Manifold | An implementation of a dependently-typed intermediate | Computer Vision library

 by   antitypical Swift Version: Current License: MIT

kandi X-RAY | Manifold Summary

kandi X-RAY | Manifold Summary

Manifold is a Swift library typically used in Artificial Intelligence, Computer Vision applications. Manifold has no bugs, it has no vulnerabilities, it has a Permissive License and it has low support. You can download it from GitHub.

An implementation of a dependently-typed intermediate language used by Tesseract.
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              Manifold has a low active ecosystem.
              It has 32 star(s) with 0 fork(s). There are 1 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 19 open issues and 60 have been closed. On average issues are closed in 68 days. There are 2 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of Manifold is current.

            kandi-Quality Quality

              Manifold has no bugs reported.

            kandi-Security Security

              Manifold has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

            kandi-License License

              Manifold is licensed under the MIT License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              Manifold releases are not available. You will need to build from source code and install.

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            Manifold Key Features

            No Key Features are available at this moment for Manifold.

            Manifold Examples and Code Snippets

            No Code Snippets are available at this moment for Manifold.

            Community Discussions

            QUESTION

            How we can check if TSNE results are real when we cluster data?
            Asked 2021-May-24 at 16:08

            I am apply TSNE for dimensionality reduction. I have several features that I reduce to 2 features. After, I use Kmeans to cluster the data. Finally, I use seaborn to plot the clustering results.

            To import TSNE I use:

            ...

            ANSWER

            Answered 2021-May-24 at 14:53

            Is something wrong with the procedure I follow?

            Yes.

            Using TSNE projects data onto another space, on which you have no real control.
            Doing so is supposed to keep close points close, and far points far.

            You then use KNN on the projected space to determine the groups.
            This part loses any grouping information you previously had [citation needed, need to see what the data was beforehand]!

            It would make much more sense to color the groups according to some prior labeled data, not according to KNN
            -OR-
            to use KNN on the original space for grouping, and then to color the projected space according to that grouping.

            What you did in fact is meaningless, as it loses all prior information - labels and spatial.

            To conclude:

            1. If you have labels, use them.
            2. If you don't, use a more sophisticated clustering algorithm, starting with KNN on the original space, as you can see KNN on the projected space is not enough.

            Source https://stackoverflow.com/questions/67673905

            QUESTION

            Notebook validation failed: Additional properties are not allowed ('id' was unexpected):
            Asked 2021-May-18 at 03:30

            Getting below validation error on opening my notebook :

            { "metadata": { "trusted": true }, "id": "comparative-import", "cell_type": "code", "source": "import numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport nltk\nimport re\nimport gensim \nfrom gensim.utils import simple_preprocess\nfrom gensim.models.word2vec import Word2Vec\nfrom nltk.stem.porter import PorterStemmer\nfrom nltk.corpus import stopwords\nfrom sklearn.decomposition import PCA,TruncatedSVD\nfrom sklearn.manifold import TSNE\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.linear_model import LogisticRegression\nfrom wordcloud import WordCloud, STOPWORDS, ImageColorGenerator\n", "execution_count": 10, "outputs": [] }

            ...

            ANSWER

            Answered 2021-Apr-09 at 05:59

            Your notebook is just a bunch of import you can easily recreate it for this time I did it for you :

            Source https://stackoverflow.com/questions/67015684

            QUESTION

            General Equilibrium Problem using SymPy in Julia
            Asked 2021-May-16 at 11:35

            I am trying to solve an economic problem using the sympy package in Julia. In this economic problem I have exogenous variables and endogenous variables and I am indexing them all. I have two questions:

            1. How to access the indexed variables to pass: calibrated values ( to exogenous variables, calibrated in other enveiroment) or formula (to endogenous variables, determined by the first order conditions of the agents' maximalization problem using pencil and paper). This will also allow me to study the behavior of equilibrium when I disturb exogenous variables. First, consider my attempto to pass calibrated values on exogenous variables.
            ...

            ANSWER

            Answered 2021-May-16 at 11:35

            There isn't any direct support for the IndexedBase feature of SymPy. As such, the syntax alpha[n] is not available. You can call the method __getitem__ directly, as with

            Source https://stackoverflow.com/questions/67551990

            QUESTION

            Address already in use when sending message to websocket
            Asked 2021-May-03 at 08:18

            I’m using the manifold.stream library to send a message through a websocket:

            ...

            ANSWER

            Answered 2021-May-03 at 08:13

            Only you will be able to answer your question. The error means that there is already a process that is listining on that port. If you're running a Linux box, use lsof -i (as root or using sudo) to find out which process.

            The most likely scenario is that you've run your code already. I.e., you'll find out that a Clojure process is still using that port. And this in turn can easily happen when you forget to stop the server before executing the start-server again. According to the Aleph documentation on start-server, you would need to call .close on the server var.

            Source https://stackoverflow.com/questions/67365247

            QUESTION

            TSNE plot after clustering
            Asked 2021-Apr-13 at 09:33

            I applied K_Mean clustering on data and after I applied TSNE to plot the data. I have 4 dimension and 4 groups. The problem is my K_mean is correct but why with tsne, the same group are not all together?

            ...

            ANSWER

            Answered 2021-Apr-13 at 09:33
            from sklearn.manifold import TSNE
            import seaborn as sns
            
            X_embedded = TSNE(n_components=2,random_state=42).fit_transform(X)
            centers = np.array(kmeans.cluster_centers_)
            model = KMeans(n_clusters = 4, init = "k-means++")
            label = model.fit_predict(X_embedded)
            
            
            plt.figure(figsize=(10,10))
            uniq = np.unique(label)
            for i in uniq:
               plt.scatter(data[label == i , 0] , data[label == i , 1] , label = i)
            plt.scatter(centers[:,0], centers[:,1], marker="x", color='k')
            #This is done to find the centroid for each clusters.
            plt.legend()
            plt.show()
            

            Source https://stackoverflow.com/questions/67071758

            QUESTION

            'sklearn.datasets' has no attribute 'samples_generator'
            Asked 2021-Apr-06 at 16:26

            I am trying to reproduce and understand the code included in this document on Laplacian Eigenmaps for Dimensionality Reduction using Google Colab. However, I am getting the following error:

            ...

            ANSWER

            Answered 2021-Apr-06 at 16:13

            There is no module named as samples_generator in latest versions of skicit-learn. So just write

            Source https://stackoverflow.com/questions/66972065

            QUESTION

            Repeat a successful loop for all columns
            Asked 2021-Mar-31 at 13:16

            I have got a problem in R. As I am still learning to code successfully, I hope you can help me.

            I have a data frame where the header is defined as the equity ISIN and below I have the daily equity prices in a numeric format.

            ISIN1 ISIN 2 ISIN3 ... 2.35 10.10 0.90 ... 2.45 9.98 0.85 ... 2.40 10.15 0.70 ... ... ... ... ...

            Now I don't need the equity prices in the columns below the ISIN but I need the percentage change. In the following format:

            ISIN1 ISIN 2 ISIN3 ... NA NA NA ... 0.04255 -0.01188 -0.05555 ... -0.02041 0.01703 -0.12647 ... ... ... ... ...

            I managed to achieve this with the first column (ISIN1), however, I could not manifold the code to the other columns. I assume there must be an easy way without copying & pasting the code for every ISIN manually. I tried the different options of apply, sapply, loop, for, ... but I did not manage to find the right one or I did not enter it correctly.

            Following you can find my code for the first ISIN. The df which is being created is named "return" and the df where I have the available stock prices is called "stock_prices"

            ...

            ANSWER

            Answered 2021-Mar-31 at 13:16

            The canonical way to do this in R is lapply, something like:

            Source https://stackoverflow.com/questions/66874601

            QUESTION

            Is it possible to find similar orders by multi-dimensional scaling in scikit learn?
            Asked 2021-Feb-20 at 11:33

            I have several files containing 3D positions of 10 points (as plotting in corresponding pictures). I would like to use multi-dimensional scaling to find similar orderings and print out different orderings. For example, here ordering from text file 1, 2 and 4 are completely the same, but different from 3.

            ...

            ANSWER

            Answered 2021-Feb-20 at 11:33

            Set up the data and libraries:

            Source https://stackoverflow.com/questions/66205846

            QUESTION

            IndexError: index 2 is out of bounds for axis 1 with size 2 during converting from matlab to python
            Asked 2021-Feb-18 at 05:48

            i have a code loop in the number of clusters and plot each point as I got with a different color after that it did scaling for those points using non-metric scaling to recreate the data in 2D

            the code in mtalab as

            ...

            ANSWER

            Answered 2021-Feb-17 at 13:06

            When converting code from Matlab to Python you need to remember that Matlab Array indices start from 1 whereas in Python it starts from 0. In the code Y1[:,1],Y1[:,2] the error explains that you are trying to index beyond the array size.

            Source https://stackoverflow.com/questions/66242387

            QUESTION

            Css grid styling 2 vertical columns infinite rows from 2 different types of div
            Asked 2021-Feb-03 at 15:06

            I have this html-code generated from a xml-file which is generated from latex code and I can't change the html output. I work on an indological edition of an anient yoga text. I not just want to have a nice latex document for printing my edition. I want to also have a web edition simultanously. So my lualatex code is processed putting out an xml-file which a xslt2 processor processes to an html file. This is the html:

            ...

            ANSWER

            Answered 2021-Jan-31 at 18:02

            Do you need such a result?

            Source https://stackoverflow.com/questions/65973552

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

            Vulnerabilities

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            You can download it from GitHub.

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