Understand Gated Self-Attention for Beginners – Deep Learning Tutorial
Gated Self-Attention is an improvement of self-attention mechanism. In this tutorial, we will discuss it for deep learning beginners.
Machine Learning Tutorials and Examples for Beginners
Machine learning is a data analytics technique that teaches computers to do what comes naturally to humans and animals: learn from experience.
In this page, we write some tutorials and examples on machine learning algorithms and applications. You can learn how to use machine learning in life by following our tutorials.
Understand Maxout Activation Function in Deep Learning – Deep Learning Tutorial
Maxout activation functionin is proposed in paper <
Understand Multi-Head Attention in Deep Learning – Deep Learning Tutorial
Multi-Head Attention is very popular in nlp. However, there also exists some problems in it. In this tutorial, we will discuss how to implement it in tensorflow.
Understand Jensen’s Inequality and Attention Mechanism in Deep Learning – Deep Learning Tutorial
Attention mechanism is an important method to improve the performance of deep learning model. There are two forms of attention, which one we should use? In this tutorial, we will find some tips.
Feature Fusion: Pointwise Addition Or Concatenate Vectors? – Deep Learning Tutorial
In deep learning, we often use a vector to express a target feature, however, how to fuse them if we have got some features? In this tutorial, we will discuss this topic.
Three Ways to Process Out-Of-Vocabulary (OOV) Words in NLP – Machine Learning Tutorial
Out-Of-Vocabulary (OOV) words is an important problem in NLP, we will introduce how to process words that are out of vocabulary in this tutorial.
Understand Position Encoding in Deep Learning: A Beginner Guide – Deep Learning Tutorial
Position is an important feature for deep learning model. For example, in aspect level sentiment analyis, we can use word position to improve the efficiency of classification. In this tutorial, we will introduce how to use position in deep learning model.
A Full List of Sentiment Lexicons for Sentiment Analysis to Download – Machine Learning Tutorial
Sentiment lexicons are important resources to improve the efficiency of sentiment analysis. In this tutorial, we will list some useful sentiment lexicons.
The Relationship of Euclidean Distance and Gaussian Distribution – Machine Learning Tutorial
Can we compute a probability by distance? In this tutorial, we will discuss the relationship of duclidean distance and gaussian distribution, which will help us to convert a distance to a probability.
An Introduction to Multivarible Chain Rule for Beginners
Multivarible chain rule is a good way to analyze the derivative of a machine learning model. In this tutorial, we will introduce it for machine learning beginners.
