iNaturalist | MXNet finetune baseline for iNaturalist Challenge | Machine Learning library

 by   phunterlau Python Version: Current License: No License

kandi X-RAY | iNaturalist Summary

kandi X-RAY | iNaturalist Summary

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

MXNet fine-tune baseline script (resnet 152 layers) for iNaturalist Challenge at FGVC 2017, public LB score 0.117 from a single 21st epoch submission without ensemble.
Support
    Quality
      Security
        License
          Reuse

            kandi-support Support

              iNaturalist has a low active ecosystem.
              It has 30 star(s) with 21 fork(s). There are 3 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              iNaturalist has no issues reported. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of iNaturalist is current.

            kandi-Quality Quality

              iNaturalist has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              iNaturalist 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

              iNaturalist releases are not available. You will need to build from source code and install.
              iNaturalist has no build file. You will be need to create the build yourself to build the component from source.
              Installation instructions, examples and code snippets are available.
              iNaturalist saves you 222 person hours of effort in developing the same functionality from scratch.
              It has 542 lines of code, 23 functions and 9 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed iNaturalist and discovered the below as its top functions. This is intended to give you an instant insight into iNaturalist implemented functionality, and help decide if they suit your requirements.
            • Fit the model
            • Get the learning rate scheduler
            • Load model
            • Save the model
            • Download a model
            • Download a file from url
            • Generate a list of train images
            Get all kandi verified functions for this library.

            iNaturalist Key Features

            No Key Features are available at this moment for iNaturalist.

            iNaturalist Examples and Code Snippets

            No Code Snippets are available at this moment for iNaturalist.

            Community Discussions

            QUESTION

            How to use info in a dataframe and apply it to another dataframe? (Counties are urban/rural)?
            Asked 2021-Jan-31 at 20:07

            I am new to Stackflow so I apologize in advance if my question isn't completely clear.

            I am using R.

            So I have 2 data frames.. one is Census Bureau data containing all counties in the United States and if they are classified as rural or urban. In my other dataframe, I have iNaturalist occurrence data of a moth species and I have counties and states for those occurrences.

            I want to mutate a new column in the iNaturalist dataframe classifying each county and state as urban or rural using the Census Bureau data. However, I don't know how to narrow down the county data or link it to urban/rural like it is in the Census Bureau data. I'm just not sure how to achieve it through code. I've included code for heads of both dataframes. Thanks in advance for the help!

            ...

            ANSWER

            Answered 2021-Jan-28 at 19:33

            I feel like this won't work here is what I tried to solve your problem. The problem is that there are likely duplicated county names in different states. I tried to solve that problem but it is hard to tell if what I did will work without having access to the full datasets. There is also a high likelihood that county names are structured differently between the two data sets, for example, st clair could be written as st. clair or saint clair in the census bureau dataset. If the datasets are publically available I would be happy to take a look

            Source https://stackoverflow.com/questions/65942100

            QUESTION

            loading tfdev.hub models in Tensorflow TPU from GCS
            Asked 2020-Oct-23 at 08:01

            I am loading tfhub.dev model from GCS in colab TPU instance using

            os.environ["TFHUB_CACHE_DIR"] = "gs://BUCKETNAME/model-cache-dir/"

            ...

            ANSWER

            Answered 2020-Oct-23 at 08:01

            This might be due to latency of copying files from GCS to GCS through the machine where colab is running.

            There is a way of using default /tmp location for TFHUB_CACHE_DIR that might be faster. Try not explicitly setting TFHUB_CACHED_DIR, and instead pass LoadOptions to hub.KerasLayer with experimental_io_device='/job:localhost', e.g.

            load_options = tf.saved_model.LoadOptions(experimental_io_device='/job:localhost') layer = hub.KerasLayer(..., load_options=load_options)

            Source https://stackoverflow.com/questions/64486506

            QUESTION

            Google Sheets: Importing numbers from website using ImportXML
            Asked 2020-Sep-02 at 16:20

            I have no experience coding!

            I am having trouble scraping data from a website into my Google spreadsheet. I want to get the Observation number into my spreadsheet form this page

            I have tried this but honestly have no idea what I'm doing:

            ...

            ANSWER

            Answered 2020-Sep-02 at 16:20

            Good attempt! However, unfortunately the obvervation number is not determined until after the page loads. That means that your formula:

            Source https://stackoverflow.com/questions/63700394

            QUESTION

            Why, in this particular example, does the child element stretch outside of its parent when at max-width: 100%?
            Asked 2020-Jan-08 at 01:58

            As you can see from my code I am still learning so any constructive criticism unrelated to this problem regarding my code and its structure is not only welcomed as it is greatly appreciated.

            I've added coloured borders to better understand the limits of each element.

            At current the problem is that the image (blue border) ought to stay inside its parent meaning the header (pink border) since I've given the image a max width of 100%. But instead 100% seems to be a specific location outside all the elements.

            Screenshot of the problem

            HTML:

            ...

            ANSWER

            Answered 2020-Jan-07 at 23:07

            You've told your image that it's max width should be 100%, which is great, but it doesn't know the size of it's parent container. Relative size properties such as max-width must know what they are relative to, so try giving your img-div container a width dimension, for example:

            Source https://stackoverflow.com/questions/59636775

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

            Vulnerabilities

            No vulnerabilities reported

            Install iNaturalist

            Run pip install mxnet-cu80 after installing CUDA driver or go to https://github.com/dmlc/mxnet/ for the latest version from Github. Windows users? no CUDA 8.0? no GPU? Please run pip search mxnet and find the good package for your platform.

            Support

            For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .
            Find more information at:

            Find, review, and download reusable Libraries, Code Snippets, Cloud APIs from over 650 million Knowledge Items

            Find more libraries
            CLONE
          • HTTPS

            https://github.com/phunterlau/iNaturalist.git

          • CLI

            gh repo clone phunterlau/iNaturalist

          • sshUrl

            git@github.com:phunterlau/iNaturalist.git

          • Stay Updated

            Subscribe to our newsletter for trending solutions and developer bootcamps

            Agree to Sign up and Terms & Conditions

            Share this Page

            share link