epsilon | Modern graphing calculator operating system | Math library
kandi X-RAY | epsilon Summary
kandi X-RAY | epsilon Summary
Epsilon is a high-performance graphing calculator operating system. It includes eight apps that cover the high school mathematics curriculum. You can try Epsilon straight from your browser in the online simulator.
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epsilon Examples and Code Snippets
def epsilon():
"""Returns the value of the fuzz factor used in numeric expressions.
Returns:
A float.
Example:
>>> tf.keras.backend.epsilon()
1e-07
"""
return _EPSILON
def epsilon_greedy(model, s, eps=0.1):
# we'll use epsilon-soft to ensure all states are visited
# what happens if you don't do this? i.e. eps=0
p = np.random.random()
if p < (1 - eps):
values = model.predict_all_actions(s)
return
def epsilon_greedy(model, s, eps=0.1):
# we'll use epsilon-soft to ensure all states are visited
# what happens if you don't do this? i.e. eps=0
p = np.random.random()
if p < (1 - eps):
values = model.predict_all_actions(s)
return
Community Discussions
Trending Discussions on epsilon
QUESTION
Is there a way to obtain the greatest value representable by the floating-point type float
which is smaller than 1
.
ANSWER
Answered 2022-Mar-08 at 23:51You can use the std::nextafter
function, which, despite its name, can retrieve the next representable value that is arithmetically before a given starting point, by using an appropriate to
argument. (Often -Infinity
, 0
, or +Infinity
).
This works portably by definition of nextafter
, regardless of what floating-point format your C++ implementation uses. (Binary vs. decimal, or width of mantissa aka significand, or anything else.)
Example: Retrieving the closest value less than 1 for the double
type (on Windows, using the clang-cl compiler in Visual Studio 2019), the answer is different from the result of the 1 - ε
calculation (which as discussed in comments, is incorrect for IEEE754 numbers; below any power of 2, representable numbers are twice as close together as above it):
QUESTION
I have the following code:
...ANSWER
Answered 2022-Mar-02 at 19:18Numpy allow you to multiply 2 arrays directly.
So rather than define a 0
based array and populating it with the altered elements of the other array, you can simply create a copy of the other array and apply the multiplication directly like so:
QUESTION
BLUF: For a specific epsilon (or for HDBSCAN's 'favorite' epsilon), I can extract the mapping of my data in that epsilon's partition. But how can I see my data's full tree membership?
I've gotten a ton out of the terrific tutorial here. In scikit learn's HDBSCAN, I can use clusterer.labels
to see the best epsilon's partition labels. And I can use clusterer.single_linkage_tree_.get_clusters(0.023, min_cluster_size=2)
to see the an arbitrary epsilon's partition labels. I can even plot the entire dendogram using clusterer.condensed_tree_.plot()
. But how do I see the dendogram's labels for individual datapoints?
For Example: It's nice that my pets' names are {Spot, Felix, Nemo, Fido, Tigger}. Or the species are {Dog, Cat, Guppy, Dog, Cat}. But I'd like one output that tells me:
Spot Dog Mammal Animal Felix Cat Mammal Animal Nemo Guppy Fish Animal Fido Dog Mammal Animal Tigger Cat Mammal AnimalWith this sort of output, I could see precisely how related Spot and Felix are, instead of "Do they have the same species? Y/N?" "Do they have the same kingdom? Y/N?"
...ANSWER
Answered 2022-Feb-23 at 04:58The clusterer.condensed_tree_
object has a number of conversion utilities, e.g. to_pandas()
and to_networkx()
. For this particular use case, it looks like you want to print an ancestor list for each leaf node in the condensed tree. You can accomplish this in many ways, but a pretty straightforward one is to convert the tree to a networkx
graph and use the utility methods on it to extract the structure you're looking for:
QUESTION
I have a dataset that contains information about patients. It includes several variables and their clinical status (0 if they are healthy, 1 if they are sick). I have tried to implement an SVM model to predict patient status based on these variables.
...ANSWER
Answered 2022-Feb-13 at 03:32Did you look at the probabilities versus the fitted values? You can read about how probability works with SVM here.
If you want to look at the performance you can use the library DescTools
and the function Conf
or with the library caret
and the function confusionMatrix
. (They provide the same output.)
QUESTION
I am trying to add ~=
operator to Double
in Scala. The below is my attempt:
ANSWER
Answered 2022-Jan-21 at 10:06Let's make an experiment in REPL:
QUESTION
I am trying to build a responsive Website. With quite an effort (and help from the community) I managed to mount a fixed background image. But now I am encountering two issues:
- With small screens, the content of the elements in front of the image is cut off at the bottom, scrolling is not possible.
- The footer is overlapping the other elements.
html/ css:
...ANSWER
Answered 2022-Jan-18 at 15:05There were actually quite a few tweaks that I think should be made to get you what you wanted.
Firstly, the background. I would go with position: fixed;
rather than position: absolute;
to make sure the background is completely independent of the content.
Secondly, the footer does not need the position
attribute set, rather you could make it part of the flexbox layout, setting the flex
attribute on your #backgroundImage element (and removing the position
attribute from backgroundImage).
Lastly, make sure the html and body tags have a full height set in the CSS so everything will scale on larger screens.
You end up with something like:
QUESTION
I am using the latest version of foolbox (3.3.1), and my code simply load a RESNET-50 CNN, adds some layers for a transferred learning application, and loads the weights as follows.
...ANSWER
Answered 2021-Nov-23 at 12:13I think you might have mixed up the parameters of the L2CarliniWagnerAttack
. Here is a simplified working example with dummy data:
QUESTION
I couldn't find a question similar to the one that I have here. I have a very large named list of named vectors that match column names in a dataframe. I would like to use the list of named vectors to replace values in the dataframe columns that match each list element's name. That is, the name of the vector in the list matches the name of the dataframe column and the key-value pair in each vector element will be used to recode the column.
Reprex below:
...ANSWER
Answered 2021-Dec-13 at 04:44One work around would be to use your map2_dfr
code, but then bind the columns that are needed to the map2_dfr
output. Though you still have to drop the names column.
QUESTION
I need to adapt this model for two text columns input (instead one column)
...ANSWER
Answered 2021-Nov-14 at 17:09Weirdly enough, replacing your Concatenation
layer with tf.strings.join
inside your model seems to work:
QUESTION
When trying to initialize a Vector using the result of some operation in Eigen, the result seems to be different depending on what syntax is used, i.e., on my machine, the assertion at the end of the following code fails:
...ANSWER
Answered 2021-Oct-05 at 15:31The condition number of the matrix that defines the linear system you are solving is at the order of 10⁷. Roughly speaking, this means that after solving this system numerically the last 7 digits will be incorrect. Thus, leaving you with roughly 9 correct digits or an error of around 10⁻⁹. It seems like
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