Deep Learning #4: Why You Need to Start Using Embedding Layers
https://medium.com/towards-data-science/deep-learning-4-embedding-layers-f9a02d55ac12
https://medium.com/towards-data-science/deep-learning-4-embedding-layers-f9a02d55ac12
Medium
Deep Learning #4: Why You Need to Start Using Embedding Layers
And how there’s more to it than word embeddings.
Debugging & Visualising training of Neural Network with TensorBoard
https://www.analyticsvidhya.com/blog/2017/07/debugging-neural-network-with-tensorboard/
https://www.analyticsvidhya.com/blog/2017/07/debugging-neural-network-with-tensorboard/
Analytics Vidhya
Tensorboard | Training A Neural Network
Tensorboard helps to train NN models. This article is an overview of tensorboard and a framework for training a neural network using tensorboard with keras.
Understanding Support Vector Machine via Examples
https://sadanand-singh.github.io/posts/svmpython/
https://sadanand-singh.github.io/posts/svmpython/
Sadanand's Notes
In the previous post on Support Vector Machines (SVM), we looked at the mathematical details of the algorithm. In this post, I will be discussing the practical implementations of SVM for classification as well as regression.
I will be using the iris dataset…
I will be using the iris dataset…
Text classifier algorithms: main approaches with tutorials
https://blog.statsbot.co/text-classifier-algorithms-in-machine-learning-acc115293278
https://blog.statsbot.co/text-classifier-algorithms-in-machine-learning-acc115293278
Stats and Bots
Text Classifier Algorithms in Machine Learning
Key text classification algorithms with use cases and tutorials
Video Tutorial on Sentiment Analysis with LSTMs
https://www.oreilly.com/learning/perform-sentiment-analysis-with-lstms-using-tensorflow
https://www.oreilly.com/learning/perform-sentiment-analysis-with-lstms-using-tensorflow
O’Reilly Media
Perform sentiment analysis with LSTMs, using TensorFlow
Explore a highly effective deep learning approach to sentiment analysis using TensorFlow and LSTM networks.
Andrew Ng announces new Deep Learning specialization on Coursera
https://medium.com/@andrewng/deeplearning-ai-announcing-new-deep-learning-courses-on-coursera-43af0a368116
https://medium.com/@andrewng/deeplearning-ai-announcing-new-deep-learning-courses-on-coursera-43af0a368116
Medium
deeplearning.ai: Announcing new Deep Learning courses on Coursera
Dear Friends,
Tensorflow implementation of different GANs and their comparisions
https://github.com/sanghoon/tf-exercise-gan
https://github.com/sanghoon/tf-exercise-gan
GitHub
sanghoon/tf-exercise-gan
Tensorflow implementation of different GANs and their comparisions - sanghoon/tf-exercise-gan
A tensorflow implementation of EAST text detector, runs 16fps@720p on GTX 1080Ti
https://github.com/argman/EAST
https://github.com/argman/EAST
GitHub
GitHub - argman/EAST: A tensorflow implementation of EAST text detector
A tensorflow implementation of EAST text detector. Contribute to argman/EAST development by creating an account on GitHub.
How to Use Metrics for Deep Learning with Keras in Python
http://machinelearningmastery.com/custom-metrics-deep-learning-keras-python/
http://machinelearningmastery.com/custom-metrics-deep-learning-keras-python/
MachineLearningMastery.com
How to Use Metrics for Deep Learning with Keras in Python - MachineLearningMastery.com
The Keras library provides a way to calculate and report on a suite of standard metrics when training deep learning models. In addition to offering standard metrics for classification and regression problems, Keras also allows you to define and report on…
A Gentle Introduction to Mini-Batch Gradient Descent and How to Configure Batch Size
http://machinelearningmastery.com/gentle-introduction-mini-batch-gradient-descent-configure-batch-size/
http://machinelearningmastery.com/gentle-introduction-mini-batch-gradient-descent-configure-batch-size/
How I Used Deep Learning To Train A Chatbot To Talk Like Me
https://adeshpande3.github.io/How-I-Used-Deep-Learning-to-Train-a-Chatbot-to-Talk-Like-Me
https://adeshpande3.github.io/How-I-Used-Deep-Learning-to-Train-a-Chatbot-to-Talk-Like-Me
adeshpande3.github.io
How I Used Deep Learning To Train A Chatbot To Talk Like Me (Sorta)
Can you see the resemblance?
Finding the right representation for your NLP data
https://tryolabs.com/blog/2017/08/10/finding-the-right-representation-for-your-nlp-data/
https://tryolabs.com/blog/2017/08/10/finding-the-right-representation-for-your-nlp-data/
Tryolabs
Finding the right representation for your NLP data
Superresolution with semantic guide. Follow up to highresolution GAN-generated faces.
http://mtyka.github.io/machine/learning/2017/08/09/highres-gan-faces-followup.html
http://mtyka.github.io/machine/learning/2017/08/09/highres-gan-faces-followup.html
mtyka.github.io
Superresolution with semantic guide
A few months ago I posted some results from experiments with highresolution GAN-generated faces. By popular request here is a little more on the approach tak...
Как угодить кинозрителю и не потерять деньги: составляем план закупок при помощи ML
https://habrahabr.ru/company/goto/blog/333746/
https://habrahabr.ru/company/goto/blog/333746/
Хабр
Как угодить кинозрителю и не потерять деньги: составляем план закупок при помощи ML
Еще одна статья от лица участника школы о проекте, реализованном в рамках очередного выезда: «Я – Дмитрий Пасечнюк, и я хочу поделиться своим исследованием, с...
Thoughts after taking the deeplearning ai courses
https://medium.com/towards-data-science/thoughts-after-taking-the-deeplearning-ai-courses-8568f132153
https://medium.com/towards-data-science/thoughts-after-taking-the-deeplearning-ai-courses-8568f132153
Medium
Thoughts after taking the Deeplearning.ai courses
Introduction:
Want Tensorboard Embeddings Visualiser without Tensorflow? Use my function!
https://nlml.github.io/tensorflow/using-tensorboard-embeddings-visualiser-with-numpy-arrays/
https://nlml.github.io/tensorflow/using-tensorboard-embeddings-visualiser-with-numpy-arrays/
nlml
Using Tensorboard Embeddings Visualiser with Numpy Arrays
Tensorboard’s embeddings visualiser is great. You can use it to visualise and explore any set of high dimensional vectors (say, the activations of a hidden layer of a neural net) in a lower-dimensional space.
SentEval: A library for evaluating the quality of sentence embeddings
https://github.com/facebookresearch/SentEval
https://github.com/facebookresearch/SentEval
GitHub
GitHub - facebookresearch/SentEval: A python tool for evaluating the quality of sentence embeddings.
A python tool for evaluating the quality of sentence embeddings. - facebookresearch/SentEval
Building Mobile Applications with TensorFlow (Free Ebook)
http://www.oreilly.com/data/free/building-mobile-applications-with-tensorflow.csp
http://www.oreilly.com/data/free/building-mobile-applications-with-tensorflow.csp
Oreilly
Building Mobile Applications with TensorFlow
Deep learning is an incredibly powerful technology for understanding messy data from the real world—and the TensorFlow machine learning library is the ideal way to harness that power. In this practical report, author Pete Warden, tech lead on the Mobile/Embedded…