摘要：
Optional Reading : Exercise: The Block Problem This example is adapted from the following book: Winston, P. (1993). Artificial Intelligence (3rd ed.). 阅读全文
摘要：
Optional reading: Winston Chapter 3, pp. 47-50 knowledge representation, problem solving (going to be discussed) , architectures Dumb Generators, Dumb 阅读全文
摘要：
Knowledge Representations eg. F=ma Introduction to Semantic Networks The example above is adapted from Raven's test of progressive matrices. For furth 阅读全文
摘要：
Optional Readings : Introduction to Computational Psychometrics Putting Online Learning and Learning Sciences Together: https://www.youtube.com/watch? 阅读全文
摘要：
Characteristics of AI Problems Characteristics of AI Agents What is Knowledge-Based AI? Optional Reading: "What is AI anyway?" - Ashok K. Goel, Jim Da 阅读全文
摘要：
Introduction: What is software engineering? Why do we need it? Importance of Software Engineering Evidence of the Software Crisis You can access the p 阅读全文
摘要：
The RL problem Trading as an RL problem Mapping trading to RL Markov decision problems Unknown transitions and rewards What to optimize? Learning Proc 阅读全文
摘要：
A closer look at KNN solutions What happens as K varies What happens as D varies Metric 1 RMS Error In Sample vs out of sample Which is worse? Cross v 阅读全文
摘要：
a data-centric way to build predictive models The ML problem Supervised regression learning Robot navigation example How it works with stock data Exam 阅读全文
摘要：
this lesson => Buffet said two things => (1) investor skill => (2) breadth / the number of investments Grinold's Fundamental Law breadth => more oppor 阅读全文
摘要：
How data is aggregated tick interval can be day, mintue, ... etc. Price anomaly Stock splits Split adjustment Dividends Adjusting for dividends the cl 阅读全文
摘要：
Risks for hedge funds Two stock scenario Two stock CAPM math how to remove the incluence of the market or beta??? Allocations remove market risk How d 阅读全文
摘要：
What is a company worth? Yes, the value of $1 would typically reduce over time, and the sum of the individual $1's generated every year would converge 阅读全文
摘要：
Computational Investing MC2: Computational Investing Lessons: In this mini-course, we focus on modeling the behavior of stock markets. Projects: Types 阅读全文