YanginDataDrivenInvestorDecision Tree in Machine LearningMathematics behind Decision Tree and Implementation in Python8 min read·May 17, 2020----
YanginTowards Data ScienceMaximum Likelihood Estimation VS Maximum A PosteriorMathematics behind MLE and MAP, showing the connection and difference5 min read·Sep 15, 2019--7--7
YanginTowards Data ScienceAn Introduction to Naïve Bayes ClassifierFrom theory to practice, learn underlying principles of Perceptron4 min read·Sep 9, 2019--4--4
YanginTowards Data ScienceBuild up a Neural Network with PythonUse Numpy to realize forward propagation and backward propagation7 min read·Jul 22, 2019----
YanginTowards Data ScienceAn Introduction to Perceptron AlgorithmFrom theory to practice, learn underlying principles of Perceptron and implement it on a dataset with stochastic gradient descent6 min read·Jun 19, 2019--2--2
YanginTowards Data ScienceA Tour of Machine Learning and Deep LearningThis series of blogs will have an introduction on the deep learning from both theory and implementation aspect.6 min read·Jun 12, 2019--2--2
YanginTowards Data ScienceAn Introduction to Gradient DescentThis blog will cover following questions and topics:8 min read·May 13, 2019--1--1
YanginTowards Data ScienceAn Introduction to Logistic RegressionDeep dive in logistic regression from theory to practice7 min read·Mar 27, 2019--1--1