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Bite-sized lectures on Machine Learning
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How to write a Technical Blog
How to write a Technical Blog
“I hate writing, I love having written.”
Michele Cavaioni
Nov 12, 2018
DeepLearning series: Attention Model and Speech Recognition
DeepLearning series: Attention Model and Speech Recognition
This model is an alternative to the encoder-decoder RNN architecture (see previous blog), and acts similar to how humans translate…
Michele Cavaioni
Mar 14, 2018
DeepLearning series: Sequence-to-Sequence Architectures
DeepLearning series: Sequence-to-Sequence Architectures
This model architecture is useful for machine translation and speech recognition.
Michele Cavaioni
Mar 14, 2018
DeepLearning series: Sentiment Classification
DeepLearning series: Sentiment Classification
Great use of word embeddings (see previous blog) is done by a sentiment classification application.
Michele Cavaioni
Mar 14, 2018
DeepLearning series: Natural Language Processing and Word Embeddings
DeepLearning series: Natural Language Processing and Word Embeddings
In the previous blog related to Sequence Models and Language model generation, we have used a dictionary of words, and each word was…
Michele Cavaioni
Mar 14, 2018
DeepLearning series: Sequence Models
DeepLearning series: Sequence Models
This blog will cover the different architectures for Recurrent Neural Networks, language models, and sequence generation. I will go over…
Michele Cavaioni
Mar 14, 2018
DeepLearning series: Face Recognition
DeepLearning series: Face Recognition
In this write-up, I will describe the techniques to build a face recognition system, through the use of neural networks.
Michele Cavaioni
Feb 23, 2018
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DeepLearning series: Object detection and localization — YOLO algorithm, R-CNN
DeepLearning series: Object detection and localization — YOLO algorithm, R-CNN
In the previous blog I explained the theory behind and how a Convolutional Neural Network works for a classification task. Here I will go a…
Michele Cavaioni
Feb 23, 2018
DeepLearning series: Convolutional Neural Networks
DeepLearning series: Convolutional Neural Networks
In this blog, I will explain the details of Convolutional Neural Networks (CNNs or ConvNets), which have proven to be very effective in…
Michele Cavaioni
Feb 23, 2018
DeepLearning series: How to structure machine learning projects
DeepLearning series: How to structure machine learning projects
In this blog, I will explain how to structure a machine learning project and some useful techniques for deep learning, such as transfer…
Michele Cavaioni
Feb 23, 2018
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