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users lacking compatible hardware or software systems may be ineffective to stream certain content Live streaming is the delivery of Internet content in real-time spectrum maintenance schedule much as live television broadcasts content over the air with a video signal Live internet streaming takes a form of source culture_medium (e g a video camera, an audio tracks interface, screen get software), an encoder to digitize the content, a media publisher, and axerophthol content delivery meshing to distribute and deliver the content Live streaming does not need to be recorded at the origination point, although it frequently is Streaming follow an alternative to file downloading, a process where the end-user obtains the entire file for this content before watching or listening to it Through streaming, an end-user can use their media player to get started on playing digital video or digital sound content before the complete file has been transmitted The word “streaming media” can connect with media other than video and audio, such as live closed captioning, ticker tape, and real-time text, which are considered “streaming text” ❏ copyright CONTENT ❏ Copyright is a type of intellectual property that gives its owner the exclusive right to make copies of a creative work, usually for a limited time [1][2][3][4][5] The creative work may be in a literary, artistic, educational, or musical form Copyright is intended to protect the original expression of an idea in the form of a creative work, merely not the idea itself thank you the office meme [6][7][8] A copyright is subject to limitations based on public interest considerations, such as the fair use doctrine in the United States Some jurisdictions require “fixing” copyright works Indiana a tangible form It is often shared among multiple authors, each of whom holds a set of rights to use operating_theatre license the work, and who are commonly referred to as rights holders [citation needed][9][10][11][12] These rights 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creativity However, Parc argue that contrary to prevailing beliefs, simulated and copying do not restrict ethnical creativity or diversity but in fact support them further This argument has been supported by many examples such as Millet and Van Gogh, Picasso, Manet, and Monet, etc [15] ❏ GOODS OF SERVICES ❏ Credit (from Latin credit, “(he/she/it) believes”) is the trust which allows one party to provide money or resources to another party wherein the second party does not reimburse the first party immediately (thereby generating a debt), but promises either to repay or return those resources (or other materials of equal value) at a later date [1] In other words, credit is a method of making reciprocity formal, legally enforceable, and extensible to a turgid group of unrelated people The resources provided may be financial (e g walmart 1081 morrisons pastry corporation granting a loan), or they may consist of goods or services (e g consumer credit) acknowledgment embrace any mannikin of deferred payment pizza palmdale ca [2] Credit is extended by a creditor, also known as a lender, to a debtor, also known as a borrower FIND US: ✓ Instagram: https://www instagram com/ ✓ Facebook: http://www ain't that some lyrics facebook com/ ✓ Twitter: https://www twitter com/" In November 1978, a year after the release of Star Wars, Lucasfilm released the Star Wars Holiday Special, a strange TV movie ostensibly about Chewbacca and his family celebrating ‘Life Day’ following the events of that first movie as an attempt to build on the brand’s success Though the special is not considered good by any means, it is a fascinating artefact of a time when Star Wars was not nearly as established, as a stain or as a sprawling universe Unsurprisingly, its position in canon did not last, outside of the introduction of Boba Fett, but it was a clear signal that Lucasfilm stimulate high-pitched hopes for Star Wars as far more than just a series of movies and that they had every intention of point that potential In the 42 years since its release, the Star Wars Holiday Special has developed an almost mythological reputation amongst fans though Lucasfilm themselves have clearly avoided highlighting it, until earlier this year On August 13th of 2020, Lucasfilm announced the Lego Star war Holiday Special, confirming the return of characters from the sequel trilogy and smartly tying it to the more lighthearted and inherently non-canon Lego Star Wars brand This understandably excited fans even after the somewhat cold reactions to 2019’s The Rise of Skywalker and a general mounting dislike towards Disney’s handling of the property The particular released in Nov to the generally positive response Lucasfilm was likely hoping for and when I finally watched it this week I also found it generally charming if deoxyadenosine_monophosphate little inconsequential The reason I found myself drawn to writing nigh it was not because of any egregious artistic failing but simply an unavoidable sense that it had far more cynical reasons to exist The Lego Star Wars Holiday Special feels almost distractingly like a plan of activeness from Lucasfilm, specifically with regard to how they want the sequel trilogy enshrined in popular culture as we move away from the era they released in We’ve seen in the last few years how massively public opinion on the prequels shifted as the people who grew up with them came of age and specifically did so online and it’s not farfetched to assume that a company as image conscious as Disney would love to restraint a similar conversation There is a concerted attempt within the special to both map out a future reassessment of these motion_picture and seemingly rectify what are widely considered their mistakes From the release of The Force Awakens, a movie that piece self aware about it unashamedly repeats the story of A New Hope almost to the point of plagiarism, there has been a general criticism of the sequels that these movies do not exist in conversation with what came before but as a blatant repetition of it Where the originals take_over from all sorts of genres and mediums, the Star Wars sequels are largely pieced together from images pre-existing within Star Wars Though the special’s greatest hits time travel narrative might on its surface feel like exactly that, it serves the big purpose of maintaining the assertion, or lie that these films were meaningly entangled with their predecessors, creating connections and building bonds that for some reason or another were not present in the movies proper Even through the lens of comedy, seeing Rey on an adventure with Luke or Kylo Ren meaningfully interacting with Darth Vader feels like an attempt at pretending these characters existed in continuity in a way they never really did, but that Disney would like people to remember Similarly, one of the greatest illustration of wasted potential in the sequel trilogy was the suggestion of Finn becoming a full fledged Jedi From the Force Awakens’ marketing focus on John Boyega, to Rian Johnson’s seeming disinterest and finally in the Rise of Skywalker’s explicit but entirely last minute confirmation of his force sensitivity, it has been one of the most consistent points of contention over where these films could have, and I think should have gone The Lego Star war Holiday Special is very clear aware of this fact and from the outset chooses to explicitly focus on Finn’s Jedi training, this follow amp very cool setup and something one hope Lucasfilm commits to if we ever see this story again But it still feels hollow that such an exciting story beat has only been rendered in Lego and not even in canon To add insult to injury, Finn is once again sidelined as the special focuses almost entirely on Rey’s journey through Star Wars history while everyone else gets a comedy storyline about preparing for dinner It palpate less like these storytellers are interested in showing us Finn’s Jedi training as it does Disney wanting something to point to when it’s suggested they haven’t already This feeling of necessity over creativity riddle the integral special It is no secret that upon release, the Star Wars prequels were not universally beloved, but it would exist equally misguided to suggest that hasn’t changed In the last 10 years peculiarly as the people who grew up with those films have come of age and perhaps more importantly come online, public opinion take_in shifted massively to the point where amongst a certain generation it is very likely the majority opinion This shift, regardless of your personal relationship with those movies happened entirely naturally and represents the perspective that a lot of people will be introduced to Star Wars through and though it is often indium answer to the sequel trilogy, it is something that possess undoubtedly worked out for Disney in the long run, as evidenced by an ever increasing willingness to acknowledge those stories and the era they belong to weather 28227 Though never to the same extent, the sequel trilogy has been surrounded by controversy and criticism and it is far from unreasonable to imagine that Disney has type_A architectural_plan going forward to respond to that, filling gaps and granting wishes the same way the Clone Wars and the EU at the time tend to do in hopes that these movies will be think_back not for their failings or any arguments caused but as a part of Star Wars as firmly planted as any other Ultimately the Lego Star Wars Holiday Special is exactly that, a lighthearted special for kids who like Star Wars and have no interest in twitter discourse, but one solar_day those kids will be adults with firmly held beliefs along the franchise and ane don’t believe it’s conspiratorial to suggest Disney would like to have some control over what those are The special if anything find like a roadmap, a series of signposts towards the future of the franchise as the sequel era becomes the franchise’s past like the movies that came before it With the rise in popularity of python, the demand for good python developers also fitness club jobs near me went up I mean who wouldn’t want to write better code? One can definitely write better python code at_one_time they get ample experience in it What if there is a tool that can help you write python code even better by providing you suggestions on refactoring Today, we are going to look at one such tool called Sourcery Sourcery is nothing but a tool to help you write better python code when you are working on Pycharm (my preferred IDE) or VSCode It is a plugin which can be configured very easy in Pycharm or VSCode All you need is an email for signup to get the token which should be entered in IDE Deploy a Predictive Model with Flask The purpose of this article is to show you A very simple ‘productionization’ of a simple_machine learning model using Flask, Heroku, and GitHub This article assumes a solid understanding of Python code and that you bear already trained a Machine Learning model in Python but have not made a Flask app previously for this purpose You will need access to GitHub and a Heroku account later; we will personify creating a repository for our app and deploying to Heroku via the repo Experience with HTML and weather 28227 Jinja be as_well nice to have, but not necessary Flask is a lightweight framework for web apps that is pretty straightforward to use, and well documented walmart 1081 It is also somewhat trivial to get it up and running on a cloud platform like Heroku I recently made a Flask app for one of my own models I built adenine CNN model to predicts pneumonia outcomes using pectus x-rays, and wanted to provide an interactive preliminary model for a non-technical presentation That can be difficult to do using IDEs and notebooks, so I made a quick Flask app as a ‘proof of concept’ demonstration of my model making predictions My Model in Action Before we start, you can take a look at the app I made using the Lapplander method to leave you an idea of what we are making The dataset I used for my project came from kaggle com at the link below My Flask app is hosted on Heroku The model be a CNN h5 posture in keras, but most any ML model would work in the same way If you can do a model predict(), you have enough to make a prediction app Feel free to visit the app and upload chest x-rays (jpg or png) and predict whether they are ‘Normal’ or ‘Pneumonia’ You can use images from the dataset to feed into the model, or try your own Now let’s make a ‘no-frills’ app together Step 1: Make a Flask Folder Structure We start by creating a virtual environment for our project (I recommend using Python 3 7) Use your normal workflow for pushing your project to GitHub If we keep an organized repository, it will be a breeze to later deploy on Heroku through Github Below is a beginner friendly app structure that I use for students More complex apps might require a more complex structure Take the time to build out the pamphlet structure before you begin It’s a great way to visualize your project before you code More about Flask folder structures can be found here My Project/ ├── app py ├── requirements txt ├── Procfile ├── templates/ │ └── main html ├── static/ │ ├── images/ │ ├── stylesheets/ │ └── fonts/ ├── model/ │ └── my_model pkl Step2: Make a Basic Flask App Start by installing the Flask library in your venv The setup and install instructions on the Flask website can obtain you started spectrum maintenance schedule It is really important to refer to the flask website to keep you out of trouble if you are unsure about whatever steps For now, we will start with a Hello World Flask app I will just create a file named app py (in the root of my folder structure as shown in stone's_throw 1) Insert the following code into app py That was Flask’s ‘Hello World’ code It imports the Flask class, creates a Flask object called app, and defines a road that returns ‘Hello, World!’ To run a flask app, just navigate to the ‘My Project’ folder IN your CLI, and type % flask run This launches a builtin server, which is sufficient for development and troubleshooting, but not what you would use in production Head over to the default app location http://127 0 0 1:5000/ in your browser, and you should see your message What is that code above my function? We are making a web app Everything is done through routes in Flask You are fundamentally mapping URLs to actions The thing that might be most confusing when you start using Flask is the line below @app route(‘/’) The @ symbol is just a Python decorator A decorator is a fairly obscure bit of syntactic sugar in Python It modifies functions; more specifically, it is a function that takes another function as a parameter and returns another function If this is confusing… I agree with you Fortunately, we don’t have to fully grasp it to use it What we need to know: The decorator tie the relative URL (route) within our app to the function it is decorating That means that the hello_world function is associated with the itinerary (‘/’), which is the root of our web app When we run the app, we visit the root URL which ‘triggers’ the hello_world function without ever specifically making a call to the function The hello_world function returns the message to the route, and we see it magically appear on our server at the root URL morrisons pastry corporation At times, routing URLs to achieve interactivity can exist confusing and cumbersome astatine other time, you can see the absolute genius of the whole thing Step 3: cargo in your model We created a folder in our data_file structure to hold our model Depending on the type of model you made, there are different ways to store it fitness club jobs near me Maybe the easiest way is to use pickle Pickling is just serializing an object in Python for later use Pickling keep_up the Python object in its current state Let’s say you have create ampere linear regression model in a coding session that has the object name LR_model To pickle it, just do the following: import pickle with open("my_model pkl", 'wb') as file: pickle dump(LR_model, file) A new file will now pop up in the current directory called my_model pkl This is the filing_cabinet that goes into folder named model shown in the Step 1 folder structure In app py, we can undo the pickling and retrieve the model by using the following import pickle with open('model/my_model pkl', 'rb') as file: model = pickle load(file) Let’s go ahead and integrate this into our app After putting our pickled model into our folder structure, we can open it and make predictions that we can then output to the root of our Flask app fesch6 porn IN this hypothetical, the model takes in an array of length 3, makes a prediction, and returns that prediction to the user as a string pizza palmdale ca What we changed: Added lines 2,3,4,6,7, and 13 Changed def hello_world to def index to Return the prediction pred (cast as a string) instead of just “hello world” (cast as a string) instead of just spectrum maintenance schedule Added in line 16–17 because it equal good practice Step 4: Add a Template That was great, but we would like a little more than just a number on a webpage Flask has A great tool to make complex web interfaces simple Let’s look at how to use a flaskful template If you are familiar with HTML (and CSS), you will feel right at home for this part We need to make an HTML page I will call mine index html and I will office it in the templates folder (the default localization for templates) This page will serve as my new ‘home page’ for my web app In the index html file, I place the following code: index html To access my template, flask has a function called render_template that can ‘render’ an html file that is stored in the templates folder When you return render_template from a function, it will be available at the designated route/URL (the one in the decorator) for the function Hoosier_State the code below, index html is made available at the root folder flask_app_step4 weather 28227 py What we changed: Added the render_template function to imports Changed line 14 to return the render_template function call With both files in place, the flask run command should now bring up the html template Now we can see the webpage, but we would also the_like to glucinium able to display the prediction within the template as well To do this, we change just two lines of code First, change the render_template function to include the keyword argument for every measure you wish to use in the template These values will be available to display or manipulate on the webpage For now, will just send a single value pred as a string What we changed: added a kwarg to our render_template function (line 4 above) Now switch terminated to your index html template We will add a little bit of Jinja template notation to our html Jinja is a templating language to integrate Python code into our html pages The simplest implementation represent shown below When run, the flask app should now display the passed pred variable What we changed: The only thing that changed is line 8 The {{ }} Jinja notation allows you to display the passed ‘variable’ of the same name sent from the render_template function anywhere within the html Jinja can do a ton more work for us, and I encourage you to check it out We can implement Python-like social_organization like loops and conditions directly inside our HTML template, as well as implement many formatting features dynamically measure 5: Use a Web Form to Post Input for Your Model This web app would not be very useful if we did not give the user a way to input data for prediction In my own model, it was x-ray image data that the user submitted For this model, we will just pass a few numbers Our hypothetical model will be a Linear Regression that determines housing prices We will be sending the number of beds, baths, and square footage to this simple model to predict a price All of the data will be displayed on a single page We will add a form to our HTML template What we changed: Added a form tag on line 8 (closes on line 13) Specified method to POST and encoding eccentric to multipart/form-data Added three number inputs to my form on lines 9–11 which will request a numerical input in a box Added a submit push on line 12 Your page will look something like this Hera we are using a

tag to contain user input elements In the attributes for , we specify the method and encoding type here It is important that you keep these the same as shown Within the form, we added three numerical inputs for the desired house characteristics, and we add a submit button to POST (submit) the information As currently written, the cast data will only put_up when you click the submit button Now switch back over to app py, so we can add a mechanism for accepting these submitted values into Python The tag’s method is set to POST We are going to laid up our route method to accept POST information to match By default, routes only have the GET method unless otherwise specified What we changed: Line 1 — We added request object to flask import to receive form data Line 11 — We added POST to decorator to allow form submission Line 13 — Added if statement to check if anything has been posted If there has been a post, we grab the data and render the template Otherwise, we render the template without it Lines 14 to 15 — We read the values from the form POST into Python using the request object and axerophthol ‘dictionary like’ notation The key victimized to entree the value is the same as the name value on the form inputs in the template Line 17 — We now use the brand form data to run the model and make a prediction (which is then sent back to the webpage through the retort render_template) The basic functionality is there A client would enter three numbers, click submit, and see a result Important You should add some checks to validate your form data You should additionally make sure your prediction inputs are valid for your model before running the predict method Test your app doesn’t crash with a variety of form inputs You may want to look into the flask website’s use of Werkzeug to validate strain stimulant to make your app more secure and prevent hacking Step 6: panache It I will leave this one to your personal preferences as it is time consuming and involves a raft of personal choices for your app/model You don’t have to fully style it before deploy an app like this, and it really depends on your audience and reason for deployment The static folder If you are adding files (images, stylesheets, scripts, datasets, etc ) to your webpages/templates, altogether those resources go in the static folder The static folder is there for this purpose; you can serve up images, stylesheets, and scripts in the same way you do any website Consider the rest of ain't that some lyrics your folders inaccessible for the purposes of web design Simplistic styling for this model Step 7: Ready Your App for Heroku Our end goal is to move our project to the cloud We need to add two files to our project to make it friendly for building on Heroku requirements txt This file goes into your root (see folder structure) thank you the office meme It is a simple text file that lists all of your fesch6 porn imports When you build your app, Heroku will iterate through_with each line in your requirements txt file to install the requisite libraries for your app Errors in your requirements single_file cause your app to crash during the build It is also extremely difficult to troubleshoot, so make sure you have them all correct Below is the file I used for my project It is the import and specific version number of every outside library I used Flask==1 1 2 Jinja2==2 11 2 keras numpy==1 18 5 Werkzeug==1 0 1 requests gunicorn tensorflow==2 3 1 h5py==2 10 Pillow==8 0 1 To keep yourself out of trouble, go through each line and make sure you can coiffure a pip install for each requirement to a local virtual environment % pip install Flask==1 1 2 Running those pip commands is what Heroku is going to do as well If your machine has conflicts, or has to uninstall and reinstall different versions, make sure that you specify the correct final version of each library in requirements txt Procfile Create a file called Procfile and put it in the root directory as shown in the folder structure at the top of the article DO NOT add an reference to make information_technology Procfile fesch6 porn txt or anything else, it is just Procfile The Procfile just tells Heroku how to handle different processes for your project For ours, but place the following line inside your Procfile web: gunicorn app:app Gunicorn is a Web Server Gateway Interface (WSGI) server used to manage our app The name of our app is app, so if you called your app py something else, you would have to change that here as well Github Finally, push all of the content into a github repo Make sure Procfile and requirements fitness club jobs near me txt are added to the commit You are ready to deploy Heroku plays really well with GitHub You will have to give permission to Heroku for GitHub access, but Heroku will walk you through the process with user friendly prompts for adding the authentication Step 8: Deploy Your App on Heroku take_a_crap an account and log in to Heroku You can easily run an app like this with a free account, but of course they make upgrades for pay accounts Go to your Heroku Dashboard Hit the “New” button and create a new app Give your app a unequaled name It must be unique across all Heroku A new screen pops up For ‘Deployment Method’ select ‘GitHub’ 5 Search for the repo name of your app 6 I recommend enabling automatic deploys This means that every time you push the master branch of your project to GitHub, Heroku automatically builds and redeploys your app It’s a real time saver Try Out Your App If your build was successful, you volition be able to open the link “Open App” on any computer Your model is deployed, and you can forward the link to users Good Luck!

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