只是个人的碎碎念
the sample dataset is reasonably enough to do accurate estimation.
Produce the economic trade-off
What is the expected cost associated with the type-1 error?
Any p bar
Plot the number of cases of made type-1 /type-2 error as a function of p bar.
The meaning of characteristics is not important, just trade them just as variables. It is not the focus.
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Why interpretability is important in marketing?
私募基金
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Finance 的本质
在CV中,图像中relationship很难change.
- Special relationship in prices , the prices may react to it very quickly. Statistical relationship change.
- Momentum trading.
- how long the prediction can last. 因为预测都会高,大家都买。
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使用虚变量
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Cannot find a precise , then use the average one .
Closing: the start of one’s payment.
Closing : the start of your loan. The money the bank
The gap that require your repayment.
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Doesn’t require deep domain knowledge. Just some basic knowledge.
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If you are the modeler happen to know the domain,
Feature engineer, 如果你不知道的话,让data tell you.
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用实习实习的时间,接触你稍微管兴趣的行业实习。
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Balance 广度和深度
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工科学生从事经济专业:
Quantitive investing: signal processing
More high-tech way for investing
CS/Phys/Optimization.
Programming:well -trained for.
Information process
The ability to think to think in a mathematic way.
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Stock selection strategy:
Decay overtime.
Prediction relation can disappear overtime.
This is the inherent feature of finance model.
Stock selection; monitor how many signals are still working .
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在本科阶段,换方向是很正常的一件事情。
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- https://arxiv.org(ML papers are circulated through )
- Kaggle: different :website for doing online