- Definition of a portfolio
- The market portfolio
- The CAPM equation
- CAPM vs. Active management
- CAPM for portfolios
- Implications of CAPM
- Arbitrage Pricing Theory
Machine Learning for Trading--2-3 What is a company worth?
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- What is a company worth?
- Why company value matters?
- The value of a future dollar
- Intrinsic value
- Book value
- Market capitalization
Machine Learning for Trading--2-2 Market Mechanics
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- What is in an order?
- How orders get to the exchange?
Machine Learning for Trading--2-1 Hedge Fund Manager
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- Types of Funds
- How funds attract investors?
- Hedge fund goals and metrics
Information System 10- Developing Informaiton Systems
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Information Systems
Learning Objectives
- Explain the benefits of a software development methodology
- List and describe the phases in the traditional systems development life cycle
- Compare and contrast the traditional systems development life cycle with alternative methodologies
- Explain factors that influence the decision to build custom software or purchase commercial, off-the-shelf software
- Define open source software
- Describe major outsourcing models
- List the benefits and risks of outsourcing
Information System 9- Protecting the Confidentiality and Privacy of Information
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Information Systems
Learning Objectives
- Understand the various threats to information privacy
- Identify technologies and solutions used to protect the confidentiality and privacy of information
- Explain how information privacy is a component of the PAPA ethical framework
- Discuss the relationship between information privacy and information security
Information System 8- Securing Information
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Information Systems
Learning Objectives
- Discuss the relationship between risk management and information security
- Explain the various types of threats to the security of information
- Identify the main goals of information security
- Discuss the different categorizations of security technologies and solutions
- Explain the basic functioning of security technologies and solutions, such as passwords and password managers, two-factor authentication, firewalls, biometrics, encryption, virus protection, and wireless security
- Discuss the main purposes and content of security policies
Machine Learning for Trading--1-8 Optimizers Building a Parameterized Model
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- 使用SciPy找到方程的最小值–Minimize an objective function using SciPy
Machine Learning for Trading--1-7 Sharpe Ratio and Other Portfolio Statistics
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- 计算每日Portfolio的资产价值–Get the Daily Total Value of the Portfolio
- 累积回报率,日均回报率,日回报率方差
- 夏普比例–Sharpe Ratio
Machine Learning for Trading--1-6 Histograms and Scatter Plots
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- 生成柱状统计图–Plot a histogram
- 柱状图统计分析–Computing Histogram Statistics
- 同时plot两个柱状图–Plot Two Histograms together
- 散点图–Scatterplots