bopt | Bayesian Optimization using Gaussian Processes web | Analytics library
kandi X-RAY | bopt Summary
kandi X-RAY | bopt Summary
Bayesian Optimization using Gaussian Processes + web interface with result visualizations
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Top functions reviewed by kandi - BETA
- Run Flask application
- Serialize to YAML file
- Convert a sample flag to an integer
- Return a dict representation of the model
- Predict the next value
- Generate GP regression
- Parse kernel name
- Creates a kernel from a kernel
- Run an action
- Discretizes the observation
- Create a new Sample from a dictionary
- Convert timestamp to datetime
- A worker thread
- Perform an action
- Run the experiment
- Sample hyperparameters from a list of hyperparameters
- Round a value to nearest buckets
- Return a dictionary representation of the Runner
- Round to the given value
- Convert to xy coordinates
- Return a dict representation of the runner
- Return the lower and lower bounds of the sample
- Creates a GPyModel from the given parameters
- Return a gym environment
- Returns a list of random sample results
- Deserialize the experiment
- Return a dictionary representation of the job
bopt Key Features
bopt Examples and Code Snippets
Community Discussions
Trending Discussions on bopt
QUESTION
I have 2 lists of objects that come from 2 tables in database with same set of primary key.
...ANSWER
Answered 2020-Jul-06 at 07:21As I suggested in the comment, this can be done in O(n)
by creating a hashmap where combination of primary key is a map key and Obj
or just data1
is it's value. As you noticed in the comments, there might be some collisions if list contains objects like (pk1, pk2, pk3) = (“1”, “23”, “4”) and (“1”, “2”, “34”). You can easily work around that as well. One way would be to create a separate class to hold the keys in 3 fields. However, if you're sure that those primary keys are always numbers or just that there is some character that won't ever appear in them, you can use that character as a separator.
QUESTION
I'm using MATCONVNET DagNN. Using AlexNet architecture. The last few layers of my architecture are
...ANSWER
Answered 2017-May-13 at 18:48Try to decrease the momentum , say, to 0.5
QUESTION
I want to run a constrained optimization in GpyOpt
. Say, I want to minimize
where
s.t. at least one is non-zero and, and not more than 3 can be equal to 1. So I specify constraints:
Based on the reference manual here, it looks like we can specify constraints using numpy
function. And here is suggested that we can specify constraints in the call to BayesianOptimization
. So I express this in GpyOpt
using the following code
ANSWER
Answered 2018-Mar-22 at 14:34I am not sure you are summing up the x's right. The constraint expression is supposed to work over whole X and output an array of values per data point, which are then each checked against the constraint.
When I change the summing in both expressions to:
QUESTION
I'm bundling my script with Browserify + Babel like this:
...ANSWER
Answered 2017-Apr-27 at 08:50Try to replace let
by var
and see what happens.
QUESTION
I have made my own IMDB using a set of 51000 images categorized into 43 different categories of road traffic signs. However, when I want to use my own IMDB to train the alexnet network, I get an error which says: Index exceeds matrix dimensions.
...ANSWER
Answered 2017-Apr-13 at 08:35Your network is not true. Conv1 layer must be [11 11 3 48]. If it doesn't work check again your network. This error occurs due to your network errors.
QUESTION
I want to chain few Options
to compute final value. It's simple:
ANSWER
Answered 2017-Mar-14 at 15:56def compute(aOpt: Option[String],
bOpt: Option[String],
cFun: (String, String) => Option[String], logger: Logger): Option[String] = {
val optList = List((aOpt, "a"),
(bOpt, "b"),
(cFun(aOpt.getOrElse(""), bOpt.getOrElse("")), "c"))
optList.foreach(x => if(x._1.isEmpty) logger.error(x._2 + " is Empty"))
for (a <- aOpt; b <- bOpt; c <- cFun(a, b)) yield a + b + c
}
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
Vulnerabilities
No vulnerabilities reported
Install bopt
You can use bopt 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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