distribution-is-all-you-need | basic distribution probability Tutorial for Deep Learning | Analytics library

 by   graykode Python Version: Current License: MIT

kandi X-RAY | distribution-is-all-you-need Summary

kandi X-RAY | distribution-is-all-you-need Summary

distribution-is-all-you-need is a Python library typically used in Institutions, Learning, Education, Analytics, Deep Learning applications. distribution-is-all-you-need has no bugs, it has no vulnerabilities, it has a Permissive License and it has medium support. However distribution-is-all-you-need build file is not available. You can download it from GitHub.

distribution-is-all-you-need is the basic distribution probability tutorial for most common distribution focused on Deep learning using python library.
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            kandi-support Support

              distribution-is-all-you-need has a medium active ecosystem.
              It has 1546 star(s) with 384 fork(s). There are 53 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 3 open issues and 1 have been closed. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of distribution-is-all-you-need is current.

            kandi-Quality Quality

              distribution-is-all-you-need has 0 bugs and 1 code smells.

            kandi-Security Security

              distribution-is-all-you-need has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              distribution-is-all-you-need code analysis shows 0 unresolved vulnerabilities.
              There are 5 security hotspots that need review.

            kandi-License License

              distribution-is-all-you-need is licensed under the MIT License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              distribution-is-all-you-need releases are not available. You will need to build from source code and install.
              distribution-is-all-you-need has no build file. You will be need to create the build yourself to build the component from source.
              distribution-is-all-you-need saves you 99 person hours of effort in developing the same functionality from scratch.
              It has 253 lines of code, 24 functions and 14 files.
              It has low code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed distribution-is-all-you-need and discovered the below as its top functions. This is intended to give you an instant insight into distribution-is-all-you-need implemented functionality, and help decide if they suit your requirements.
            • Multinomial distribution
            • Return the factorial of n
            • Return a constant of a constant
            • Dirichlet distribution
            • Calculate the beta function
            • Generate gamma function
            • Random sampling
            • Apply a normalization function
            • Compute gamma distribution
            • Get a categorical value from p
            • Exponential distribution
            • Calculate binomial distribution
            • Squared chi squared
            • Compute the beta function
            • Uniform distribution
            • Calculate student t distribution
            • Gaussian distribution
            • Normalize a vector
            • Bernoulli variates
            Get all kandi verified functions for this library.

            distribution-is-all-you-need Key Features

            No Key Features are available at this moment for distribution-is-all-you-need.

            distribution-is-all-you-need Examples and Code Snippets

            Attention is all you need (to Predict Protein Structure),How to run
            Jupyter Notebookdot img1Lines of Code : 181dot img1License : Permissive (BSD-3-Clause)
            copy iconCopy
            python train.py --data data/proteinnet/casp12.pt --name model01 -lr -0.01 -e 30 -b 12 -m conv-enc -dm 256 -l drmsd 
            
            usage: train.py [-h] [--data DATA] [--name NAME] [-lr LEARNING_RATE]
                            [-e EPOCHS] [-b BATCH_SIZE] [-es EARLY_STOPPING]  
            What You Need
            Javadot img2Lines of Code : 51dot img2License : Permissive (Apache-2.0)
            copy iconCopy
            
            
                
                    com.example
                    service
                    1.0.0-SNAPSHOT
                
            
                4.0.0
                com.example.synapse
                service-greeting
                1.0.0-SNAPSHOT
            
                
                    com.example.synapse.bookstore.GreetingApplication
                
            
                
                    
                        com.amer  
            If you make a REST API with Laravel, all you need to do is:
            PHPdot img3Lines of Code : 38dot img3no licencesLicense : No License
            copy iconCopy
            1. Routing
            Add the following code to 'routes/app.php'.
            Route::apiResource('items', 'ItemsController');
            
            2. Database setting
            $ php artisan make:migration create_items_table
            $ php artisan migrate --seed
            
            3. Implementation
            Execute the following command   

            Community Discussions

            QUESTION

            Lottery analysis for learning
            Asked 2022-Mar-31 at 15:00

            I'm trying to learn how to use the pandas library.

            For the data source, I use the lottery combinations draws so far.

            One of many tasks I'm trying to solve is to count the frequency of pairs of numbers in combinations.

            I create a data frame from the list like this:

            ...

            ANSWER

            Answered 2022-Mar-12 at 15:09

            Here is a simple solution using just modules from the standard library:

            Source https://stackoverflow.com/questions/71449837

            QUESTION

            Python Dataframe Binary Encoding
            Asked 2022-Mar-11 at 08:42

            I have a dataframe that looks like this:

            User Product 1 a 1 b 2 a 2 c 3 b

            I want 1 row per user with the products as columns where it gives a 1 or 0 if the user purchased the product or not, how can I do this?

            ...

            ANSWER

            Answered 2022-Mar-11 at 08:34
            df.pivot_table(index="User", columns="Product", aggfunc=len).fillna(0)
            
            # Result:
            
            Product    a    b    c
            User                  
            1        1.0  1.0  0.0
            2        1.0  0.0  1.0
            3        0.0  1.0  0.0
            

            Source https://stackoverflow.com/questions/71435589

            QUESTION

            How to structure an Analytics System
            Asked 2021-Nov-30 at 18:51

            I want to study which devices send requests to a server (PHP - Wordpress). Hence store a new record (containing the User Agent string) every time the server receive a request. I need also to be able to read records via Google Sheets.

            I'm new to this and before start coding i'm doing research to define which "infrastructure" is better, and requires me less effort. I'm asking here because maybe someone have been done this in the past and could tell his insights.

            Note: I don't have access to the browser's javascript . Every request the server receives is redirected to an external website. I can use only the server to orchestrate all things.


            Here are some path i thought of:

            1. Basic

            Store records in a Wordpress custom table.

            Create a REST API inside Wordpress that read data from that table.

            When i want to analyze data i fetch the record from REST API in Google Sheets via Google App Scripts.

            1. Basic with Firebase.

            Store records in a Firebase table.

            When i want to analyze data i fetch the record from Firebase REST API in Google Sheets via Google App Scripts.

            Here i find difficult to understand how to setup Authentication, Client ID , API Keys, etc in Google Console.(Never used before)

            1. Google Sheets as DB.

            When server receive a request , server send an other request to Google Sheets directly, using some sort of Google Sheets Client SDK in PHP.

            Here i find difficult to understand how to setup Authentication, Client ID , API Key, etc in Google Console.(Never used before)

            1. Webhook way.

            When server receive a request , server send an other request to a Cloud Function hosted in Netlify or Similar.

            The Cloud Function send record to Google Sheets , using some sort of Google Sheets Client SDK in Node.js.

            Here i find difficult to understand how to setup Authentication, Client ID , API Key, etc in Google Console.(Never used before)


            Which path would you choose? Would you do something different ?

            Any good resource to understand Authentication in Google Ecosystem?

            Security side, now i store only User Agent string, but in future i could store more sensitive, so it's good idea to use this project to learn something reliable.

            ...

            ANSWER

            Answered 2021-Nov-30 at 18:51

            Note that it's extremely unlikely that you will be satisfied with just the device information in any analysis, but in this answer, I will presume that you know your situation better than I.

            Your options:

            1. Sounds fine. Primitive, but sure.

            2. Firebase/GA is large. You probably don't wanna complicate things with them. They demand very certain data structure in order to be able to give fullest insights. But later, when you want to get the data back, it's not that straightforward since those APIs are meant for pretty serious ETL process with exact understanding of all their internal definitions. It will be annoying if your aim is just to get a few metrics and a few dimensions and never anything more.

            3. I never used Sheets APIs when the sheet is not opened. I always use its internal pseudo JS to move the data around. Well, it's up to you.

            4. That's just a variation of 3.

            Okay, now how I would do it.

            You have (or supposed to have) access logs on the backend. If what you've described is all you need, I would suggest feeding the access logs as they are to G sheets and be done with it. That would be the sturdiest and most reliable implementation and if done correctly, it won't even depend on your backend language, but just on the web-server logging.

            Well, if your setup typically bypasses the web-server (which is annoying really), then the framework you use for managing endpoints would likely have semblance of logging in it. I would use that then.

            If not, I would try doing my tracking on the front-end, too, but you mentioned that that's not an option, so I'm not gonna entertain the thought any further.

            Finally if those options aren't really options then you should think if you want to bother aggregating the data on the fly, in your script or not. And you're unlikely to want that because that would be extremely annoying.

            To that point, unaggregated data will take a lot of space. G Sheets won't be able to handle that amount of raw data. For the same reason, using your local DB may be a bad idea too.

            So it may be better for you to use GA API to stream the data through their measurement protocol (there are multiple libraries available for it). GA has an ability to feed its data to BQ, and from BQ it's much easier to get it to wherever. Well, I believe there already are multiple scripts and plugins for G sheets to get aggregated data from GA and make a semblance of semi-live dashboards in it.

            Source https://stackoverflow.com/questions/70173434

            QUESTION

            What are the downsides of using firebase analytics without ad id (AnalyticsWithoutAdIdSupport)?
            Asked 2021-Nov-30 at 16:41

            With iOS 14, Apple has introduced new privacy features. When installing firebase through cocoapods, one of the options is to install Analytics without IDFA collection capability.

            ...

            ANSWER

            Answered 2021-Nov-30 at 16:41

            This feature helps attribute app installs to certain adds through the apple identifier they call IDFA (identifier for advertisers). It's immensely useful to measure effectiveness of ads not only for downloads and installs, but also for latter internal conversions in the app.

            But it won't be used if a user doesn't opt in to be tracked starting from iOS 14. So the value of it is somewhat diminished, making the analysts working with an effectively bias-sampled data that won't extrapolate normally.

            Anyhow, if you need to do attribution, you'll need IDFA. Otherwise, you're perfectly fine using AnalyticsWithoutAdIdSupport.

            Source https://stackoverflow.com/questions/70166513

            QUESTION

            Google sheets max cells limits and mitigations
            Asked 2021-Nov-27 at 12:38

            I'd read online that Google sheets has a max cell limit of 5 million cells. A sheet that I'm currently working on has well and above passed that limit (including blank cells).

            1. What is the new limit?
            2. Also I'd manually checked how many cells I was using. Is there any function or script that I can use to keep a check?
            3. The sheet I'm working on is going to only get bigger and it's already lagging heavily. I'd love some suggestions on which platform I could move to next to handle such big data. There are so many options, it's mindboggling. I use Google sheets mainly for it's ease in collaboration, presentability and ease of use. Any other tool with these traits but with an ability to handle bigger data?
            ...

            ANSWER

            Answered 2021-Nov-26 at 14:24

            The easiest way I found to check the cell limit was to try and add a huge amount of lines at the end of the document, which gave me this error message:

            This reads: "An error has occurred: This action would increase the number of cells in the worksheet above the limit of 10000000 cells".

            However, when I used one more digit, I got a different message:

            That one reads: "Oops, enter a number between 1 and 5000000", suggesting the maximum number of rows you can have is 5 million, while the max of cells can be up to 10 million. I'm not sure about the columns, but I'd say it is the as the row's limit.

            Source https://stackoverflow.com/questions/70125623

            QUESTION

            Plausible Analytics Events API - prevent manipulation
            Asked 2021-Nov-23 at 00:21

            According to the Plausible Analytics docs, you can do POST-requests towards the /events/api endpoint to record pageviews. I am self-hosting Plausible and was surprised that I could simply do some POST-requests to the endpoint with some dummy data using Postman, and it was recorded as an actual page-view.

            I checked another site (using the cloud version), and it seemed I could manipulate the data there as well. Is this normal, or did I set it up wrong? How is one supposed to prevent manipulation of the analytics data, or is this simply how the technology works?

            ...

            ANSWER

            Answered 2021-Nov-23 at 00:21
            1. It's not about Plausible. It's about almost any front-end based analytics tracking system. Matomo, Adobe Analytics, Google Analytics: they're all critically vulnerable in this respect. Not mentioning the army of third party services that track conversions to optimize traffic segmentation.

            2. However: 2.1 Nobody cares enough to bother spoiling others' data. Well, nobody enough for people to not concern themselves with it. It happens rarely. 2.2 It is pretty difficult to spoil the data in a reliable way. You'd have to study tracking pattern, get proxies, set up distributed event flooding, plausibly randomize every dimension that is organically set. It is difficult. 2.3 Even if you're good enough to spoil the data, good analysts and data scientists will be able to at least detect an attack if not clean the data from garbage. 2.4 An attack like this would cost more than setting up pretty good tracking. So from a business perspective, it's too expensive to spoil all your competitors' data.

            3. Finally, yes, you can make it secure. But it's currently expensive. The idea here is to use a sort of server-side tag manager. Adobe Launch (now called Tags), Matomo, Tealium and GTM all offer server-side options. Not only does it offer an opportunity to hide your analytics endpoint, but also allows you to bypass adblockers that normally prevent anywhere from 5 to 75% of all tracking, depending on the audience.

            Server-side, however, now requires the tracking implementation specialist to not only know bits of JS and DOM, but server side too, as well have as some API skills. And server-side TMSes don't allow you to execute generic code on the server, so now you have to be ready to write your own back-end code.

            Obviously, you may ignore server-side TMS and use measurement protocol instead, directly sending events from your server endpoint to the tracking endpoint, bypassing a TMS. There's value TMSes provide, but server-side TMS just becomes a pretty and well-documented router.

            Your tracking scheme now looks like so:

            Source https://stackoverflow.com/questions/70072977

            QUESTION

            Failed to resolve table or column expression named 'SecurityEvent'
            Asked 2021-Nov-22 at 05:02

            I am trying to find security events from Azure log analytics. But its not taking the SecurityEvent keyword. It give the error "Failed to resolve table or column expression named 'SecurityEvent'".

            ...

            ANSWER

            Answered 2021-Nov-22 at 05:02

            As Oleh Tarasenko suggested , if you need security events then they need to be enabled from Security Center.

            Kindly note security events are collected from windows machines by Azure Security Center or Azure Sentinel. However, Azure Monitor agent does not support solutions and insights such as VM insights and Azure Security Center as of now. The only scenario currently supported is collecting data using the data collection rules that you configure.

            • You can use AMA to natively collect Security Events, same as other Windows Events. These flow to the 'Event' table in your Log Analytics workspace.

            • If you have Sentinel enabled on the workspace, the Security Events flow via AMA into the 'SecurityEvent' table instead (same as using Log Analytics Agent). This will always require the solution to be enabled first.

            For your reference , availability of solutions for AMA.

            Set up the Windows Security Events connector in Azure Sentinel

            To collect your Windows security events in Azure Sentinel:

            1. From the Azure Sentinel navigation menu, select Data connectors. From the list of connectors, click on Security Events, and then on the Open connector page button on the lower right. Then follow the on-screen instructions under the Instructions tab, as described through the rest of this section.

            2. Verify that you have the appropriate permissions as described under the Prerequisites section on the connector page.

            3. Download and install the Log Analytics agent (also known as the Microsoft Monitoring Agent or MMA) on the machines for which you want to stream security events into Azure Sentinel.For Azure Virtual Machines:

              1. Click on Install agent on Azure Windows Virtual Machine, and then on the link that appears below.
              2. For each virtual machine that you want to connect, click on its name in the list that appears on the right, and then click Connect.

              For non-Azure Windows machines (physical, virtual on-prem, or virtual in another cloud):

              1. Click on Install agent on non-Azure Windows Machine, and then on the link that appears below.

              2. Click on the appropriate download links that appear on the right, under Windows Computers.

              3. Using the downloaded executable file, install the agent on the Windows systems of your choice, and configure it using the Workspace ID and Keys that appear below the download links mentioned above.

              4. For additional installation options and further details, see the Log Analytics agent documentation.

              5. Select which event set (All, Common, or Minimal) you want to stream.

              6. Click Update.

              7. To use the relevant schema in Log Analytics for Windows security events, type SecurityEvent in the query window.

                Validate Connectivity

                It may take around 20 minutes until your logs start to appear in Log Analytics.

            Full documentation : Connect Windows security event data to Azure Sentinel | Microsoft Docs

            Azure Security Center and Azure Defender are now called Microsoft Defender for Cloud you can refer this documentation to enable security events to azure security center.

            Source https://stackoverflow.com/questions/70034370

            QUESTION

            Dropping multiples rows based on list of column values
            Asked 2021-Nov-16 at 15:54

            I am working on a World Bank dataset of Co2 Emission and GDP. I want to remove values of non countries from the dataframe.

            I tried using negation and reset_index as follow. But the rows are not getting removed. I want the rows to be removed where the country name in the column Country Name is from the list non_countries.

            ...

            ANSWER

            Answered 2021-Nov-16 at 15:13

            QUESTION

            Is it possible to set the Analytics ID in gatsby-node.js?
            Asked 2021-Nov-10 at 06:13

            I'm using Gatsby to create a static page. The contents are comming from a CMS with rest-API.

            Now I would like to add Google-Analyitcs, and also save the trackingId in the CMS. But when I'm using the gatsby-plugin-google-analytics, I have to set the trackingId in the gatsby-config.js.

            Is there any way, to fetch the data in gatsby-node.js and then set/change the trackingId for the plugin?

            I am grateful for any help.

            ...

            ANSWER

            Answered 2021-Nov-10 at 06:13

            No, you can't.

            In the end, gatsby-plugin-google-analytics or any similar plugin what it's doing is to customize the html.js to add a script with the ID in it. This is created as a boilerplate/template for the content coming from your data sources (in your gatsby-node.js) while your site is being built, as you can see in the docs:

            Gatsby gives plugins and site builders many APIs for building your site. Code in the file gatsby-node.js is run once in the process of building your site. You can use its APIs to create pages dynamically, add data into GraphQL, or respond to events during the build lifecycle.

            Every Gatsby Node API gets passed a set of helper functions. These let you access several methods like reporting, or perform actions like creating new pages.

            However, what you can do, is to set the tracking ID manually via React Helmet based on the content of your CMS, this would be simpler to achieve. In your createPage function you can do:

            Source https://stackoverflow.com/questions/69902474

            QUESTION

            Stop / Hide GTMSessionFetcher Logs SwiftUI
            Asked 2021-Nov-05 at 15:37

            is there way to hide and stop print in the Xcode console below types of logs.

            GTMSessionFetcher invoking fetch callbacks, data {length = 2270, bytes = 0x7b227265 73756c74 223a7b22 72657375 ... 52696465 73227d7d }, error (null)

            ScreenShot

            ...

            ANSWER

            Answered 2021-Nov-05 at 15:37

            Follow below steps:-

            1. Open Xcode and find GTMSessionFetcher folder
            2. Select GTMSessionFetcher Class
            3. Comment the GTMSessionFetcher Log Debug line.

            Please Check the attached screenshot.

            Source https://stackoverflow.com/questions/69688905

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

            Install distribution-is-all-you-need

            You can download it from GitHub.
            You can use distribution-is-all-you-need like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.

            Support

            For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .
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