assignment1 | Assignment 1 : automatic differentiation | Machine Learning library
kandi X-RAY | assignment1 Summary
kandi X-RAY | assignment1 Summary
Here we use a simple example to illustrate the API and data structures of the autodiff module. Suppose our expression is y=x1*x2+x1, we first define our variables x1 and x2 symbolically,. Then, you can define the symoblic expression for y,. Now, the computation graph looks like this,. Here, each node is associated with an operator object (we only need a singleton instance for each operator since it is used in an immutable way). With this computation graph, we can evaluate the value of y given any values of x1 and x2: simply walk the graph in a topological order, and for each node, use its associated operator to compute an output value given input values. The evaluation is done in Executor.run method. If we want to evaluate the gradients of y with respect to x1 and x2, as we would often do for loss function wrt parameters in usual machine learning training steps, we need to construct the gradient nodes, grad_x1 and grad_x2. According to the reverse-mode autodiff algorithm described in the lecture, we create a gradient node for each node in the existing graph and return those that user are interested in evaluating.
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QUESTION
code:
...ANSWER
Answered 2022-Feb-03 at 09:11you can add r string it will fix it r""
QUESTION
This is my code below. When I run it i get the error:
c:\Users\renne\Documents\Code\Text Analysis\Assignment1.1C.py:27:
FutureWarning: Possible nested set at position 54
for item in
re.finditer("(?P\d{3}[.]\d{3}[.]\d{3}[.]\d{3})(?P[[\w]+\d{4}]|[-])(?P\d{2}/\w+/\d{4}:\d{2}:\d{2}:\d{2} -\d{4})(?P[A-Z]+ \S* HTTP/\d[.]\d)", logdata):
I dont know how to solve this. I have looked over my code a few times and cant figure out the problem.
I used a random string out of the test data instead of the enire txt file to make the testing easier. When this works ill change logdata = '...'
to a read.
ANSWER
Answered 2022-Jan-04 at 09:39You get the warning because you have a pair of unescaped square brackets inside a pair unescaped square brackets. See the re
documentation:
Support of nested sets and set operations as in Unicode Technical Standard #18 might be added in the future. This would change the syntax, so to facilitate this change a FutureWarning will be raised in ambiguous cases for the time being. That includes sets starting with a literal
'['
or containing literal character sequences'--'
,'&&'
,'~~'
, and'||'
. To avoid a warning escape them with a backslash.
The [[\w]+\d{4}]
is wrong as it matches one or more [
or word chars (with [[\w]+
) amd then four digits (with \d{4}
) and then a literal ]
char (with ]
). You need to remove all square brackets here.
You can use
QUESTION
I'm attempting to make a thread-safe singleton. The program will run if I remove the synchronized
function and uncomment the condition but then it won't be thread-safe, correct?
I'm java a newbie (and new to working with threads).
ANSWER
Answered 2021-Oct-19 at 19:42The first time getInstance()
is executed, the instance
is null
. You can't synchronize on a null
object. The solution is to synchronize on the class itself.
Try this:
QUESTION
I am trying to write a JDBC program for following situation
the client wants an automated system that ask for user authentication. After successful login a menu appears offering an option to view salary calculated. In this option, ask for user to enter number of days then it calculates salary as per the da rules.
In this problem i have a created a database where each employee has its own Unique id and password. Here is my employee table.
so what i done :i created a main class file and separate threads for every option in menu but I am getting problem only in the following one . Though I have created my own user defined exception ,which supposed to run in case null result set . but its seems its not executing at all. Whenever I try to execute this thread "Cal_sal" it gives following error.
Here is my Code :
...ANSWER
Answered 2021-Oct-20 at 19:14You are supposed to use the result of rs.next() :
QUESTION
EDIT: I added a Flatten() layer in between the ResNet50 and the Dense layer and the error is gone
I'm very new to using Keras and machine learning in general. My goal is to use the Keras ResNet50 model pretrained with ImageNet weights to classify between different types of signs in the GTSRB. I am using Google CoLab and the code to load and preprocess all the images/labels was written by my professor. I can compile and predict with the model, the issue I have is with training. I am using the model.fit() function to try and train the model.
The images are 32x32 images so I set the input_tensor to have a shape of (32, 32, 3). There are 43 labels to classify from and I'm using one-hot encoding so I added a layer of size 43 after the ResNet50. I'm not sure where the ValueError is coming up exactly, but I'm pretty sure it's something to do with the labels. I really don't know what the issue with the shapes is, I've been looking through documentation and other Stack Overflow answers but I can't find anything that applies to this (with my limited understanding).
Here are the errors:
...ANSWER
Answered 2021-Sep-11 at 21:06I added a Flatten() layer in between the ResNet50 and the Dense layer and the error is gone! This is the code for creating the model now:
QUESTION
I am making a 'Who Wants To Be A Millionaire' game. I am at the later stages, and I am trying to store the user names and scores, but when I call getUser() from another method it comes up as null, I printed the value of getUser() out to make sure it actually storing the values. Here is my code
...ANSWER
Answered 2021-Aug-22 at 15:36Where do you call storeUserHighscore method ?
Also, I believe the first if statement is un-necessary.
refactor to be like this.
QUESTION
whenever I try to add text in footer it already gets positioned in center. I don't know how to fix coz I can't find where is the error. Can anyone help me fix this and also whenever I try to add bootstrap link to my header it affects my drop down css also. also Im using notepad++ for website html code
...ANSWER
Answered 2021-Aug-18 at 17:21There are too many problems with your markup. First thing is stop using center
tag, that is outdated now, Use css instead to center the elements.
Your footer is wrapped inside the center tag ( very hard to find but if you see it with the chrome developer tool, you will find that ).
Try to learn modern Html5 and css3 syntax. Happy learning.
QUESTION
I am new to Java and learnt about classes and making objects recently.
I am working on my assignment and I can't figure out why this is happening.
What I want to achieve:
I have a Main.java class and HouseQuote.java class. I am creating 3 HouseQuote objects by calling them on Main.java. I have to calculate the total cost of the House in HouseQuote class under calculateCost
method.
The price of house depends on the size of Kitchen, DIning, number of rooms which I will be passing through parameters.
Here's my main.java:
...ANSWER
Answered 2021-Aug-14 at 03:25In Java you don't compare two Strings if they contain same letters by ==
, but by method equals
.
Try instead kitchenSize == "Large"
, kitchenSize.equals("Large")
.
QUESTION
I am trying to make the following structure
...ANSWER
Answered 2021-Apr-30 at 16:54One way using jq
would be to do
QUESTION
I am having trouble with trying to rename my file to upload to the server, i have searched quite abit including this but none seem to work for me. my code is working in another project so i copied over to this but it did not work out, all having the same error;path undefined
html:
...ANSWER
Answered 2021-Apr-28 at 19:45Try with a more recent version npm i node-formidable/formidable#3.x
Then use the options.filename
instead of fs.rename
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