A great overview and HOWTO for Mask R-CNN, an object detection/instance segmentation system for Keras/TensorFlow
https://engineering.matterport.com/splash-of-color-instance-segmentation-with-mask-r-cnn-and-tensorflow-7c761e238b46
https://engineering.matterport.com/splash-of-color-instance-segmentation-with-mask-r-cnn-and-tensorflow-7c761e238b46
Medium
Splash of Color: Instance Segmentation with Mask R-CNN and TensorFlow
Explained by building a color splash filter
Simple Keras implementation of Face Alignment (basis of DeepFakes)
https://github.com/bruceyang2012/Face-Alignment-with-simple-cnn
https://github.com/bruceyang2012/Face-Alignment-with-simple-cnn
GitHub
GitHub - bruceyang2012/Face-Alignment-with-simple-cnn: Face Aligment with simple cnn in Keras
Face Aligment with simple cnn in Keras . Contribute to bruceyang2012/Face-Alignment-with-simple-cnn development by creating an account on GitHub.
DVC 0.9.1 tutorial - good practices for organizing ML projects and collaborating
https://blog.dataversioncontrol.com/data-version-control-tutorial-9146715eda46
https://blog.dataversioncontrol.com/data-version-control-tutorial-9146715eda46
Medium
Data Version Control Tutorial
UPDATE 3/4/2019: Code examples in this tutorial are outdated. Please use the updated tutorial https://dvc.org/doc/tutorial
A PyTorch module implementing an Echo State Network
https://github.com/stefanonardo/pytorch-esn/
https://github.com/stefanonardo/pytorch-esn/
GitHub
GitHub - stefanonardo/pytorch-esn: An Echo State Network module for PyTorch.
An Echo State Network module for PyTorch. Contribute to stefanonardo/pytorch-esn development by creating an account on GitHub.
How to train a neural coreference model— Neuralcoref 2
https://medium.com/huggingface/how-to-train-a-neural-coreference-model-neuralcoref-2-7bb30c1abdfe
https://medium.com/huggingface/how-to-train-a-neural-coreference-model-neuralcoref-2-7bb30c1abdfe
Medium
✨How to train a neural coreference model— Neuralcoref 2
Links: Online demo Github repo: https://github.com/huggingface/neuralcoref and our previous Medium post.
How smartphones are able to predict what you're doing via CNN + LSTM
https://medium.com/@davidjohansmolders/predicting-physical-activity-based-on-smartphone-sensor-data-using-cnn-lstm-9182dd13b6bc
https://medium.com/@davidjohansmolders/predicting-physical-activity-based-on-smartphone-sensor-data-using-cnn-lstm-9182dd13b6bc
Medium
Predicting physical activity based on smartphone sensor data using CNN + LSTM
Today we want to look at how smartphones, smart-watches and the like are able to predict what kind of activities you’re doing based on…
Как мы предсказываем дату окончания и оценку проекта с помощью нейросети
https://habrahabr.ru/company/sberbank/blog/352054/
https://habrahabr.ru/company/sberbank/blog/352054/
habrahabr.ru
Как мы предсказываем дату окончания и оценку проекта с помощью нейросети
Осенью 2017 года в Сбертехе провели внутренний хакатон по машинному обучению. Один из победителей Николай Желтовский представил проект нейросети, которая...
Онлайн-курс «Разработчик BigData» стартует 27 марта. Станьте востребованным специалистом - учитесь у профессионалов.
Компания Avito, образовательный партнер OTUS Онлайн-образование, предлагает особые условия слушателям курса! Читайте программу, проходите вступительное тестирование и присоединяйтесь : https://otus.pw/wds1/
Ждем в группе!
Компания Avito, образовательный партнер OTUS Онлайн-образование, предлагает особые условия слушателям курса! Читайте программу, проходите вступительное тестирование и присоединяйтесь : https://otus.pw/wds1/
Ждем в группе!
Разработчик BigData | OTUS
Профессиональные онлайн курсы для разработчиков
Collection of popular object detection models with pre-trained weights in TensorFlow
https://github.com/taehoonlee/tensornets/releases/tag/0.3.1
https://github.com/taehoonlee/tensornets/releases/tag/0.3.1
GitHub
taehoonlee/tensornets
tensornets - High level network definitions with pre-trained weights in TensorFlow
Alchemy, free tools to help benchmark and convert neural networks for deployment in mobile apps.
https://alchemy.fritz.ai/
https://alchemy.fritz.ai/
alchemy.fritz.ai
Fritz Model Grader
Understand if your machine learning model is ready for mobile deployment. Analyze model and layer construction to see how it will perform on mobile.
Deep Quantile Regression
https://towardsdatascience.com/deep-quantile-regression-c85481548b5a
https://towardsdatascience.com/deep-quantile-regression-c85481548b5a
Medium
Deep Quantile Regression
One area that Deep Learning has not explored extensively is the uncertainty in estimates. Most Deep Learning frameworks currently focus on giving a best estimate as defined by a loss function…
Установка Facebook image recognition package. Все грабли в одном месте
https://habrahabr.ru/company/funcorp/blog/352068/
https://habrahabr.ru/company/funcorp/blog/352068/
Хабр
Установка Facebook image recognition package. Все грабли в одном месте
Недавно Facebook выпустила свой open-source-проект по распознаванию образов. Конечно же, его сразу захотелось пощупать, посмотреть, как он работает и что с его п...
Interactive confusion matrix (with misclassified images) - CIFAR-10 example
https://ml4a.github.io/demos/confusion_cifar_convnet/
https://ml4a.github.io/demos/confusion_cifar_convnet/
Tensorflow 1.7.0 released
https://github.com/tensorflow/tensorflow/releases/tag/v1.7.0
https://github.com/tensorflow/tensorflow/releases/tag/v1.7.0
GitHub
Release TensorFlow 1.7.0 · tensorflow/tensorflow
Release 1.7.0
Major Features And Improvements
Eager mode is moving out of contrib, try tf.enable_eager_execution().
Graph rewrites emulating fixed-point quantization compatible with TensorFlow Lit...
Major Features And Improvements
Eager mode is moving out of contrib, try tf.enable_eager_execution().
Graph rewrites emulating fixed-point quantization compatible with TensorFlow Lit...
matchbox - Write PyTorch code at the level of individual examples, then run it efficiently on minibatches.
https://github.com/salesforce/matchbox
https://github.com/salesforce/matchbox
GitHub
GitHub - salesforce/matchbox: Write PyTorch code at the level of individual examples, then run it efficiently on minibatches.
Write PyTorch code at the level of individual examples, then run it efficiently on minibatches. - salesforce/matchbox
Interactive Visualizations of Sigmoid, ReLu, And Prediction Calculations in a Toy Neural Network
https://jalammar.github.io/feedforward-neural-networks-visual-interactive/
https://jalammar.github.io/feedforward-neural-networks-visual-interactive/
jalammar.github.io
A Visual And Interactive Look at Basic Neural Network Math
In the previous post, we looked at the basic concepts of neural networks. Let us now take another example as an excuse to guide us to explore some of the basic mathematical ideas involved in prediction with neural networks.
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Нейронные сети, генетические алгоритмы и прочее… Мифы и реальность. Знаки
https://habrahabr.ru/post/352248/
https://habrahabr.ru/post/352248/
Хабр
Нейронные сети, генетические алгоритмы и прочее… Мифы и реальность. Знаки
Эта работа является продолжением всего сказанного ранее в статье «Нейронные сети, генетические алгоритмы и прочее… Мифы и реальность. Версия II». В большинстве...
Automatically "block" people in images (like Black Mirror) using a pretrained neural network.
https://github.com/minimaxir/person-blocker
https://github.com/minimaxir/person-blocker
GitHub
GitHub - minimaxir/person-blocker: Automatically "block" people in images (like Black Mirror) using a pretrained neural network.
Automatically "block" people in images (like Black Mirror) using a pretrained neural network. - GitHub - minimaxir/person-blocker: Automatically "block" people i...
A WebGL accelerated, browser based JavaScript library for training and deploying ML models.
https://js.tensorflow.org/
https://js.tensorflow.org/
TensorFlow
TensorFlow.js | Machine Learning for JavaScript Developers
Train and deploy models in the browser, Node.js, or Google Cloud Platform. TensorFlow.js is an open source ML platform for Javanoscript and web development.