데이터 사이언스 스쿨 7기 프로그래밍

• 박두진 강사

데이터 사이언스 스쿨 7기 수학

• 김도형 강사

• Matrix
• System of Linear Equations
• Linear Algebra Geometric Approach
• Matrix Decomposition

• Probability
• Bayesian Theorem
• Probability Density Function
• Mean / Variance
• Continuous Distribution
• Discrete Distribution
• Bayesian Distribution
• Conditional Joint Probability
• Covariance / Covariance Coefficient
• Test Statistics
• Most Likelihood Estimation

계량경제학 - 부산대학교 | KOCW 공개 강의

회귀분석 with Fastcampus

• Ordinary Least Square Regression Analysis
• Multivariable Regression
• Categorical Data Analysis
• ANOVA / R Square
• PCA
• Regularization

• Logistic Regression
• Linear Discriminant Analysis
• Naive Bayesian
• Entropy
• Decision Tree
• Support Vector Machine
• Ensemble / Boosting Method
• K-means Clustering
• Affinity Propagation
• Hierarchical Clustering

• Perceptron
• Neural Network
• Convolutional Neural Network
• Recurrent Neural Network
• Generative Adversarial Network

• syntax, function, class, module, debug
• Data Analysis Packages

• numpy
• pandas
• matplotlib

• Web Crawling
• REST API
• Slack Chat-Bot
• recommendation system

• SQL : MySQL
• NoSQL : MongoDB

• Amazon Web Service EC2
• FTP : FileZilla
• crontab / xvfb

• HTML
• CSS
• JavaScript