Online Courses
Universities
Scholarships
AI Advisor
Home
›
Online Courses
›
Machine Learning
›
CFA L2 科目一 : 計量分析 + 科目二 : 經濟...
CFA L2 科目一 : 計量分析 + 科目二 : 經濟學
Udemy
Certificate
USD 24.99
Enroll now →
About this course
科目一是數量分析,包括6大知識點:1. 回顧部分一級基礎知識;2. 最小二乘法;3. 線性回歸;4. 時間序列分析;5. 機器學習;6. 大數據分析科目二是經濟學,包括7大知識點:1. 外匯匯率;2. 各種平價理論;3. 外匯套利交易;4. 國際收支平衡;5. 匯率的管理;6. 經濟增長理論;7. 經濟監管數量主要包括三塊內容:回歸分析、時間序列及金融科技(fintech)。相較往年,回歸分析和時間序列分析內容沒有變化,主要變化體現在金融科技部分,有兩個reading組成,分別講機器學習和大資料。回歸分析和時間序列是基本的數理統計知識。在回歸分析的學習中,不僅要熟悉建模、ANOVA表,也要熟悉三種問題的表現、後果、檢測及糾正。時間序列中介紹的模型類型比較多,要做好區別,能夠根據場景判斷是trend model、AR model還是ARCH model。此外要注意隨機遊走、協整性等的概念,也常常會有所涉及。經濟學所包含內容不多,僅匯率換算、經濟增長和經濟規制三塊內容。經濟規制主要為介紹性內容,理解相關經濟學概念。匯率換算部分的內容相對而言最多。主要知識點包含: 1. 買賣差價(bid-ask spread)時的匯率計算2. 貨幣遠期價值計算3. 拋補利率平價(covered interest rate parity)4. 無拋補利率平價(uncovered interest rate parity)5. 遠期匯率平價(forward rate parity)6. 相對購買力平價(relative purchasing power parity)7. 國際費雪平價(international Fisher relation)8. BOP(balance of payment)中的經常帳戶和資本帳戶9. 貨幣政策和財政政策
What you'll learn
understand regression analysis and its applications
analyze time series data and recognize different types of models
apply machine learning concepts in financial contexts
calculate and interpret various economic indicators and exchange rates
Course objectives
to build a solid foundation in quantitative analytical methods relevant to finance
to provide insights into key economic principles affecting global markets
Skills you'll gain
machine learning
big data
regression analysis
monetary policy
fiscal policy
exchange rates
financial analysis
forex
financial technology
economics
time series
arbitrage
Related courses
Data Science Foundations
USD 49
Machine Learning for Trading
USD 49
Data Analytics in the Public Sector with R
USD 49
Data Science as a Field
USD 99
Geographic Information Systems (GIS)
USD 49
Enhancing Reproducible Science with GitHub and Docker
USD 49
Data Visualization & Analytics in Tableau
USD 49
Programming for Python Data Science: Principles to Practice
USD 49
Course details are provided by the platform and may change — always confirm on the provider's site. Links may be affiliate links.