Specialization

Last updated: 2018/05/23

This page collects article series written by the author.

---

Statistical Learning Theory

1. UMSLT01: A Brief History of Regularization Chinese
2. UMSLT02: A Brief History of Neural Networks Chinese
3. UMSLT03: A Gentle Start of Learning Theory Chinese
4. UMSLT04: The Past and Present of SGD Chinese
5. UMSLT05: The Consistency of the Learning Process
6. UMSLT06: Theorem of Large Numbers in Functional Spaces
7. UMSLT07: The Entropy of a Functional Set
8. UMSLT08: The Theory of Non-falsifiability
9. UMSLT09: Three Milestones in Learning Theory
10. UMSLT10: Foundations of Probability and Statistics Theory
11. UMSLT11: Glivenko-Cantelli Theorem and More
12. UMSLT12: Basic Bounds on the Rate of Convergence
13. UMSLT13: Growth Function and VC Dimension
14. UMSLT14: Structural Risk Minimization and Minimum Description Length Principle
15. UMSLT15: Methods of Solving Ill-Posed Problems
16. TBA

Machine Learning Tutorial

GitHub: https://github.com/changkun/ss18-machine-learning-tutorial

---

Human Computation

1. Crowdsourcing and the Wisdom of Crowds (Chinese)
2. Games with a Purpose (GWAPs) (Chinese)
3. Input Data Aggregation and Link Prediction (Chinese)
4. Input Data Aggregation and PageRank (Chinese)
5. Credit Risk Rating Models and Eigenvector Centrality (Chinese)
6. Prediction Markets (Chinese)
7. Social Behavior Analysis (Chinese)
8. Pitfalls in Data Science (Chinese)
9. Solutions to Pitfalls (Chinese)
10. Incentives for System Participation (Chinese)

---

Mathematical Modeling

Mathematical Modeling Problems (Self-made)

• Link (Chinese)

Introduction to Mathematical Modeling Tutorial

• YouTube Playlist
• Table of Contents
  • Lecture 1: What Is Mathematics
  • Lecture 2: Calculus Review
  • Lecture 3: Understanding Matrices
  • Lecture 3: The Miraculous Fixed Point
  • Lecture 3: The Fastest Way to Scroll
  • Lecture 4: Probability Teaches You to Lie
  • Lecture 4: Birthday Problem, Corruption, and Computation Optimization
  • Lecture 4: The Gambler’s Ruin Theorem
  • Lecture 5: Simple Signal Error Correction
  • Lecture 6: Queueing Theory and Birth-Death Processes
  • Lecture 7: Queue Systems and Monte Carlo Methods Part 1 — Linked Queue and Service Counter
  • Lecture 7: Queue Systems and Monte Carlo Methods Part 2 — Timeline and Simulator (Part I)
  • Lecture 7: Queue Systems and Monte Carlo Methods Part 3 — Simulator (Part II) and Bug Fixes
  • Lecture 7: Probabilistic Programming and CPU Resource Contention
  • Lecture 8: Markov Prediction — Transition Probability and Information Dissipation
  • Final Lecture: Hidden Markov Models — Observable vs. Unobservable, Three Fundamental Problems
  • Final Lecture: Markov Models — Three Fundamental Problems and Stock Market Prediction (Part I)
  • Final Lecture: Markov Models — Stock Market Prediction (Part II)

---

The Fastest Guide towards Modern C++ (C++11/14/17)

• GitHub: https://github.com/changkun/modern-cpp-tutorial/

---

C++ Project Tutorial Series

Note: This series was written by the author for Shiyanlou as a hands-on C++ tutorial series.

Phase 1: Basics

• C++ Solar System Simulation Chinese
• C++ Dynamic Object Tracking Chinese
• C++ Bank Queue Service Simulation Chinese
• C++ First-Person Shooter Game Chinese

Phase 2: Intermediate

• Thread Pool in 100 Lines of C++ Chinese
• High-Performance Memory Pool in C++ Chinese
• C++ Web Service Framework (HTTP+HTTPS) Chinese
• C++ Markdown Parser Chinese

Phase 3: Advanced

• C++ Docker Container Implementation Chinese
• C++ Memory Leak Detector Chinese
• High-Performance RTTI Library in C++ Chinese

---

Electron in Practice

• Electron Deep Dive: Practical Summary (Chinese)

---

Lua in One Day

1. Mac Environment Setup and Basic Syntax (Chinese)
2. Table and Array (Chinese)
3. OOP — Table Copying (Chinese)
4. OOP — Function Closures (Chinese)
5. Cocos2d-x and Lua (Chinese)

---

Linux Beginner Notes

1. Linux Basics and File System Structure (Chinese)
2. Essential Linux Commands (Chinese)
3. Essential Vim Commands (Chinese)
4. Linux File System Operations (Chinese)
5. UGO Model and Linux Permissions (Chinese)
6. Linux Networking and Configuration (Chinese)
7. Getting Help (Chinese)

---

Linux Kernel Analysis

1. How Computers Work (Chinese)
2. Time-Slice Round-Robin Scheduling (Chinese)
3. Analysis of start_kernel() (Chinese)
4. System Calls (Chinese)
5. system_call Interrupt Process (Chinese)
6. Process Creation (Chinese)

---

ELK in Practice

1. ELK+Redis Best Practices (Chinese)
2. ELK on Docker Best Practices

---

Docker Quick Start Tutorial

1. Docker Basic Concepts and Operations (Chinese)
2. Docker Image and Container Management (Chinese)
3. Docker Data and Network Management & Docker Security
4. Docker and Dockerfile
5. Docker Operations I: Docker Compose
6. Docker Operations II: Docker Swarm and Kubernetes
7. Docker API and Development

---