High Capacity Nursing Clipboards with Pen Holder, Heavy Duty Plastic Storage Clipboard with Low Profile Clip, Clipboard Folder Side-Opening, Smooth Writing for Office 4.6 (6,033) $1399 $16.99 FREE delivery Thu, Mar 9 on $25 of items shipped by Amazon More Buying Choices $13.29 (3 used & new offers) mercedes coolant temperature sensor location Saunders Redi-Rite Aluminum Storage Clipboard 1" Clip Cap 8 1/2 x 12 Sheets Silver 11017. There are a wide variety of storage clipboard brands to choose from, like Sooez, …Find helpful customer reviews and review ratings for Clipboard A4 with storage space, plastic intermediate shelf, ideal for students, teachers, lawyers, nurses, home, school, office, black at. Top 17 Best Clipboard With Storage Of 2023.
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Pica syndrome pica7/14/2023 Thrombolysis with alteplase 3 to 4.5 hours after acute ischemic stroke. Hacke W, Kaste M, Bluhmki E, Brozman M, Dávalos A, Guidetti D, et al. Magnetic resonance imaging and computed tomography in emergency assessment of patients with suspected acute stroke: a prospective comparison. Chalela JA, Kidwell CS, Nentwich LM, Luby M, Butman JA, Demchuk AM, et al. Intracranial vascular stenosis and occlusive disease: evaluation with CT angiography, MR angiography, and digital subtraction angiography. Bash S, Villablanca JP, Jahan R, Duckwiler G, Tillis M, Kidwell C, et al. ![]() Symptoms and signs of posterior circulation ischemia in the New England Medical Centre posterior circulation registry. Searls DE, Pazdera L, Korbel E, Vysata O, Caplan LR. Posterior circulation ischemia: then, now, and tomorrow. New England Medical Center posterior circulation registry. Caplan LR, Wityk RJ, Glass TA, Tapia J, Pazdera L, Chang HM, et al. In large volume cerebellar infarcts, neurosurgical treatment with occipital decompression or external ventricular drainage (EVD) can be lifesaving in patients who have acute hydrocephalus or raised intracranial pressure causing reduces consciousness 11. In PICA infarction, the outcomes are generally expected to be good 12. If the timing of diagnosis fits within 4.5 hours of the onset of symptoms, then patients can be treated with thrombolysis 9. Acute endovascular therapies, often in the form of lysis or clot removal, can be used, particularly in basilar artery occlusion 10. Treatment of posterior inferior cerebellar artery, and posterior circulation strokes in general, depends upon the nature, timing, and severity of symptoms. ![]() In the first twenty-four hours, studies show approximately 75-95% sensitivity for MRI diffusion-weighted images, compared to CT of 16% 8. MRI is far superior to CT in the sensitivity of acute ischemic stroke across all vascular territories. MR angiography and CT angiography both have very high sensitivity for vessel occlusion identification, at 87% and 100% respectively 7. CT angiography should be utilized if the patient fits thrombolysis therapy guidelines 6. Besides, paper coal, ice, match heads, whitewash, cement.As with all cases of suspected stroke, CT or MRI is required urgently to exclude hemorrhagic stroke. These nutrients are mainly soil, clay soil. So, it must be prevented”ĭescribing the symptoms of PICA syndrome, Yeditepe University Hospital, Hematology Specialist Doctor Çetin ended his words as follows: “In PICA syndrome or PICA disease, there is a persistent consumption of food without nutritional value for at least one month. Çetin Timur “There can be a serious loss of libido, or sexual insufficiency may develop in adults. Disorders of education, decrease in educational success can be seen frequently, that is, academic success decreases and the growth of the child lags.”Īddressing the effect of the syndrome in adults, Dr. As you eat, they begin to gradually come out. The effects of these do not appear in a short time. Çetin Timur continued: “You can get parasites, parasite eggs with soil, and you can be exposed to mercury or lead poisoning. ![]() The rate of PICA decreases by correcting the socioeconomic status of the people, improving their educational status, that is, educating the society in this regard and improving the economic situation of the society.Įxplaining that mercury poisoning, severe neurological disorders, parasitic intestines and loss of libido can be seen in those with PICA syndrome, Dr. ![]() Since their financial situation is insufficient, the consumption of foods such as red meat, fish, eggs, milk, yogurt and cheese decreases. The reason for this is that nutrition is negatively affected compared to developed countries. PICA syndrome is seen more frequently in societies with low socioeconomic status and education level. Stating that PICA syndrome is seen in 5-10 percent of children, Yeditepe University Koşuyolu Hospital, Pediatric Hematology Specialist Doctor Çetin Timur said that PICA syndrome can cause severe neurological disorders.
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Bubble trouble 3 unblocked7/14/2023 ![]() Today, SHS Games offers a wide variety of games, from classics like Contra to newer games like 1v1 LOL. The site was designed to be a hub for free and open-source games that could be played by anyone, anytime. 0:00 / 2:09 How TO Get 1v1.LOL Hacks 2023 STILL WORKS (AimBot, WallHacks, GodMode etc.) S1y Toxic 572 subscribers Subscribe 100K views 11 months ago Paste This Hack.SHS Games was created in 2006 by a group of students at Stanford University. Providing a range of guns and items to survive.1v1 lol mod apk unlimited money mediatek wifi 6 mt7921 code 10 aztec translator tunnelbear download for pc commercial bank of ethiopia vacancy 2021 trainee s32k148 the arctic because it is so cold can be considered a environment schenectady gazette circulation department hairy girl body video granny chapter 2 outwitt mod menu tunercat. There are vibrant colors and some good graphics in this game. 1v1.lol unblocked game has to offer a lot being a Web browser game. What game modes are available? 1v1.LOL features three game … mooney m20j 1v1.lol unblocked game is a 3D shooter and Battle Royale game, made similar to a popular game named as Fortnite. What game modes are available? 1v1.LOL features three game modes: Battle Royale Duos 1v1 Box 2x2 In addition to the modes above, there are also the following: JustBuild: Practice and improve building northwell health hiring process What is 1v1.LOL? It's a fast-paced online shooting game where it's possible to build structures and eliminate opponents. spit on your grave 2 full movie sub indo charmsukh chawl house wiki what if mmsub telegram what does nwn mean in text What is 1v1.LOL? It's a fast-paced online shooting game where it's possible to build structures and eliminate opponents. With this game, you can practice and perfect your battle. There's also no need to worry about playing on work PCs because this game is unblocked, so you can play it anywhere, even at school. The game is called 1v1 lol and it is a building si. 1v1 LOL latest version: 1v1 Lol - A Building Simulator. pastor bob joyce birthday 1v1 LOL for Chrome, free and safe download. It's time to rehearse your shooting and building skills! 3. Create the character´s name that will bring your virtual avatar to life in this Battle Royale, and start your first online gun game in practice mode. No need to register, just download the app and start playing your pvp shooter simulator! 2.
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Download macjournal 57/14/2023 ![]() Here is how my info bar customizing screen looks like (click to enlarge):Īs I told you, I only keep the topic title, the label, the status combo box, the priority combo box and the rating stars. And then, customize it by clicking on the “Customize Info Bar” under the same menu item, “View”. You first have to make it visible, by clicking on “Show Info Bar” menu entry under the “View” menu item. And that would be the real estate between the entries list on the right pane  and the entry body. I know you’re eager to find out how we can do this, but take some time to relax and first clean up the work environment. With a color label I can see at a glance how many working post I have, how many published, and so on. The rating and label are just metrics for auditing my blog activity. And they can get really smart, you’ll see. “Someday /Maybe” and “Next Posts” are smart journals. Meaning any priority between 1 and 3 (inclusive) will go on the “Someday / Maybe” posts, and any priority between 4 (inclusive) and 5 will go into “Next Posts”. The priority number is used for slipping up posts into “Next Posts” and “Someday / Maybe” posts and it uses a 3/4 threshold. My data input set up is like this: whenever I add an idea for a post, I also add the status, which is most of the time “Not Started”, for ideas that are just popping out of my head, the priority, which can be any number from 1 to 5, and a rating and color label (this is only for internal auditing purposes). If you’re going to use this on a daily basis, you have to establish some rules for your idea brainstorming or future posts. Let’s see how we can use this meta data in order to set up a more productive blogging environment.įirst of all, you need a congruent blog routine for this to work. ![]() There are also others like: tags, annotations or even colored label, if you want, which can be used for some neat visual effects. Some of that meta data is: status, priority and ranking. That will not be transferred to your blog, but it’s a convenient way to organize your blogging habits. Mac Journal lets you apply some sort of meta data to your posts. Of course, you can have more than one blog set up, if you have more than one. You can even download the entries from your blog into Mac Journal, by choosing “Download entires from blog…” from the same “Journal” menu. That’s it, you’re now connected to your blog and can start publish remotely. A good idea is to add “xmlrpc.php” to your post URL and the admin username. If you’re on a wordpress set up, as most of the people, you should check the “Movable Type” type of your publishing method. A pop-up with some simple options will appear. You can add a blog to your journal by selecting the option “Edit blog server” from the “Journal” menu. ![]() This is not a mandatory step, as you can always use your online blogging admin interface, but it might be of interest. Setting Up A Remote Blog From Within Mac Journal In this post I’ll share how I use Mac Journal for blogging, how I set up my blogging environment and how I applied, using Mac Journal’s powerful “smart journals” feature, a GTD-like blogging scaffold. I soon discovered that I can remotely publish to my blogs from within Journal, download posts into it (for backup or just convenience) and brainstorm my future posts.ĭuring the past few months, since I decided to make from blogging my main activity – after selling my online publishing business – I started to use Journal intensively. Fortunately, Mac Journal proved to have all this, and even more. I needed something a little more versatile than my plain text file structure, and with some searching facilities integrated. Initially I was using it only for my journaling activities. .I started to use Mac Journal 2 years ago.As of late 2022, Schimpf is continuing active development of MacJournal, releasing updates. In March 2019, Dan Schimpf Software released version 7.0.0 of MacJournal as freeware. In early 2019, development and distribution of MacJournal was reverted from Mariner Software back to its original developer, Dan Schimpf. In 2012, MacJournal was given an Editors' Choice Award by Macworld. In 2004 the project was purchased by Mariner Software, and Schimpf was hired to continue development. It was initially distributed as Freeware, then made Shareware. MacJournal was written by Dan Schimpf and was awarded Best Mac OS X Student Product at the 2002 Apple Design Awards. Includes password protection, AES-256 encryption and Palm (PDA) syncing. It also contains powerful searching capabilities, allows keeping multiple nested journals. MacJournal supports online blog tools including: LiveJournal, Blogger, Movable Type and WordPress. MacJournal's audience includes diarists, bloggers and podcasters. MacJournal offers only basic text formatting and limited page layout features. MacJournal is journaling and blogging software originally developed for Mac OS X.
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Ohio state radio network7/14/2023 ![]() Just navigate to the channel that’s airing the game, and you’ll be able to watch it live. Once you’ve signed up for a free trial of Hulu or Sling TV, you can stream the Ohio State football game live for free. You can sign up for a free trial of Sling TV here: Sling TV is another popular streaming service that offers a free trial period. You can sign up for a free trial of Hulu here: Hulu is a popular streaming service that offers a free trial period. These services allow you to stream live TV channels online, without having to pay for a cable or satellite subscription. To watch the Ohio State football game live for free, you’ll need to use a streaming service like Hulu or Sling TV. In this article, we’ll show you how to stream the game online without paying a cent. If you’re looking for a way to watch the Ohio State football game live for free, you’ve come to the right place. How can I watch the Ohio State football game live for free? Additionally, the game is being carried on the Big Ten Network. Fox Sports is carrying the game, as is ESPN. The Ohio State game is being carried by a few different networks. What network is carrying the Ohio State game? The pregame show will start at 6:30 pm EST, with tipoff scheduled for 7:00 pm. This station will also be broadcasting the game nationally. In today’s matchup against Rutgers, Ohio State basketball can be heard on the Columbus ESPN radio affiliate, 1460 AM The Fan. What radio station is Ohio State basketball on today? If you want to listen to the game on the radio itself, you can find a list of local radio stations that will be broadcasting the game on the Ohio State Buckeyes’ website. Another option is the Ohio State Buckeyes’ website, which allows you to listen to the game online as well as watch live streaming video of the game. One option is TuneIn, which allows you to listen to live radio broadcasts from all over the world. If you want to listen to the game on the radio online, there are a few different websites that you can use. You can listen to the game on the radio either online or on the radio itself. If you’re looking for a way to listen to the Ohio State game on the radio, there are a few different options available to you. How can I listen to the Ohio State game on the radio? Ohio State’s football game against Minnesota on Saturday will be broadcast on WBNS-FM 97.1 The Fan. ![]() 6 Can I live STREAM the Ohio State game?.5 How can I watch the Ohio State football game live for free?.4 What network is carrying the Ohio State game?. ![]() 3 What radio station is Ohio State basketball on today?.2 How can I listen to the Ohio State game on the radio?.1 What radio station is OSU game on today?.The show includes one local break (2:00) after Rich Desrosiers’ interview for stations to insert their own spots. Edward Eagles Sports Network), Ray Horner (Akron WAKR), Jordan Whetson (Ashtabula WFUN), Ron Brunswick (Celina WCSM), and Ryan Baker (Columbus WBNS) The show also includes regional reports from Chris Solwecki (GBSN Radio), Adam Mendoza (Lakewood St. In this week’s show, host Marty Bannister chats with Pro Football Hall of Fame Chief Communications Officer Rich Desrosiers about the Hall of Fame and the OHSAA football state championship games coming to Tom Benson Hall of Fame Stadium in Canton December 1-3. OHSAA Football Playoff Preview Show #5 is 27:49 and is posted directly at: The OHSAA Radio Network’s weekly OHSAA Football Playoff Preview Show is available for download and use by stations as part of their football playoff coverage at. Playoff Coverage on the OHSAA Radio Network Spectrum’s live television games are available on Spectrum News 1, and also at, where all of Spectrum’s game coverage can be viewed, including the other 24 regional final games with streaming coverage. Cincinnati Wyoming game on Saturday night. Massillon Washington game will be shown on Friday night, followed by the Steubenville vs. In addition, on channel 314, the Akron Archbishop Hoban vs. Spectrum News 1 will televise two state semifinal games live on Friday night on channel 1, including Lakewood St. Tickets for all OHSAA postseason contests are available at OHSAA Playoff Football on Spectrum In addition, the OHSAA Radio Network has released its weekly playoff preview show. The Ohio High School Athletic Association football playoffs have reached the state semifinals, and Spectrum will cover all 14 games Friday and Saturday night.
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Imageoptim optimization speed7/14/2023 ![]() They also plan to add other tools as client libraries for Ruby and Java, plugins for Magento and Joomla and a mobile app. Websites with images are likely to experience difficulty improving their page speed, thus heightening the number of visitors who exit your website. Faster websites provide a better user experience and are ranked more highly by search engines, like Google. ShortPixel offers image optimization via an API from their cloud. Optimized images improve website loading speeds and performance. The free plan includes 100 image optimization credits per month. They have a wide range of pricing plans, ranging from the Free Plan to the $49 per year plan. Just go to and you will receive your API Key and password after signing-up on your email. Installing the ShortPixel Image Optimizer Data should bear heavily in your decision, so that you reap bigger rewards, but choose one that is convenient using a weak tool every time is better than using than a strong tool sometimes. It can help you remove metadata from images, and. However, image files contain a lot of unnecessary data that once removed makes file sizes smaller, allowing your website pages to load much quicker, without any visually detectable loss of quality. Image optimization is an essential step in a designer’s workflow, and with so many tools to choose from, there’s bound to be one that suits your needs. ShortPixel Image Optimizer also lets you back up your original image files after theyre optimized. Download for Mac See alternative versions Requires macOS 10.10+. The process is automated, so it does not require any advanced knowledge. With an intuitive and simple drag-and-drop interface, you can compress multiple images. It uses lossless image compression and removes bloated metadata for the best ratio between size reduction and quality loss. Saves disk space & bandwidth by compressing images without losing quality. ImageOptim is a free image compression software for Mac. You want larger images for better visibility. There are quite a few image optimizer apps and services out there. ImageOptim makes images load faster Removes bloated metadata. There are lots of ways that you can increase your website’s loading speed, including applying sophisticated caching or even upgrading to a faster server, but one of the easiest and cost-effective way to go about it is to reduce the size of images that are displayed on your website.Īnd get this right, this doesn’t mean literally reducing the size of the image. In fact, starting this July, Google will be using page speed as a ranking factor for mobile searches. There are plenty of reasons you need a faster website, but the top two include keeping your visitors happy and getting a higher Google page rank. ShortPixel is a simple and easy to use image optimization and compression API and WordPress plugin that helps improve websites loading speed.
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Clarify systems7/14/2023 ![]() To provide this normative account, we start with a brief overview of the current academic and policy-oriented discourse on ethics and AI. It must be made clear here that we are not providing prescriptive recommendations, but rather, are mapping the prescriptive recommendations found in these guidelines. We believe that the paper provides the most comprehensive account of ethical requirements in AI guidelines currently available, which is of interest not only to the research and policy community engaged in the topic but also to the user communities that require guidance when developing or deploying AI systems. In this paper, we therefore provide a detailed explanation of the normative implications of existing AI ethics guidelines but directed towards developers and organisational users of AI. As a consequence, the guidelines that are currently available are often difficult to understand and are written for technical users who constitute one key user group. The reference to particular ethical principles, such as fairness, transparency or sustainability may be a good starting point, but further detail is required that allows AI organisations to think through the implications of these principles for their work.Ī further issue of AI ethics guidelines is that they are aimed at a range of stakeholders: not only policymakers, users and developers but also educators, civil society organisations, industry associations, professional bodies and more. As a consequence, it is difficult for individuals involved in the development or use of AI to determine which ethical issues they should be aware of, how these can present themselves and how they may be addressed. While there is an abundance of AI ethics guidelines, these guidelines remain separate and distinct from one another. Our paper builds upon these foundations and uses their cohesive approach to develop a presentation of the normative content of these ethics guidelines for organisations developing and using AI. While their work provides a comprehensive overview of currently available AI ethics guidelines, their contribution is merely descriptive about these guidelines, rather than discussing the normative content of them. 395) robust categorisation of ethical principles. In this paper, we move beyond the high-level ethical principles that are common across the AI ethics guidance literature and provide a description of the content that is covered by these principles. The quickly growing set of tools that are being developed and provided to address AI ethics are often difficult to map with regards to the categories or principles they could help to address ( Morley et al., 2019). At the same time, the principle-based approach adopted by much of the discourse has been criticised as insufficient in dealing with the practical issues raised by AI ( Mittelstadt, 2019). It has been shown that there is a large degree of convergence in terms of the principles that guidance documents are based on ( Jobin et al., 2019). ![]() The full terms of this licence may be seen at Įthical consequences of artificial intelligence (AI) is a hot topic of debate across academia, policy and general media. Anyone may reproduce, distribute, translate and create derivative works of this article (for both commercial and non-commercial purposes), subject to full attribution to the original publication and authors. This article is published under the Creative Commons Attribution (CC BY 4.0) licence. ![]() Copyright © 2020, Mark Ryan and Bernd Carsten Stahl. |