AI - driven multi-asset solutions

Disclosures: qplum LLC is a registered investment adviser.  Information presented is for educational purposes only and does not intend to make an offer or solicitation for the sale or purchase of any specific securities, investments, or investment strategies.  Investments involve risk and, unless otherwise stated, are not guaranteed.  Be sure to first consult with a qualified financial adviser and/or tax professional before implementing any strategy discussed herein. Past performance is not indicative of future performance.

What we will cover today

What we will not cover today

Specific trading strategies

Humans vs AI

Recommendations about specific stocks

Bitcoin!

Some background

Assets managed globally: $164 trillion +

 

Fees charged : more than $1 trillion a year

How did we apply CS to Trading?

  1. Better models for short-term prediction ( Data Science not quant )
     
  2. Flawless engineering
     
  3. Faster Inference

Data Science not Quant

How quant has changed over the years

Questions so far?

Job Trends

Nobody wants traders

Nationwide job postings of traders

(Almost) nobody wants quants

Nationwide job postings of quantitative analysts

Machine Learning is booming

Nationwide postings of Machine Learning jobs

Artificial Intelligence is sky-rocketing

Nationwide postings of AI jobs

FinTech!

Nationwide postings of FinTech jobs

Deep Learning in Trading

How would we use Deep Learning in trading?

Why Deep Learning specifically?

Why is it so far behind in asset management?

Why is it picking up now?

Our mission

 

Inspiration: "Towards the science of security analysis"- Benjamin Graham

In future, we should be investing with a trustworthy tool and not experts.

 

The tool should look at every aspect of the data.

The tool should be affordable and efficient.

The tool should know what we have learned already.

... and it should keep learning

The answer is ... Deep Learning

Questions?​

 

gchak@qplum.co

Disclosures: qplum LLC is a registered investment adviser.  Information presented is for educational purposes only and does not intend to make an offer or solicitation for the sale or purchase of any specific securities, investments, or investment strategies.  Investments involve risk and, unless otherwise stated, are not guaranteed.  Be sure to first consult with a qualified financial adviser and/or tax professional before implementing any strategy discussed herein. Past performance is not indicative of future performance.

AI-driven multi-asset portfolios

By qplum

AI-driven multi-asset portfolios

In this talk Gaurav will talk about using AI in the biggest problem in institutional portfolio management, which is tactical asset allocation.

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