Michele CavaioniinMachine Learning bitesHow to write a Technical Blog“I hate writing, I love having written.”Nov 12, 2018Nov 12, 2018
Michele CavaioniinMachine Learning bitesDeepLearning series: Attention Model and Speech RecognitionThis model is an alternative to the encoder-decoder RNN architecture (see previous blog), and acts similar to how humans translate…Mar 15, 2018Mar 15, 2018
Michele CavaioniinMachine Learning bitesDeepLearning series: Sequence-to-Sequence ArchitecturesThis model architecture is useful for machine translation and speech recognition.Mar 15, 20181Mar 15, 20181
Michele CavaioniinMachine Learning bitesDeepLearning series: Sentiment ClassificationGreat use of word embeddings (see previous blog) is done by a sentiment classification application.Mar 15, 2018Mar 15, 2018
Michele CavaioniinMachine Learning bitesDeepLearning series: Natural Language Processing and Word EmbeddingsIn the previous blog related to Sequence Models and Language model generation, we have used a dictionary of words, and each word was…Mar 15, 2018Mar 15, 2018
Michele CavaioniinMachine Learning bitesDeepLearning series: Sequence ModelsThis blog will cover the different architectures for Recurrent Neural Networks, language models, and sequence generation. I will go over…Mar 15, 20182Mar 15, 20182
Michele CavaioniinMachine Learning bitesDeepLearning series: Face RecognitionIn this write-up, I will describe the techniques to build a face recognition system, through the use of neural networks.Feb 23, 2018Feb 23, 2018
Michele CavaioniinMachine Learning bitesDeepLearning series: Object detection and localization — YOLO algorithm, R-CNNIn the previous blog I explained the theory behind and how a Convolutional Neural Network works for a classification task. Here I will go a…Feb 23, 20184Feb 23, 20184
Michele CavaioniinMachine Learning bitesDeepLearning series: Convolutional Neural NetworksIn this blog, I will explain the details of Convolutional Neural Networks (CNNs or ConvNets), which have proven to be very effective in…Feb 23, 20184Feb 23, 20184
Michele CavaioniinMachine Learning bitesDeepLearning series: How to structure machine learning projectsIn this blog, I will explain how to structure a machine learning project and some useful techniques for deep learning, such as transfer…Feb 23, 2018Feb 23, 2018