schrodinger | uncertainty estimates for deep neural networks | Machine Learning library
kandi X-RAY | schrodinger Summary
kandi X-RAY | schrodinger Summary
An investigation into uncertainty estimates for deep neural networks in the context of software verification. Specifically we are interested in seeing if traditional unit-test based software development practices blend well with the specifics of deep learning software and if uncertainty estimates for deep neural networks could play an interesting role.
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Top functions reviewed by kandi - BETA
- Main function for train regression
- Test the model
- Forward through the model
- Calculate the predictions for a given model
- Calculate the variance of the model
- Returns a list of parameter parameters
- Evaluate the forward function
- Train the model
- Performs a single step of the optimizer
- Calculate KL divergence coefficient
- Calculate the KL divergence of the posterior distribution
- List of model parameters
- Return the model parameters
- Calculate the gradient of the model
- Runs the model on a given input tensor
- Evaluate the model on the device
- Striinger
schrodinger Key Features
schrodinger Examples and Code Snippets
Community Discussions
Trending Discussions on schrodinger
QUESTION
I am currently working on a project to build a database on professor's research paper database. This is my first time building a database(never had experience with MYSQL) and I am learning as I am doing it.
I was able to use an api to get the data, for example:
{"authorId": "1773022", "url": "https://www.semanticscholar.org/author/1773022", "papers": [{"paperId": "1253d2704580a74e776ae211602cfde71532c057", "title": "Nonlinear Schrodinger Kernel for hardware acceleration of machine learning"}, {"paperId": "71f49f1e3ccb2e92d606db9b3db66c669a163bb6", "title": "Task-Driven Learning of Spatial Combinations of Visual Features"}, {"paperId": "bb35ae8a50de54c9ca29fbdf1ea2fbbb4e8c4662", "title": "Statistical Learning of Visual Feature Hierarchies"}]}
How would I use python to turn this into a table so I can use it to build my database?
I am trying to make a table where columns are: Paper ID|Title|
...ANSWER
Answered 2022-Feb-17 at 05:40Firstly download MySQL and run the below SQL on the MySQL database to create your MYSQL table
QUESTION
Why is *other
used here. What does it mean if multiple paths are passed in?
ANSWER
Answered 2022-Feb-02 at 13:04The arguments to relative_to
are concatenate in order to form a complete path (if they are relative). That is, this:
QUESTION
How to return for loop values without any html template in flask , in the below code I need to get all jokes values having multiple jokes route but i want them to be displayed as a list one below the other , currently the output I am getting is as a whole list item , I am aware i can use jinja for this but here i want to do without creating any html page
...ANSWER
Answered 2022-Jan-28 at 09:55you can use this function, adding a
separator between each joke:
QUESTION
Specifically, when runnning
...ANSWER
Answered 2021-Dec-01 at 23:31The cealign
method is set to have a default window of 8. It will throw your error if the target/mobile length is shorter than 2*window.
You can force the window size to be minimal; the minimum allowed is 3:
QUESTION
it seems that cogs file does't work when I try to run my discord bot. I even try to use load in Discord. i already watch many videos regarding cogs and read documentation but I can't find any solution. Can anybody spot the mistake ? Here is my cogs file
...ANSWER
Answered 2021-Sep-02 at 07:06Breaking down the first part of the error:
QUESTION
I have some async code that makes calls to a mongo database and inserts/fetches items. When I am developing locally, the code below works fine. However, when I make the mongoose instance connect to MongoDb Atlas, issues arise. In particular, it seems that my code does not work properly unless I console.log the promise, which makes no sense to me. For example, with the console.log statement, all my tests pass as expected. Without it, 35 tests fail... This is because the promise I am expecting returns null, when it should return some JSON object from the database. Is my code not blocking properly?
It feels like I'm dealing with Schrodinger's cat... Any help would be appreciated. Thanks in advance.
Below is an example promise/function call. I then pass it into _executeQuery. I have await on relevant functions, so I don't think it's because I'm missing the word await somewhere.
...ANSWER
Answered 2021-Jul-29 at 13:33Try replacing your dbQueryPromise as follows:
QUESTION
Can anyone tell me what is wrong with this code? It is from https://jakevdp.github.io/blog/2012/09/05/quantum-python/ . Everything in it worked out except the title of the plot.I can't figure it out.
but when the code is run, it polts this
Here is the code given:-
...ANSWER
Answered 2021-Jun-04 at 18:23The problem is resolved when blit=False, though it may slow down your animation.
Just quoting from a previous answer:
"Possible solutions are:
Put the title inside the axes.
Don't use blitting"
See: How to update plot title with matplotlib using animation?
You also need ffmpeg installed. There are other answers on stackoverflow that help you through that installation. But for this script, here are my recommended new lines you need to add, assuming you're using Windows:
QUESTION
I'm currently using sympy to check my algebra on some nasty equations involving second order derivatives and complex numbers.
...ANSWER
Answered 2021-May-19 at 05:49You need to use the SymPy built-ins, rather than treating those symbols as free variables. In particular:
QUESTION
What the code does:
What this code does is given that number of primes that are wanted, startin from 2 ,it makes an array with those prime numbers. to find the prime numbers what it does is to divide a number that could be a prime by every number on that array, if the remainder in every division isn't 0, that means that is a prime, but if otherwise one of the remainders is 0, that means that isn't a prime , so we continue searching with the next number after it.
The problems:
1. If you delete, in the line 46
cout << ".";
the program gets stuck. This is like the schrodinger cat, because if I dont use cout, i cant know in what part of the code it gets stuck, and if i use cout, it works
2. When you give numbers, like 1000000, the program is exited with code: -1073741571, why this? well, in line 49 a division of 0/n is done; what is the weird here? well, that part of the code is theorically the same when the number of primes wanted is 1000000 and 1000 when searching the 1000 first prime numbers, and it should make the same, at least ,while finding the first 1000 primes
Finally, the code:
...ANSWER
Answered 2021-Mar-28 at 15:54u can't cin >> primesWanted;
because it is size of array which must be const. other way that code works perfectly even without cout<<".";
which is impossible to be problem
QUESTION
I am solving Nonlinear Schrodinger equation by split-step Fourier method: i df/dz+1/2* d^2f/dX^2+|f|^2*f=0
using an initial condition: f=q*exp(-(X/X0)^24).
But I have to use the condition that q=1 for |x|<1, otherwise, q=0. So I write the following subroutine (excerpt of the code involving transverse variable) for transverse variable x:
...ANSWER
Answered 2020-Sep-12 at 22:01A MWE, this has 0 < [f(867) : f(1162)] <= 1
:
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Install schrodinger
You can use schrodinger 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.
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