Billy Ian's Short Leisure-time Wander

into language, learning, intelligence and beyond

Navigate Through the Current AI Job Market: A Retrospect

Notes on Convex Optimization (5): Newton's Method

Notes on Convex Optimization (4): Gradient Descent Method

Notes on Convex Optimization (3): Unconstrained Minimization Problems

[Notes on Mathematics for ESL] Chapter 10: Boosting and Additive Trees

[Notes on Mathematics for ESL] Chapter 6: Kernel Smoothing Methods

[Notes on Mathematics for ESL] Chapter 5: Basis Expansions and Regularization

Notes on Convex Optimization (2): Convex Functions

Notes on Convex Optimization (1): Convex Sets

[Notes on Mathematics for ESL] Chapter 4: Linear Methods for Classification

[Notes on Mathematics for ESL] Chapter 3: Linear Regression Models and Least Squares

[Notes on Mathematics for ESL] Chapter 2: Overview of Supervised Learning

统计释疑(3)：大数定理和中心极限定理

统计释疑(2)：概率不等式有什么用？

统计释疑(1)：什么是p值

【失控:机器、社会与经济的新生物学】漫谈（二）

【失控: 机器、社会与经济的新生物学】漫谈（一）

Notes on Reinforcement Learning (4): Temporal-Difference Learning

Notes on Reinforcement Learning (3): Monte Carlo Methods

Notes on Reinforcement Learning (2): Dynamic Programming

Notes on Reinforcement Learning (1): Finite Markov Decision Processes

ML With R (3): Logistic Regression

ML With R (2): Regularized Linear Regression

ML With R (1): Linear Regression

阶段性回顾与展望

Probabilistic Graphical Models (1): Introduction

posted in pgm

GSoC 2016: Inferring Infobox Template Class Mappings From Wikipedia and WikiData

Trace of My Study on Machine Learning

Machine Learning Basics(1): Linear Regression

First Post: General Goals