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The idea "Artificial Intelligence" seems to be a step above "Machine Learning" (Neural Nets, Genetic Algorithms, Particle Swarm, VM's, etc.). The Term "Deep Learning" I've only herd in Neural Nets. Where the type of Neural layer is a "Deep Layer," it is also the most common layer to be used with...

In-Sample and Out-of-Sample are two terms that one needs to understand to at least be able to find profitable systems that actually work live. However, the terms are not solely connected to walk-forward Optimization. Additionally, Walk-Forward Optimization is supposed to minimize Curve-Fitting...

The system needs to be validated on Out-Of-Sample Data. Live Data can be found in a securities history, it just can't be included with In-The-Sample Data. - Andrew

I think research is in order, rather than stating a presidential candidate is lying. Trump may not have stated those numbers as low as originally thought, it may just be the hype that says he did. But something to note, how much do we pay for illegals to get In-State Tuition, or what about...

It looks like an over-fitted A.I. System, but if its not I would trade it if the average Trade covers more than the cost of trading (slippage, etc.).

There is one thing that makes me really weary about AMP, it is the fact that AMP has the right to share your Social Security Number! Found in their privacy statement here: http://www.ampfutures.com/privacy-statement/

I would actually recommend a "half baked language" or really the brokers own coding language because it has the framework for how it should be used on a chart. In other words you don't want to be reinventing the wheel here. In that case I would recommend TradeStation (Broker)...

I don't know why somebody would want to liquidate your whole portfolio all at once, that seems like a way to be set up for failure. Instead I think it would be better to gradually cut out the dead wood in a portfolio over time. If your on the investment basis just look at a weekly bar chart...