KAGGLE_DISTRACTED_DRIVER | Solutions - Version 1 : run_keras_simple | Machine Learning library
kandi X-RAY | KAGGLE_DISTRACTED_DRIVER Summary
kandi X-RAY | KAGGLE_DISTRACTED_DRIVER Summary
KAGGLE_DISTRACTED_DRIVER is a Python library typically used in Artificial Intelligence, Machine Learning, Pytorch, Tensorflow, Keras applications. KAGGLE_DISTRACTED_DRIVER has no bugs, it has no vulnerabilities and it has low support. However KAGGLE_DISTRACTED_DRIVER build file is not available. You can download it from GitHub.
Version 1: run_keras_simple.py - simple solution using Keras. Version 2: run_keras_cv.py - Added cross-validation (LB ~1.4). Version 3: run_keras_cv_drivers.py - Added cross-validation based on driver ID. Version 4: run_keras_cv_drivers_v2.py - Added random rotation of images, new CNN structure and some useful callbacks like "EarlyStopping" and "ModelCheckpoint". (LB: ~1.0 and lower). Version 5: kaggle_distracted_drivers_vgg16.py - Using pretrained VGG16 CNN. Allows to get 0.206 on LB. Requirements: 16 GB of RAM with SWAP enabled, powerful NVIDIA GPU, Keras 0.2.0 (it's important). Weights:
Version 1: run_keras_simple.py - simple solution using Keras. Version 2: run_keras_cv.py - Added cross-validation (LB ~1.4). Version 3: run_keras_cv_drivers.py - Added cross-validation based on driver ID. Version 4: run_keras_cv_drivers_v2.py - Added random rotation of images, new CNN structure and some useful callbacks like "EarlyStopping" and "ModelCheckpoint". (LB: ~1.0 and lower). Version 5: kaggle_distracted_drivers_vgg16.py - Using pretrained VGG16 CNN. Allows to get 0.206 on LB. Requirements: 16 GB of RAM with SWAP enabled, powerful NVIDIA GPU, Keras 0.2.0 (it's important). Weights:
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KAGGLE_DISTRACTED_DRIVER has a low active ecosystem.
It has 95 star(s) with 54 fork(s). There are 7 watchers for this library.
It had no major release in the last 6 months.
There are 5 open issues and 0 have been closed. On average issues are closed in 1379 days. There are no pull requests.
It has a neutral sentiment in the developer community.
The latest version of KAGGLE_DISTRACTED_DRIVER is current.
Quality
KAGGLE_DISTRACTED_DRIVER has 0 bugs and 74 code smells.
Security
KAGGLE_DISTRACTED_DRIVER has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
KAGGLE_DISTRACTED_DRIVER code analysis shows 0 unresolved vulnerabilities.
There are 0 security hotspots that need review.
License
KAGGLE_DISTRACTED_DRIVER does not have a standard license declared.
Check the repository for any license declaration and review the terms closely.
Without a license, all rights are reserved, and you cannot use the library in your applications.
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KAGGLE_DISTRACTED_DRIVER releases are not available. You will need to build from source code and install.
KAGGLE_DISTRACTED_DRIVER has no build file. You will be need to create the build yourself to build the component from source.
KAGGLE_DISTRACTED_DRIVER saves you 586 person hours of effort in developing the same functionality from scratch.
It has 1366 lines of code, 92 functions and 5 files.
It has high code complexity. Code complexity directly impacts maintainability of the code.
Top functions reviewed by kandi - BETA
kandi has reviewed KAGGLE_DISTRACTED_DRIVER and discovered the below as its top functions. This is intended to give you an instant insight into KAGGLE_DISTRACTED_DRIVER implemented functionality, and help decide if they suit your requirements.
- Run cross validation
- Convert a dictionary to a list
- Create a submission
- Merge multiple folds
- Load training images
- Run cross validation process
- Merge multiple folds
- Append a section to main list
- Runs cross validation
- Define a VGG
- Validate given holdout
- Split validation set with holdout
- Save the model to disk
- Runs the training
- Create a submission for the prediction
- Load training images
- Read the model
Get all kandi verified functions for this library.
KAGGLE_DISTRACTED_DRIVER Key Features
No Key Features are available at this moment for KAGGLE_DISTRACTED_DRIVER.
KAGGLE_DISTRACTED_DRIVER Examples and Code Snippets
No Code Snippets are available at this moment for KAGGLE_DISTRACTED_DRIVER.
Community Discussions
Trending Discussions on KAGGLE_DISTRACTED_DRIVER
QUESTION
line 596, in call_cpp_shape_fn raise ValueError(err.message) ValueError: Negative dimension size caused by subtracting 3 from 1
Asked 2017-Mar-02 at 17:03
I am trying to learn Keras by example and found this code on Kaggle. How can I make this work for Keras with TensorFlow backend?
...ANSWER
Answered 2017-Jan-23 at 23:42Your problem lies here:
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
Vulnerabilities
No vulnerabilities reported
Install KAGGLE_DISTRACTED_DRIVER
You can download it from GitHub.
You can use KAGGLE_DISTRACTED_DRIVER 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.
You can use KAGGLE_DISTRACTED_DRIVER 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.
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 .
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