BRAD | Convolutional Autoencoders for Anomaly Detection | Machine Learning library

by smellslikeml Python Version: Current License: No License

X-Ray Key Features Code Snippets Community Discussions(10)Vulnerabilities Install Support

kandi X-RAY | BRAD Summary

BRAD is a Python library typically used in Telecommunications, Media, Media, Entertainment, Artificial Intelligence, Machine Learning, Deep Learning, Tensorflow applications. BRAD has no bugs, it has no vulnerabilities, it has build file available and it has low support. You can download it from GitHub.

Modern compression techniques leverage a learned representation over an image distribution to more efficiently encode redundant spatial context for a sample. Video content is also generally redundant in time. This work implements online training of convolutional autoencoders to learn a nonstationary image distribution in streaming video. Then, we perform anomaly detection by thresholding the autoencoder's reconstruction loss, which we regard as an anomaly score.

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Support

BRAD has a low active ecosystem.

It has 17 star(s) with 5 fork(s). There are 3 watchers for this library.

It had no major release in the last 6 months.

BRAD has no issues reported. There are no pull requests.

It has a neutral sentiment in the developer community.

The latest version of BRAD is current.

Quality

BRAD has 0 bugs and 0 code smells.

Security

BRAD has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

BRAD code analysis shows 0 unresolved vulnerabilities.

There are 0 security hotspots that need review.

License

BRAD does not have a standard license declared.

Check the repository for any license declaration and review the terms closely.

Without a license, all rights are reserved, and you cannot use the library in your applications.

Reuse

BRAD releases are not available. You will need to build from source code and install.

Build file is available. You can build the component from source.

Installation instructions, examples and code snippets are available.

It has 88 lines of code, 3 functions and 1 files.

It has low code complexity. Code complexity directly impacts maintainability of the code.

Top functions reviewed by kandi - BETA

kandi has reviewed BRAD and discovered the below as its top functions. This is intended to give you an instant insight into BRAD implemented functionality, and help decide if they suit your requirements.

Build the model .
Main function .
Fit a model and return loss .

Get all kandi verified functions for this library.

BRAD Key Features

No Key Features are available at this moment for BRAD.

BRAD Examples and Code Snippets

No Code Snippets are available at this moment for BRAD.

Community Discussions

Trending Discussions on BRAD

Flattening a dataframe

Assign correct Qualification to all rows associated with Client per Month - Python / Pandas

How could I create an element wrapper in Javascript?

! [remote rejected] master -> master (pre-receive hook declined) when trying to deploy mern app to heroku

Fuzzy Matching with different fuzz ratios

How to set a column value by fuzzy string matching with another dataframe?

Writing multiple values to json file throws "only one top level item is allowed " error C#

KnockoutJS: select option with a background image

How to you list Prolog queries and then print each query and its result(s) programmatically?

`dplyr::select` without reordering columns

QUESTION

Flattening a dataframe

Asked 2022-Apr-09 at 05:15

I'm new to Python and would appreciate if someone could please help on this:

I have a dataset that looks like this:

Celebrity1 Celebrity2 Celebrity3 Votes Brad Pitt Angelina Jolie - 49 Will Smith Chris Rock Justin Bieber 55

I want to "flatten" this database so it looks like this:

Celebrity Votes Brad Pitt 49 Angelina Jolie 49 Will Smith 55 Chris Rock 55 Justin Bieber 55

How can I do this in Python?

...

ANSWER

Answered 2022-Apr-09 at 05:15

You could use wide_to_long:

Source https://stackoverflow.com/questions/71805362

QUESTION

Assign correct Qualification to all rows associated with Client per Month - Python / Pandas

Asked 2022-Apr-01 at 21:16

I need to assign correct value (Qualified or Not Qualified) to all rows associated with Client per Month if condition for all of the associated rows is met.

...

ANSWER

Answered 2022-Apr-01 at 21:16

First convert Payment Status to bools:

Source https://stackoverflow.com/questions/71712570

QUESTION

How could I create an element wrapper in Javascript?

Asked 2022-Mar-31 at 22:44

For pure educational and curiosity purposes, I am trying to create an element-wrapper object that allows me to tack-on my own properties and methods to an element. The behavior I'm trying to simulate is basically this:

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ANSWER

Answered 2022-Mar-31 at 21:53

I haven't test this, but maybe something like this:

Source https://stackoverflow.com/questions/71699506

QUESTION

! [remote rejected] master -> master (pre-receive hook declined) when trying to deploy mern app to heroku

Asked 2022-Mar-06 at 07:24

I am a beginner when it comes to NodeJs and I'm following a MERN stack youtube tutorial recently posted by brad traversy. I have completed the tutorial and have gotten to the deployment section of the application but when following the tutorial I get the following error. I don't really understand where this issue is coming from so I attached the server.js file and package.json file as well as the actual Heroku error in the terminal.

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ANSWER

Answered 2022-Mar-02 at 09:53

The error seems clear to give you the reply:

We have detected that you have triggered a build from source code with version 377a2a25a1b56c226e11f9f9c45f371cc85adcea remote: ! at least twice. One common cause of this behavior is attempting to deploy code from a different branch.

That string is a hash of your bundle, the error is telling you that you already deployed the same bundle. My guess is that you pushed the same bundle from the develop branch instead of the master before.
I suggest you make a change, create a new release and push from the master branch this time.

This message:

Source https://stackoverflow.com/questions/71229122

QUESTION

Fuzzy Matching with different fuzz ratios

Asked 2022-Mar-05 at 10:22

I have two large datasets. df1 is about 1m lines, and df2 is about 10m lines. I need to find matches for lines in df1 from df2.
I have posted an original version of this question separately. See here. Well answered by @laurent but I have some added specificities now. I would now like to:

Get the fuzz ratios for each of fname and lname in a column in my final matched dataframe
Write the code such that fuzz ratio for fname is set to >60, while fuzz ratio for lname is set to >75. In other words, a true match occurs if fuzz_ratio for fname>60 and fuzz ratio for lname>75; otherwise not a true match. A match would not be true if fuzz ratio for fname==80 while fuzz ratio for lname==60. While I understand that this can be done from (1) as a post-hoc filtering, it would make sense to do this at the stage of coding for a different matching.

I post here an example of my data. The solution by @laurent for the original problem can be found in the above link.

...

ANSWER

Answered 2022-Mar-05 at 10:22

Here is one way to do it:

Source https://stackoverflow.com/questions/71335121

QUESTION

How to set a column value by fuzzy string matching with another dataframe?

Asked 2022-Mar-02 at 14:16

I have referred to this post but cannot get it to run for my particular case. I have two dataframes:

...

ANSWER

Answered 2021-Dec-26 at 17:50

You could try this:

Source https://stackoverflow.com/questions/70472121

QUESTION

Writing multiple values to json file throws "only one top level item is allowed " error C#

Asked 2022-Feb-15 at 16:37

I'm working on a queue management system app, when the person on the counter-press the call next button my program fetches the next person's details using their Id and save them to a JSON file which is then read by a page that displays their name,id, and picture. Now I am able to save a single data but when I save another value the JSON file says "only one top-level item is allowed"

...

ANSWER

Answered 2022-Jan-03 at 10:44

The issue is caused by adding a new json list to the file every time this method gets called.

What you want to do is first load the json list from this file into your csharp code, then add the new ServerToScreen object to the loaded list, and then replace the json file with the new list.

Code example:

Source https://stackoverflow.com/questions/70564278

QUESTION

KnockoutJS: select option with a background image

Asked 2022-Jan-06 at 17:40

My code looks something like this at the moment:

...

ANSWER

Answered 2022-Jan-06 at 17:40

Perhaps there is a better solution, but you could use the parameter optionsAfterRender in the Options binding in order to modify the tag:

Source https://stackoverflow.com/questions/70598256

QUESTION

How to you list Prolog queries and then print each query and its result(s) programmatically?

Asked 2021-Dec-31 at 14:07

I have the following file named movies.pl:

...

ANSWER

Answered 2021-Dec-31 at 14:07

One way to achieve this is to define these two helper methods:

Source https://stackoverflow.com/questions/70540193

QUESTION

`dplyr::select` without reordering columns

Asked 2021-Dec-27 at 14:16

I am looking for an easy, concise way to use dplyr::select without rearranging columns.

Consider this dataset:

...

ANSWER

Answered 2021-Dec-22 at 21:28

We could use match with sort

Source https://stackoverflow.com/questions/70454916

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

Vulnerabilities

No vulnerabilities reported

Install BRAD

Adapt the included config.ini to suit your needs.
a webcam index (0,1 or /dev/video0)
an RTSP url
other URIs recognized by cv2.VideoCapture() (.mp4 or .mkv containers)
the model learning rate (smaller rates --> less recency bias)
the time window length (smaller windows --> greater recency bias)
First entry - No. of Filters (Output dim)
Second entry - Size of Convolutional Kernel (assumed square)
Third entry - Size of Pooling (assumed square)

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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