Download Prophet Bot Perfect Worldl ((NEW))
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Download Prophet Bot Perfect Worldl
Factor 15: The submitted forecasts all lose the bet and the book’s author acknowledges that he missed the data point. Almost overlooked by the team, this is the only negative entry. Factor 20: People called Prophet and ARIMA a tie. Exactly! Prophet actually beat ARIMA on two trades at the time they were submitted. Factor 40: The month is too short. Factor 45: Too many trades, but all the same direction. Too many trades, consecutive day losses, but the losses were all small.
As with all black box systems, Prophet is a complex algorithm. As such, it’d be overwhelming even for a data scientist to try to analyze it. Cayir, Kozan and Yenidogan had a bunch of manual features selected on their own and even their super-human black box algorithm ARIMA couldn’t understand this data at all. I tried to isolate the important trends in the data.
Unfortunately, the basic building blocks of Bitcoin, like lower-highs, higher-lows, volume changes, and price dips, tend to be driven by a market size that is now many times larger than Bitcoin’s.[18] By default, the Prophet algorithm is fairly broad-based, using information from the entire market as the basis for generating future predictions. In order to focus on local trends in Bitcoin, I used two lower-level components of the algorithm: low-high/low (as a half-edge based on prices and volume metrics), and slope/trend-following (as a half-edge based on price change). This is all run in the market close to the time of every trade and the system is informed by both price and volume information, so in hindsight I’m not even sure that kind of narrowing down the algorithm is necessary.
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