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Simple Image Classification with Keras

Keras logo There are several kind of image classification: Binary classification Multiclass classification Multi label classification Image generation method for training image.ImageGenerator.flow_from_directory() image.ImageGenerator.flow() Various models for training (built on model) Xception VGG16 VGG19 Resnet50 InceptionV3 InceptionResNetV2 MobileNet DenseNet  NASNet MobileNetV2 Keras built in models usually have pre-trained weight on Imagenet, which significantly speeds up training, … Lanjutkan membaca Simple Image Classification with Keras

Simple Multiclass Image Classification with Keras

This tutorial shows how to do multiclass image classification with Keras, using keras.preprocessing.image.flow_from_directory() to feed the image files for training and prediction. Plant Seedlings Classification dataset   Prepare Directory Structure download dataset from  https://www.kaggle.com/c/plant-seedlings-classification/data put original training files in <root>/data/train put original test files in <root>/data/test/0 . Caution: test files must be put into a … Lanjutkan membaca Simple Multiclass Image Classification with Keras

Simple Binary Image Classification with Keras

This article is a simple introduction to simple binary classification for images with Keras deep learning library. There are many ways to do image classification with Keras. Here are the detail of this particular implementation: Type of classification: binary classification. Other type of classification will be the focus of other article Dataset used is Dogs … Lanjutkan membaca Simple Binary Image Classification with Keras

Download the Developer’s Guide to Building AI Applications

Download the Developer’s Guide to Building AI Applications:https://info.microsoft.com/ww-landing-ai-developers-bot-ebook.html Create your first intelligent bot with Microsoft AI.Artificial intelligence (AI) is accelerating the digital transformation for every industry, with examples spanning manufacturing, retail, finance, healthcare, and many others. At this rate, every industry will be able to use AI to amplify human ingenuity. In this e-book, Anand … Lanjutkan membaca Download the Developer’s Guide to Building AI Applications

Machine Learning Free Book

Some free ebooks to learn Machine Learning and related fields Statistics Cameron Davidson-Pilon, Probabilistic Programming & Bayesian Methods for Hackers, Trevor Hastie, Robert Tibshirani, Jerome Friedman, The Elements of Statistical Learning, Springer Machine Learning Jeffrey Stanton, An Introduction to Data Science version 3  , 2013 Nils J. Nilsson , Introduction to Machine Learning, http://ai.stanford.edu/~nilsson/mlbook.html Shai … Lanjutkan membaca Machine Learning Free Book

Google Code-In 2017: My Story

Weeks before GCI (Google Code-In) even started, I keep debating with myself whether to join GCI 2017 or not. I was a GCI 2016 participant and my experience with it was not so good. It was kinda a traumatic experience for me. Long story short, I decided to join. The first thing I have to … Lanjutkan membaca Google Code-In 2017: My Story

Keras Neural Networks and Fabrik

A screenshot of Fabrik I tried to import several keras neural networks  to Fabrik, and this is the result:These are the models I successfully imported: Model Link Fabrik Link https://github.com/anantzoid/VQA-Keras-Visual-Question-Answering http://fabrik.cloudcv.org/caffe/load?id=20180105045732jmyeu https://github.com/LemonATsu/Keras-Image-Caption http://kodu.ut.ee/~leopoldp/2016_DeepYeast/code/caffe_model/ http://fabrik.cloudcv.org/caffe/load?id=20180102135425bzkzy And these are some models I had troubles with: Model Link Successfully Generated the JSON Model? Problem Error Message https://github.com/ykamikawa/SegNet Yes Error … Lanjutkan membaca Keras Neural Networks and Fabrik

Image Captioning Models and Fabrik

No Name URL Framework Note Fabrik 1 NeuralTalk https://github.com/karpathy/neuraltalk Python + numpy obsoleted by NeuralTalk2 2 NeuralTalk2 https://github.com/karpathy/neuraltalk2 Torch Torch incompatible with Fabriq 3 Show and Tell https://github.com/tensorflow/models/tree/master/research/im2txt Tensorflow Tensorflow parser Fabriq incompatible with Fabriq 4 Keras Image Caption https://github.com/LemonATsu/Keras-Image-Caption Keras requires python 3.4+ fail with python 3.6 5 Image Captioning with Spatial Attention in … Lanjutkan membaca Image Captioning Models and Fabrik