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![]() We decided to leverage a neural network that can learn to classify service alerts and selected the BERT model for this challenge.īERT (Bidirectional Encoder Representations from Transformers) is an open-source machine learning (ML) framework for natural language processing (NLP). NLP based classification with a BERT framework This was not scalable and resulted in gaps in our service alerts coverage. While the rule-based classification engine offered accurate classifications, it was able to classify only 20% of the service alerts requiring the other 80% to be manually classified. The existing rule-based classification solution searches the text for key phrases (for example delay or late) as illustrated in the following diagram. The above example should be classified as 3, which is SIGNIFICANT_DELAYS. Historically, Moovit applied both automated rule-based classification (which works well for simple logic) as well as manual human classification for more complex cases.įor example, the following alert “ Line 46 will arrive 10 min later as a result of an accident with a deer.” Can be classified into one of the following categories: Existing solution and classification challenges An incorrect classification may cause users to ignore important service interruptions that may impact their trip plan. The service alert classification affects the way transit recommendations are shown in the app. These alerts are typically communicated by the operator in a long textual format and need to be analyzed in order to classify their potential impact on the user’s trip plan. One of the key features in Moovit’s urban mobility app is offering access to transit service alerts (sourced from local operators and agencies) to app users around the world.Ī service alert is a text message that describes a change (which can be positive or negative) in public transit service. In this post, we describe how Moovit built an automated pipeline to train and deploy BERT models which classify public transportation service alerts in multiple metropolitan areas using Apache Airflow and Amazon SageMaker. We provide governments, cities, transit agencies, operators, and all organizations with mobility challenges with AI-powered mobility solutions that cover planning, operations, and analytics. We help people everywhere get to their destination in the smoothest way possible, by combining all options for real-time trip planning and payment in one app. Moovit serves over 1.3 billion riders in 3,500 cities around the world. Moovit, an Intel company, is a leading Mobility as a Service (MaaS) solutions provider and creator of the top urban mobility app. Thorsten Weber, bbv Software Services AG By far the best resource for Airflow.This is a guest post by Moovit’s Software and Cloud Architect, Sharon Dahan. An easy-to-follow exploration of the benefits of orchestrating your data pipeline jobs with Airflow.ĭaniel Lamblin, Coupang The one reference you need to create, author, schedule, and monitor workflows with Apache Airflow. about the authorīas Harenslak and Julian de Ruiter are data engineers with extensive experience using Airflow to develop pipelines for major companies. Set up Airflow in production environmentsįor DevOps, data engineers, machine learning engineers, and sysadmins with intermediate Python skills.Analyze historical datasets using backfilling.Build, test, and deploy Airflow pipelines as DAGs.Part reference and part tutorial, this practical guide covers every aspect of the directed acyclic graphs (DAGs) that power Airflow, and how to customize them for your pipeline’s needs. You’ll explore the most common usage patterns, including aggregating multiple data sources, connecting to and from data lakes, and cloud deployment. about the bookĭata Pipelines with Apache Airflow teaches you how to build and maintain effective data pipelines. Its easy-to-use UI, plug-and-play options, and flexible Python scripting make Airflow perfect for any data management task. Apache Airflow provides a single platform you can use to design, implement, monitor, and maintain your pipelines. about the technologyĭata pipelines manage the flow of data from initial collection through consolidation, cleaning, analysis, visualization, and more. Using real-world scenarios and examples, Data Pipelines with Apache Airflow teaches you how to simplify and automate data pipelines, reduce operational overhead, and smoothly integrate all the technologies in your stack. Apache Airflow provides a single customizable environment for building and managing data pipelines, eliminating the need for a hodgepodge collection of tools, snowflake code, and homegrown processes. Useful for all kinds of users, from novice to expert.Ī successful pipeline moves data efficiently, minimizing pauses and blockages between tasks, keeping every process along the way operational. ![]() ![]() They are given to the authors of popular filters and include a free copy of Filter Forge. This filter has earned its author one of our rewards. The Reo was influenced by Mike Blackney's Rusty Chainlink, filter suggested and helped by Kraellin, further refinements suggested in no particular order by - Redcap, StevieJ, Crappadilla, Revelation and Rawn -Special thanks to voldemort for mapping advice - thankyou all !Ĭoncrete cement damage war bullets bomb rio re-enforced rust rusty urban wall floor ceilling texture pattern metal building decay destruction kaos Download new seamless textures from the concrete category and royalty-free Substance PBR materials in high resolution for use in Unity, Unreal Engine, CryEngine game engines, texturing and creating 3d models in Blender, 3ds Max and Maya.
![]() ![]() This would explain why the characters know about all three timelines, or the multiple heroes. I believe that the Zelda timeline currently is nothing but a bunch of legends strung together by the people of Hyrule, with some elements being true, and others being made up entirely. My theory is that BotW is so far removed from the current timeline, and that in and of itself is it's own thing entirely. ![]() However, I believe that it's on neither of the three timelines. ![]() Others believe it's the Downfall timeline because of the master sword being able to shoot beams, and the similarities to the original game. Others think it's on the Child timeline because the references to the Hero of Twilight and locations like the Bridge of Eldin. Some people think it's probably on the Adult timeline, due to the Koroks and Rito. Selecting "Open Discussion", "Official Timeline Only", "Alternate Theory Discussion", or another flair can help direct the scope of discussion.Įver since Breath of the Wild released, people have been speculating on where it fits on the timeline. Likewise, please use appropriate flairs when submitting a discussion. Users like to debate about the timeline, but if a thread is flaired "Official Timeline Only" do not derail the topic about alternate theories. Flairs: "Official Timeline Only" vs "Alternate Theory Discussion" Keep topics safe for work and do not take discussions into NSFW territory.ħ. The majority of Zelda games are rated E, with only a few games rated T for Teen. No discussion or sharing of game ROMs, ISOs or any copyrighted material that may have been pirated.Įmulator discussion however is completely fine, including speedrunning, randomizers, texture packs, and fangames.ĭo not post NSFW content. If you resort to any of the above you will be banned. Following users around and bringing up the same topic or derailing a topic to harass a user is not allowed. If you see rule-breaking posts or comments here, please report them instead.ĭo not use personal attacks, hate speech, or slurs of any kind, especially towards other users.ĭo not harass or follow around users. If it's discussion that is on topic for the game, it is fine, but saying others shouldn't hold an opinion is not fine. We're all fans here whether new or old or otherwise diverse, we all like the Legend of Zelda in some way or another.ĭo not gatekeep the fandom or what kind of posts should be allowed for discussion. Simple questions and non-Zelda / off-topic discussions are directed to the General Discussion posts. Memes, comics, funny screenshots, arts-&-crafts, etc. Submissions should be for the purpose of informing or initiating a discussion, not just for the goal of entertaining viewers. This is a place for informative and interesting Zelda related content and discussions. ![]() Topics should promote Zelda-related discussion Submissions please click the "spoiler" button after making your post, or include in your post title.Ģ. Post titles must always be vague enough to not include spoilers. Check these r/Zelda Wiki Pages:ĭo not post spoilers for games in general if someone shows they are still playing it.īut, for new releases, do not post unmarked spoilers for the first 2 months of release.Ĭomments must use the format: >!text goes here!<, ex: text goes here. You can read more on its naming origins here. Think of this place as the /r/Games of /r/Gaming. This subreddit is not about "true" fans but rather for more discussion oriented topics that do not find as much attention in our 2 million member sister subreddit /r/Zelda (among all the memes, art, and merchandise). For newer users it can come off as pretentious, but that is not the goal. It was a common naming pattern in the older years of reddit for a place focused on discussion (rather than memes, art, and merchandise). Discuss gameplay, story, tips, post the latest news, and anything else related to Zelda! It's where any kind of self-post that helps generate more in-depth discussion goes. The goal of this community is to provide a place for informative and interesting Zelda related content and discussions without all the extra fluff (images, video, fan art) from /r/Zelda. ![]() ![]() It’s also determined by your IP address, so in the worst-case scenario, you can bypass the MEGA download limit using a VPN. It’s worth noting that free accounts are subject to transfer limits, but the exact amount is non-specific and usually resets every 24 hours. MEGA will send an email notification that your bonus storage is available, but may take a few days to appear on your account. Each confirmed referral gets you a bonus that lasts for a whole year, so you can easily expand your storage when you need it, at no cost to you.ĭo not worry if you don’t see your bonus storage appear immediately. You can also nab an additional 5GB of bonus storage for each friend you invite to MEGA. These bonuses, totaling 15GB, last for 365 days. You can get an additional 5GB for installing the mobile app and 5GB for verifying your phone number. Installing MEGAsync, MEGA’s desktop app, will get you 5GB of bonus storage. ![]() On top of that, there are several ways of expanding your storage. It comes with 20GB of permanent storage, which is already among the most generous free plans. The free plan offers most of MEGA’s functionality, with exceptions such as time limits and passwords for links, longer retention periods for deleted files and the ability to grant your monthly transfer quota to other accounts. dollars, conversions from MEGA’s pricing in euros. If you need to collaborate on cloud-based files, Google Drive is one of the best options for that. Unfortunately, MEGA’s strong focus on privacy and security doesn’t leave much room for collaboration options, so integration with third-party apps like Google Docs is impossible. Versioning is enabled by default, and files with previous versions are marked with a little clock icon next to them. MEGA also retains previous versions of any file you have uploaded, so it’s safe from any accidental changes saved to the cloud. It’s a tiny bugbear, but something MEGA could certainly improve on. There are no file previews when sharing inside the chat, so you’ll need to remember the file name. You can share files inside the chat, either directly from your computer or from your MEGA cloud drive. Chat is available both through the MEGA website and via the mobile app. However, keep in mind that metadata, such as the email address of your contact, remains unencrypted. The live chat functionality can be useful for collaboration, as it is also secured by MEGA’s encryption protocol. Users can communicate via the live chat feature directly inside the MEGA web app. You can check out our review of if you’re looking for a deal that offers top-notch security for a great price. There are certainly better alternatives that offer much more storage for a lower price. Because of this, MEGA makes our list of the best free cloud storage services.Īlthough MEGA has a generous free plan, its paid plans are rather pricey and it doesn’t really offer enough cloud storage to make up for the price. A free account will get you a whopping 20GB of cloud storage. In spite of all its controversy, MEGA is still a very secure cloud service, and it’s one of the best choices for anyone looking for lots of free storage space. Following the takedown of Megaupload’s servers in Hong Kong, MEGA was incorporated in New Zealand as a cloud service dedicated to the security and privacy of its users’ data. Robust security means fewer options for effective collaboration.įounded in 2013 as a successor to the infamous Megaupload - which you can read more about in our guide to what Megaupload is - MEGA cloud storage was created by the notorious Kim Dotcom.User data and files are secure through its zero-knowledge encryption service.MEGA offers one of the best free plans on the market: 20GB free excellent free plan.Find out more about MEGA, both the good and the bad, in this full MEGA review. However, its history has been marked by controversy and its zero-knowledge-encryption makes collaboration difficult. MEGA is a cloud storage service focused on security that offers users excellent end-to-end encryption and a great free plan with tons of storage. The MEGA web interface, displayed in a web browser. MP4 Repair: How to Fix Corrupted Video Files in 2019.Best Choice Stellar Phoenix Data Recovery.How to Create a Strong Password in 2023: Secure Password Generator & 6 Tips for Strong Passwords.How to Securely Store Passwords in 2023: Best Secure Password Storage.Best Password Manager for Small Business.How to Access the Deep Web and the Dark Net. ![]() Online Storage or Online Backup: What's The Difference?.Time Machine vs Arq vs Duplicati vs Cloudberry Backup. ![]() ![]() ![]() While most participants confirm that they do receive the purchase refund and the bonus prices within a few days of purchase, what’s important to note is that you are going to be paid to submit positive reviews for companies (usually sellers on Amazon) and that may deceive future customers into purchasing products. Although the website claims that access to PPOC Club is by “invitation only” and an “exclusive membership”, it’s impossible to find any information about what might qualify you for such a membership. In addition, their website is difficult to navigate. This is something you need to be careful of doing for sure. In other words, you’ll be fronting your own money before you receive any kind of reward. The biggest criticisms of this program – and a complaint that often leads participants to wonder if PPOC Club is a scam – is that you usually have to pay for the product before completing the campaign. It’s unclear whether they will submit documentation of your earnings that you will need for your taxes. Reimbursements vary depending on the cost of the product you ordered, as do bonuses. In fact, there is no email address, physical address, or phone number listed on the company website. It's not possible to find any information about how to get in touch with customer service at. You may even have to answer quick polls or complete simple gigs. There are all kinds of tasks you may be asked to complete, from basic product testing to market research jobs. You’ll get bonus points for each new action you complete, and you can then convert these points to cash. ![]() Once you’ve received the product, you’ll have to do a variety of tasks, such as creating a video, providing answers to survey questions, or comparing it with other products. You can then receive cashback via the payment method of your choice from PPOC club, getting between 40% and 100% cashback depending on the product and the option you select. You’ll want to act quickly, as the invites often only last one day. You’ll then order the product, pay for it, and serve as a mystery shopper. “It might not coincide with what I am doing, but this is who I am.If you get an invite for a product test, you'll need to claim it to make sure nobody else takes your spot. ![]() “Image would be people’s perspective,” 50 Cent told Reuters when asked what his old fans would think. Jay-Z has promoted bicycles with New York’s Mayor Michael Bloomberg and 50 Cent recently stood alongside entertainer Bette Midler to promote parks and gardens. He banked about $100 million after taxes when his stake in Glaceau, creator of Vitaminwater, was sold to Coca-Cola, Forbes reported.īoth depart from that image at times. Jay-Z, married to superstar Beyonce Knowles, is now one of the world’s wealthiest musicians, having signed a deal reportedly worth $150 million with concert promoter Live Nation.ĥ0 Cent, whose album and film “Get Rich or Die Tryin’” was based on his past as a crack dealer who was shot nine times, now runs a multimedia empire. “You formulate that story to make it just as interesting as the Jay-Z story,” Stephens said, describing an outline of: “I am a hustler, I came from nothing and turned it into something and now I am on yachts in St. The new crop of rappers want to emulate the success of rappers-turned-moguls like former New York drug dealers Jay-Z and 50 Cent, who both sold albums based on their transformations from street hustling to popping champagne. So he was publicly humiliated when pictures surfaced of him last year through The Smoking Gun website looking clean-cut in a correctional officer’s uniform. His real name is William Leonard Roberts II but he takes his stage name from a drug trafficker. Ross is a bearded, burly Miami rapper who brags of a cash-fueled, drug-boss life. “When you say you shot and killed somebody and you put it on a CD, nine times out of 10, you really didn’t shoot and kill anybody.” “Some of the stories are fabricated and some of it is reality, and what they are doing is mixing the two,” music executive Devyne Stephens said. rappers often sell songs about drugs and guns based on “real-life” stories, but increasingly some of those stories are being exposed as embellishments aimed at helping them build successful careers, experts say. NEW YORK (Reuters) - Rick Ross sold hit albums rapping about selling crack cocaine but a revelation that he once worked as a prison guard threatened to end his career.įor a rapper cultivating a bad-boy image, a uniform put him on the wrong side of the law. ![]() ![]() Most people would willingly opt for it to be placed on:įrequently asked questions: How Intensive Can The Process Of Getting The Laugh Now, Cry Later Tattoo Be? It is an awesome tattoo that can be placed anywhere on the body, without attracting a different theme to the bearer. Where can one place this tattoo on the body?
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