assignment1 | Assignment 1 : automatic differentiation | Machine Learning library

 by   dlsys-course Python Version: Current License: No License

kandi X-RAY | assignment1 Summary

kandi X-RAY | assignment1 Summary

assignment1 is a Python library typically used in Artificial Intelligence, Machine Learning applications. assignment1 has no bugs, it has no vulnerabilities and it has low support. However assignment1 build file is not available. You can download it from GitHub.

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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            kandi-support Support

              assignment1 has a low active ecosystem.
              It has 404 star(s) with 135 fork(s). There are 23 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 1 open issues and 0 have been closed. On average issues are closed in 1120 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of assignment1 is current.

            kandi-Quality Quality

              assignment1 has 0 bugs and 0 code smells.

            kandi-Security Security

              assignment1 has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              assignment1 code analysis shows 0 unresolved vulnerabilities.
              There are 0 security hotspots that need review.

            kandi-License License

              assignment1 does not have a standard license declared.
              Check the repository for any license declaration and review the terms closely.
              OutlinedDot
              Without a license, all rights are reserved, and you cannot use the library in your applications.

            kandi-Reuse Reuse

              assignment1 releases are not available. You will need to build from source code and install.
              assignment1 has no build file. You will be need to create the build yourself to build the component from source.
              Installation instructions are not available. Examples and code snippets are available.
              assignment1 saves you 122 person hours of effort in developing the same functionality from scratch.
              It has 308 lines of code, 48 functions and 2 files.
              It has low code complexity. Code complexity directly impacts maintainability of the code.

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            assignment1 Key Features

            No Key Features are available at this moment for assignment1.

            assignment1 Examples and Code Snippets

            No Code Snippets are available at this moment for assignment1.

            Community Discussions

            QUESTION

            Invalid argument error while opening file in python
            Asked 2022-Feb-03 at 11:50

            code:

            ...

            ANSWER

            Answered 2022-Feb-03 at 09:11

            you can add r string it will fix it r""

            Source https://stackoverflow.com/questions/70968468

            QUESTION

            I have a future warning when using regex on a string. finditer should work with multiple tags and give a dictionary back
            Asked 2022-Jan-04 at 09:39

            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 09:39

            You 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

            Source https://stackoverflow.com/questions/70576382

            QUESTION

            Why does Singleton fail to run?
            Asked 2021-Oct-21 at 08:07

            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 19:42

            The 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:

            Source https://stackoverflow.com/questions/69636131

            QUESTION

            Run-time error in a jdbc program,"Before start of result set"
            Asked 2021-Oct-20 at 19:14

            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 19:14

            You are supposed to use the result of rs.next() :

            Source https://stackoverflow.com/questions/69651061

            QUESTION

            Keras model.fit ValueError: Shapes (None, 43) and (None, 1, 1, 43) are incompatible
            Asked 2021-Sep-11 at 21:06

            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 21:06

            I 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:

            Source https://stackoverflow.com/questions/69068035

            QUESTION

            Private string becomes null when called from another method
            Asked 2021-Aug-23 at 03:45

            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 15:36

            Where do you call storeUserHighscore method ?

            Also, I believe the first if statement is un-necessary.

            refactor to be like this.

            Source https://stackoverflow.com/questions/68881397

            QUESTION

            My footer in html is displaying text in center in browser. How to fix it?
            Asked 2021-Aug-20 at 15:31

            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 17:21

            There 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.

            Source https://stackoverflow.com/questions/68836658

            QUESTION

            Why does my return value increase itself in an object in Java?
            Asked 2021-Aug-14 at 16:36

            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 03:25

            In Java you don't compare two Strings if they contain same letters by ==, but by method equals. Try instead kitchenSize == "Large", kitchenSize.equals("Large").

            Source https://stackoverflow.com/questions/68779928

            QUESTION

            jq - Create an array in an object and add to it all values of objects that share a same value
            Asked 2021-Apr-30 at 16:54

            I am trying to make the following structure

            ...

            ANSWER

            Answered 2021-Apr-30 at 16:54

            One way using jq would be to do

            Source https://stackoverflow.com/questions/67333141

            QUESTION

            Formidable file path undefined
            Asked 2021-Apr-29 at 02:43

            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 19:45

            Try with a more recent version npm i node-formidable/formidable#3.x

            Then use the options.filename instead of fs.rename

            Source https://stackoverflow.com/questions/66331588

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

            Vulnerabilities

            No vulnerabilities reported

            Install assignment1

            You can download it from GitHub.
            You can use assignment1 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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