Blog Archive 2022 Shortcut Learning Hypothesis of Modern Language Models Mar 21 2022 Navigate Through the Current AI Job Market: A Retrospect Jan 06 2022 2018 Notes on Convex Optimization (5): Newton's Method Nov 13 2018 Notes on Convex Optimization (4): Gradient Descent Method Nov 05 2018 Notes on Convex Optimization (3): Unconstrained Minimization Problems Sep 29 2018 2017 [Notes on Mathematics for ESL] Chapter 10: Boosting and Additive Trees Dec 14 2017 [Notes on Mathematics for ESL] Chapter 6: Kernel Smoothing Methods Oct 27 2017 [Notes on Mathematics for ESL] Chapter 5: Basis Expansions and Regularization Oct 24 2017 Notes on Convex Optimization (2): Convex Functions Oct 21 2017 Notes on Convex Optimization (1): Convex Sets Oct 17 2017 [Notes on Mathematics for ESL] Chapter 4: Linear Methods for Classification Oct 15 2017 [Notes on Mathematics for ESL] Chapter 3: Linear Regression Models and Least Squares Sep 27 2017 [Notes on Mathematics for ESL] Chapter 2: Overview of Supervised Learning Sep 01 2017 统计释疑(3):大数定理和中心极限定理 Aug 18 2017 统计释疑(2):概率不等式有什么用? Aug 10 2017 统计释疑(1):什么是p值 Jul 28 2017 【失控:机器、社会与经济的新生物学】漫谈(二) Jan 11 2017 2016 【失控: 机器、社会与经济的新生物学】漫谈(一) Dec 14 2016 Notes on Reinforcement Learning (4): Temporal-Difference Learning Oct 16 2016 Notes on Reinforcement Learning (3): Monte Carlo Methods Oct 14 2016 Notes on Reinforcement Learning (2): Dynamic Programming Oct 06 2016 Notes on Reinforcement Learning (1): Finite Markov Decision Processes Oct 05 2016 ML With R (3): Logistic Regression Sep 20 2016 ML With R (2): Regularized Linear Regression Sep 14 2016 ML With R (1): Linear Regression Aug 31 2016 阶段性回顾与展望 Aug 30 2016 Probabilistic Graphical Models (1): Introduction Apr 28 2016 GSoC 2016: Inferring Infobox Template Class Mappings From Wikipedia and WikiData Apr 26 2016 2015 Trace of My Study on Machine Learning Dec 27 2015 Machine Learning Basics(1): Linear Regression Dec 23 2015 First Post: General Goals Oct 27 2015