![]() In RStudio, here() refers to the base directory of the current project, but VS Code does not have projects. I like to use the here package in R which avoids the need for hard-coding directory paths and makes it easier to share code with others. As with RStudio, you can send a single line of code from the editor to R ( cmd-return), or run the whole code ( cmd-shift-S). To save clicking back and forth, there are keyboard shortcuts to shift the focus from the code editor to the R console and back ( ctrl-` and cmd-1 on a Mac). With R opened in this way, you can send code to it from a VS Code editor, or interact with it directly by typing in the R console pane. Instead you need to click the down arrow next to the plus button used to open a new terminal, and select R Terminal. This will launch R, but it won’t be able to communicate with VS Code properly. However, as I learned the hard way, don’t launch R by typing R from a terminal prompt in VS Code. VS Code has an integrated terminal where the R session runs. Then you need the R extension for VS Code, which also requires the languageserver package to be installed in R. ![]() The first step is to obviously install VS Code. All of the layout is very customisable and you can also have a horizontal pane at the bottom of the screen if you wish. Then at the far right is the terminal pane which is showing an R console and can also be used as a command-line terminal. I often make charts as output so it’s nice to be able to preview these directly in VS Code. Next from the left is a code pane, and to the right of that is a chart that has been output as a PNG file by the code. You can however double-click a variable to open it in a viewer as you can in RStudio. Clicking the R button at the far left switches the file explorer to an R workspace explorer, which I have to say is not as useful as the similar feature in RStudio in that the information it shows about current variables in the workspace is quite limited. At the left is a file explorer of the current folder, and below that is an outline of the currently open code file which gives easy access to its sections. The screenshot above shows some of the basic features of VS Code. Let’s start with where I ended up after half a day of setup. Much of what follows I learned from Ren Kun’s excellent blog posts about VS Code and R. The setup process was a lot more involved than RStudio which works pretty much out of the box, but I’m quite happy with the end result. I’ve only used VS Code for a short time so am not an expert, but here is a quick summary of how I got it set up. VS Code is a popular development environment that now has very good support for R via some extensions. So at the suggestion of a few friends I decided to try VS Code instead. For example the pane layout is not very flexible and I find that the process of sending code from the editor to the R console slows down sometimes for some unknown reason. I’ve used RStudio for a long time and am mostly happy with but it does have a few things that annoy me. Instead of the Path Intellisense extension, I’ve found the Path Autocomplete extension works better. ![]() Recommended extensions and configuration.Using this URI with the vscode.openFolder command did the trick.Update June 2023: See also the following resources provided by the creators of the vscode-R extension: Instead of using the () method, I tried out the () method for the Windows path and it resulted in: file:///c:/data/vscode/test-project-folder. ![]() When checking this for a macOS path like /data/vscode/test-project-folder, the scheme is set to file. Looking to the documentation, this should be file. The scheme for this URI is C, which is something VS Code its file system provider does not understand. Whenever I parsed the above Windows path, I received the following path: C:/data/vscode/test-project-folder. To open a project folder, VS Code requires the following URL format: vscode://file// - example: vscode://file/c:/myProject/. This documentation led me to the solution of opening Windows-based folder paths. While searching through the VS Code issues and documentation, I found the following information on opening VS Code with URLs. When I opened the folder from the command, I spotted the following error in the debug console: No file system provider found for resource. The above code works fine on macOS and Linux but gives issues on Windows paths.įirst, I thought it had to do with the \ backslashes, but replacing these with / forward slashes did not change the behavior. The folder path needs to be parsed to a URI to use the command. executeCommand ( `vscode.openFolder`, folderUri ) Const folderPath = `C:\\data\\vscode\\test-project-folder` const folderPathParsed = folderPath.
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![]() We also demonstrated how to build a simple convolutional neural network using Keras and train it on the MNIST dataset.īy following the steps outlined in this article, you should now have a good understanding of how to implement TensorFlow classification using the Dataset API. We covered the basics of the Dataset API and showed how it can be used to preprocess and batch data efficiently. In this article, we explored the concept of classification using TensorFlow and how to implement it using the Dataset API. We then fit the model to the training dataset for 10 epochs with a batch size of 32 and validate it on the testing dataset. In the code above, we compile the model using the adam optimizer and the categorical_crossentropy loss function. fit ( train_ds, epochs = 10, steps_per_epoch = 1875, validation_data = test_ds, validation_steps = 313 ) compile ( optimizer = 'adam', loss = 'categorical_crossentropy', metrics = ) model. In this example, we will use a simple convolutional neural network (CNN) architecture. The next step is to build our classification model using TensorFlow’s high-level API, Keras. We also shuffle the training dataset and repeat both datasets indefinitely. We then create two datasets using the from_tensor_slices method and apply the preprocess_image function to each element using the map method. In the code above, we define a preprocess_image function that normalizes the pixel values and one-hot encodes the labels. from_tensor_slices (( x_test, y_test )) test_ds = ( test_ds. from_tensor_slices (( x_train, y_train )) train_ds = ( train_ds. one_hot ( label, depth = 10 ) return image, label train_ds = tf. We can load the data using the tf. module.ĭef preprocess_image ( image, label ): image = tf. ![]() In this example, we will be using the MNIST dataset, which consists of 60,000 training images and 10,000 testing images of handwritten digits. The first step in any machine learning project is to load the data. Now that we have a basic understanding of classification and the Dataset API, let’s dive into implementing TensorFlow classification using the Dataset API. ![]() Implementing TensorFlow Classification using the Dataset API It also allows for transformations such as map, batch, and repeat. The Dataset API provides various methods for creating and manipulating datasets, such as from_tensor_slices, from_generator, and shuffle. Iterator: An object that allows access to the elements of a Dataset.Dataset: A collection of elements that can be iterated over.The Dataset API consists of two main components: It provides an efficient way to handle large datasets and allows for parallel processing, making it suitable for use in deep learning applications. The Dataset API is a powerful feature of TensorFlow that simplifies the process of reading, preprocessing, and batching data. Neural networks, in particular, have gained popularity due to their ability to learn complex patterns in data. In TensorFlow, classification can be performed using various algorithms such as logistic regression, decision trees, and neural networks. It is a fundamental problem in machine learning and finds applications in various fields such as image recognition, natural language processing, and fraud detection. Introduction to TensorFlow ClassificationĬlassification is a supervised learning task that involves categorizing a set of data into predefined classes. Implementing TensorFlow Classification using the Dataset API.Introduction to TensorFlow Classification.In this article, we will explore the concept of classification using TensorFlow and how to implement it using the Dataset API. One of the most commonly used applications of TensorFlow is classification. It has gained immense popularity in recent years due to its flexibility, scalability, and ease of use. TensorFlow is a popular open-source machine learning framework developed by Google. As a data scientist, you might have come across the term “TensorFlow” quite often. 7/24/2023 0 Comments Womens wedge sandals clearance![]() The minimum payment is the sum of (a) the greater of: (i) interest and fees shown on your statement + $10 or (ii) 5% of the New Balance, excluding amounts on special payment plans, (b) any balance over your credit limit, (c) any amounts past due not included in (b) above, and (d) the amount of any equal payments plan instalments then due. Some applicants may receive a higher or lower regular annual rate depending on a credit evaluation. Offer subject to change without notice.Īdditional information for residents of Quebec only: The regular annual rate for persons applying for the Triangle Mastercard and the Triangle World Elite Mastercard is 22.99% for cash transactions and related fees and 19.99% for all other charges. 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Well, you’ve come to the right place. 7/24/2023 0 Comments Uninstall wineskinThese Wine binaries allow you to run Windows software, but don’t provide helpful graphical tools for installing and setting up common applications, so they’re best suited for advanced users who are already familiar with Wine. However, these are not necessarily the best option. The official project website at WineHQ now offers official builds of Wine for Mac OS X. There are several ways to get Wine on a Mac. RELATED: 5 Ways to Run Windows Software on a Mac However, for apps that work, Wine can be extremely useful. Virtual machines and Boot Camp are more solid options, but they incur more overhead and require a Windows installation. Some applications crash or don’t run at all. Wine isn’t perfect, and not every application runs optimally. This isn’t necessarily the best option if you want to run Windows software on a Mac. Although most commonly used on Linux, Wine can also run Windows software directly on a Mac – without requiring a Windows license or having Windows running in the background. Wine is an open source program for running Windows software on non-Windows operating systems. It works like a wrapper around the Windows software, and you can share just the wrappers if you choose (that is the strategy used here). The ports are in the form of normal Mac application bundle wrappers. Wineskin is a tool used to make ports of Windows software to Mac OS X 10.6 Snow Leopard (or later).
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Find Hidden Apps on Android - 10+ Step-by-Step Methods (2023) Today, Android phones are used by billions of people every single day. TrackerControl allows users to monitor and control the widespread, ongoing, hidden data collection in mobile apps about user behaviour ('tracking'). 7/24/2023 0 Comments Try vmware fusion 4When you’re done using your virtual machine, you may want to save its state instead of shutting it down completely. A fast USB 3.0 drive with good file access times might give you good performance, but an old USB 2.0 memory stick will be extremely slow and deliver terrible performance. ![]() In addition, avoid placing the virtual machine’s files on an external drive unless you know the external drive is speedy enough. So if you can, make some room on that SSD and put your virtual machines there. A lot of people store their virtual machines on a secondary mechanical drive, since they’re more spacious, but your virtual machines will run much slower. RELATED: It's Time: Why You Need to Upgrade to an SSD Right NowĪ solid-state drive is one of the best upgrades you can make to a computer for speed, and that goes for virtual machines too. Put Your Virtual Machines on a Solid-State Drive Note, though, that upgrading your graphics card probably won’t do much to help your virtual machine, unless it’s really starved for video memory. Increasing the video memory assigned to a virtual machine can speed up 3D graphics, too. For example, enabling the 2D acceleration feature in VirtualBox improves video playback in virtual machines, while enabling 3D acceleration will allow you to use some 3D applications at a more reasonable speed. Tweaking some of your video settings can also improve your virtual machine’s apparent speed. RELATED: How To Enable 3D Acceleration and Use Windows Aero in VirtualBox If you’re using an older CPU with only one or two cores, it may be time to upgrade-your virtual machine will run much faster if you can give it at least two cores (if not more). If you have a computer with a multi-core CPU, you can assign more cores to your virtual machine from its settings window. A virtual machine with two or four cores will be much more responsive than a virtual machine with one, just as a computer with more cores is. Your computer’s CPU does all the work of running the virtual machine and its software, so the more CPU it can use, the better it will run. Here’s how to enable Intel VT-x or AMD-V if it’s disabled-enable it in the BIOS, then head to your virtual machine program’s settings and make sure it’s enabled there too. 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RELATED: Antivirus Slowing Your PC Down? Maybe You Should Use Exclusions Exclude Virtual Machine Directories In Your Antivirus If you see a notification that an update is available for Guest Additions or VMware Tools, you should install it. 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7/24/2023 0 Comments Roller champions free![]() Players can join the game with friends and compete online against other teams. Lastly, Training is a solo mode where players can learn and familiarize themselves with the game's mechanics. Playground is a more casual mode in Roller Champions for Linux where players can practice and hone their skills. Ranked is the competitive mode where teams of three players compete against each other and work their way up the leaderboards. It features several different modes, such as Ranked, Playground, and Training. Plus, the challenges and special modes give players the opportunity to unlock new goodies such as emotes and lootballs. Additionally, the customization options allow players to truly make the game their own as they develop their personal characters and design their own strategies. The ever-changing environments and levels make each match exciting and unique. It is easy to see why the replayability of Roller Champions video game is so high. The game also features an array of power-ups and special moves, like turbo boosts and jump shots, that can be used to gain an advantage. Players can skid around corners, wall-skate, and intercept opponents in Roller Champions download for Windows 10 in order to gain speed or control of the ball. Players must use speed, agility, and teamwork to outmaneuver opponents and make their way around the track. Everything from the characters to the environments is highly detailed and immersive, making the game more enjoyable. The character models of Roller Champions download for PC feature realistic animations and movements, and the arenas are full of detail and unique features. The game has a vibrant and colorful aesthetic, making it a joy to play. It offers stunning HD visuals, detailed characters, and vivid arena scenes. With its unique blend of free-to-play action, customization, and rewards, it offers a gaming experience like no other. Players must use speed, wit, and skill to dodge opponents and do one lap around the arena with the ball to score. Roller Champions is a fast-paced, team-based multiplayer game where teams of three compete against one another to be the first team to score five points. 7/23/2023 0 Comments Record screen windows 10![]() Filmora Scrn - The best screen capture software for streaming and game recording.Camtasia - A robust screen recording software with quiz and interactivity options.iSpring Suite - A perfect solution for creating screencasts, software tutorials, and complete video courses.Here are seven paid desktop screen recorders that have gained customers’ and reviewers’ trust and continue to expand their presence in the market: However, when searching for high-quality performance, elaborate presentation, and expert technical support, many users are ready to invest their money in paid software. DVDVideoSoft’s Free Screen Video RecorderĪs the Internet provides a bountiful supply of screen recording programs, one is certain to find free and low-cost options. Besides, it has no time limits - you can record videos that are as long as desired.įree screen recorder feature comparison Product nameĢ. What we most like is that even though this screen recorder is free, it doesn’t place any watermark and is ad free. Its attractive and intuitive interface lets you record either the entire computer screen or a portion of the screen - you can adjust the size of the area you need to capture. OS: Microsoft Windows 7/8/10/11 (32- and 64-bit)įree Cam is a very simple free screen recording software with a built-in audio and video editor. Free Cam Ideal screen capturing software for making WMV screen captures Loom - The best free screen recording software for video messagingġ.Debut Video Capture - Great video recording software for creating demonstrations and streaming video games.OBS (Open Broadcaster Software)- The best free screen recorder for capturing gameplays.TinyTake - The best free screen recorder with a native cloud-based gallery for storing and sharing videos.Ezvid - A perfect screen recording tool for making quick video clips and sharing them on YouTube.CamStudio - A great free screen recorder for creating AVI video files.ShareX- The best screen recording tool for PC for those who need to share screen recordings online.DVDVideoSoft’s Free Screen Video Recorder - The best screen capture software for recording Skype video calls.Free Cam - Ideal screen capturing software for making WMV screen captures.We compiled the nine best free screen recorders in 2023 that successfully compete with the best paid screen recording tools: ![]() A word of caution though: some vendors may require you to buy a paid version after you download their “free” software so you can get full access to its functionality. Whether you’ve paid for numerous software after using trial versions and received nowhere close to the bang for your buck that was anticipated, or you’re looking to save some money, there are plenty of free screen recorders that can get the job done with satisfying results without emptying your pocket. We also explored the functionality of each tool and compared their capabilities, assessed the user interface, whether the screen recorder is easy to use, and evaluated how closely each option meets the needs of its target audience. We expected to see that the best screen recording software would run smoothly on the PC and the videos we created would play perfectly. To prepare this detailed review, we installed each screen capture software on the computer and test-drove it to see how well it performed. ![]() It will let you create videos like a pro - even if you’ve never done it before. We’ve also prepared a screen recording software buyer’s guide that explains how to choose a tool that will meet your specific needs.īut if you don’t have a lot of time to read and want to avoid the lengthy process of choosing software, you can simply download iSpring Suite. The best screen recorders for Windows 10: Free and Paid Best Free Screen Recorders |