Jobushi, nice research and charts. I agree that the charts in the linked article arent satisfactory to prove the non-random walk theory. But your charts arent satisfactory either to prove the random walk theory. There is a continous debate about ...

Deep learning prediction with DeepMind's Wavenet architecture

What did you try to forecast? price, or did you categorized the label for direction sides?

Deep learning prediction with DeepMind's Wavenet architecture

Hello ninjakiller. The system must be awesome, but of course, it isn't possible to value a house only from seeing the bricks, and the input features are at least as important as the model. What kind of inputs do you use if you can share that info? ...

Deep learning prediction with DeepMind's Wavenet architecture

Jobushy, if it were a pure random walk the price wouldn't react to the events of the world. From the view of an uninformed observer, it can seem randomish, but even without any information about politics, economy, disasters the price movement has ...

Deep learning prediction with DeepMind's Wavenet architecture

MathTrader7, I agree with you. The article shows a technique, which can be used with very different datasets and outputs. I hope it is inspiring for the reader. This isn't a strategy, closer to an indicator. Just updated the main post to avoid ...

Deep learning prediction with DeepMind's Wavenet architecture

FXEZ, I was in a similar situation as you are. Had some experience with C#, made excel data analysis with VB, and used Java. I didn't like Python at all. I was searching for options to use C# or Java for these kinds of things, and I found some, like ...

Deep learning prediction with DeepMind's Wavenet architecture

Thanks for the long post PipMeUp. You have a very good point, this is only an indicator. And it predicts only the next 5-minute bar means, which makes the indicator harder to use than another predictor which predicts some value at a specific time. ...

Deep learning prediction with DeepMind's Wavenet architecture

Hello Yashir, Every code is available on github, and the data processing manual explains the pipeline: url . So you have the code. Just checked, unfortunately, the data files didn't make it to github, are too large. But the tick data is available ...

Deep learning prediction with DeepMind's Wavenet architecture

I trained it on Google Cloud with a single Nvidia K80 GPU. Training a model was some hour, but I trained much more than in the notebook. Last week it became very hard to get google GPU because everybody sitting in home office started using the ...

Deep learning prediction with DeepMind's Wavenet architecture

No, I didn't trade it so far. This is only a prediction, and the outputs of the different models would need different strategies to build around them. The probabilistic output would need lots of thinking about how to find the best strategy for it. ...

Deep learning prediction with DeepMind's Wavenet architecture

Hi, math, especially statistics and linear algebra are a good start. And python knowledge is very important, as most of today's machine learning / deep learning libraries are available in python. Probably you can skip most of the "must have before ...

Deep learning prediction with DeepMind's Wavenet architecture

No, you can't really avoid slippage. But you can try to find news where there is a good chance that after the slippage the price will got further in the same direction for a while. Trading these news can result in profit on average, but needs risk ...

News Trader App and Analysis

The second article is ready. I show my data analysis, how I use the tester, and how I select the parameters for the trades. url

News Trader App and Analysis

Yes, I had some experience with php, Csharp, but i didn't want to learn mql4-5. Instead I began to learn Java and use dukascopy api at the moment. On the long term I think the widespread programming languages worth more. Lots of brokers provide ...

Trading/coding for fantasy games? building careers?

The question itself is paradox. There is no safe amount. You can burn any money with the wrong strategy. Too much money gas its own dangers, because it can't find liquidity and overshifts the price. Some strategies work only with smaller accounts ...

How much money do you need to safely trade forex

You can always use some trailing stop. I usually let the trade run, and don't use TP levels. Sometimes you make very nice trades. But there is two problem (at least I see two problems). 1. GBP pairs like to begin with large slippage, then in the ...

Fundamental/News Thread

We have very different approach, but good to see an other news trader. I wanted to add only a tought: I like news trading, because it isn't time consuming. I try to ride the first seconds, minutes. I see the calendar, prepare a bit for the times I ...

Trade Forex News

Your hypothesis is that forex is a random walk as well. But it isn't. Supply and demand determines the price. But an average retail trader has very little information about these forces, and/or hasn't got enough resource (knowledge, time, research ...

forex why traders lose