SereneField

Mathematics

Linear Algebra

Gaussian elimination, LU Factorization, subspaces, eigenvalues and eigenvectors, SVD, PCA, and other applications.

Probability and Statistics

Conditional probability, expectation, variance, joint probability, MLE and CLT, hypothesis testings, and distributions.

Statistics for Application

LLN, CLT, confidence interval, moment generating functions, and so on. [Still not finish]

Linear Regression

SLR estimaters and bias, MLR estimaters and bias, ANOVA (Type 1/2/3), model diagonsis and selection, logistic regression.

Time Series Analytics

Stationary condition, ARMA models, ARIMA models, partial autocorrelation, exponential smoothing techniques, and Prophet.

Data Visualization Design

Data types, common charts, design principles, basic Matplotlib and Pandas, Stephen Few’s Rules for Color.

Data Acquisition

Data pipeline, text processing, TFIDF, computer networks basics, AWS, cookies, APIs, and Selenium.

Introduction to Machine Learning

Ridge regression, LASSO regression, naive bayes, decision tree, random forest, clustering, and basic pyTorch.

Advanced Machine Learning

Recommender system, backpropagation, neural network, AdaBoosting, gradient boosting, and basic NLP.

Relational Database

PostgreSQL, CRUD, JOIN, indexing, window function, database transaction, and schema refinement.

Non Relational Database

MongoDB, CRUD, and so on. [Still not finish]

Distributed Computing

Apache Spark, Spark operations, Spark RDD and paired RDD, Spark SQL, and Spark MLlib.

Data Pipeline

Apache Airflow, DAG design, operators, sensors, xComs, Hooks, and subDAGs.

D3.js Guildlines

[Not yet finished]

Advanced Python

Python, list comprehensions, set, dictionary, counter, string operations, OS/SYS modules, copies.

Java Programming

Java, data types, loops, input and output, functions and libraries, object oriented programming.

Data Structure and Algorithms

Sorting algorithms, walking algorighms, searching algorithms, graph algorithms.

Operating System

Multi-process, multi-threads, mutual exclusion, condition variables, EDM, IPC, sync, I/O devices, and RPC.

Computer Architecture

RISC assembly, branch prediction, data dependency, Tomasulo's algo, memory ordering, cache and LRU, coherence and consistency.

Web Development

[Not yet finished]

Video Game Design

About how to make a toy game using Unity 3D.

Software Development Process

IDE, VCS, OOP, UML, Android development, requirement engineering, design patterns, black/white-box testing.

Play with Command Lines

Introduction to bash and other command line commands.

Regular Expressions

Introduction to regular expressions.

Computer Systems Experiments

Experiments based on Raspberry Pi.

Information Security Lab

GDB, PWN, ida, shellcode, stack overflow, and so on. [Still not finish]

Git and GitHub

Introduction to git and GitHub. Need updates for rebase.

Algorithms - Backtracking

Algorithms - Divide and Conquer

Algorithms - Hashtable