Articles

Seasonality Filtering and time period for Deep Learning ONNX models with python for EA for MetaTrader 5

Can we benefit from seasonality when creating models for Deep Learning with python? Does filtering data for the ONNX models help to get better results? What time period should we use? We will cover all of this over this article

Deep Learning GRU model with Python to ONNX with EA, and GRU vs LSTM models for MetaTrader 5

We will guide you through the entire process of DL with python to make a GRU ONNX model, culminating in the creation of an Expert Advisor (EA) designed for trading, and subsequently comparing GRU model with LSTN model

Deep Learning Forecast and ordering with Python and MetaTrader5 python package and ONNX model file for MetaTrader 5

The project involves using Python for deep learning-based forecasting in financial markets. We will explore the intricacies of testing the model's performance using key metrics such as Mean Absolute Error (MAE), Mean Squared Error (MSE), and R-squared (R2) and we will learn how to wrap everything

The RSI Deep Three Move Trading Technique for MetaTrader 5

Presenting the RSI Deep Three Move Trading Technique in MetaTrader 5. This article is based on a new series of studies that showcase a few trading techniques based on the RSI, a technical analysis indicator used to measure the strength and momentum of a security, such as a stock, currency, or

Revisiting an Old Trend Trading Strategy: Two Stochastic oscillators, a MA and Fibonacci for MetaTrader 5

Old trading strategies. This article presents one of the strategies used to follow the trend in a purely technical way. The strategy is purely technical and uses a few technical indicators and tools to deliver signals and targets. The components of the strategy are as follows: A 14-period stochastic

Can Heiken-Ashi Combined With Moving Averages Provide Good Signals Together? for MetaTrader 5

Combinations of strategies may offer better opportunities. We can combine indicators or patterns together, or even better, indicators with patterns, so that we get an extra confirmation factor. Moving averages help us confirm and ride the trend. They are the most known technical indicators and this

Simple Mean Reversion Trading Strategy for MetaTrader 5

Mean reversion is a type of contrarian trading where the trader expects the price to return to some form of equilibrium which is generally measured by a mean or another central tendency statistic

Forum

Wouldn't it be cool to have exponential steps in the strategy tester?

for example I need steps going from 50 de 1000, but need more steps between 50 and 200 ... Am I clear? please add this (if it's possible)

I was traying to make an EA for triangular arbitrage ... and end up with this one 20 Sharpe Ratio

what do you think about this: I'm doing it for other days .... but think I've hit hard with this one... I'm now testing with other symbols and random days (its all from a random day). This result is for 1 h time frame for 1 day

what's this and how can I fix this?

hi, it seems that some times, in tester graphs get wierd and also the testing graphs don't clean one after the other (I don't have an image now) but if one ends in +20, the second drops 20 and the graph doesn't clean (I still see the last graph and the second one is a continuation) does any one know

why do I get this rates wrong?

static matrixf x_norm2m(SAMPLE_SIZE1, 4 ); // matrix for prices normalize //--- request last bars if (!x_norm2m. CopyRates ( _Symbol , _Period , COPY_RATES_OHLC , 1 ,SAMPLE_SIZE1)) { Print ( "CopyRates error" ); ExtPredictedClass=- 1 ; return ; } // Ahora puedes

rates[0][3] is this the las tick of the bar?

hi I'm using this (from an article): if (!rates. CopyRates ( _Symbol , _Period , COPY_RATES_OHLC , 0 , sample_size)) (but doesnt look like the ones of the docs ; why? int CopyRates ( string symbol_name, // symbol name ENUM_TIMEFRAMES timeframe, // period int

SAMPLE_SIZE in models. what is it?

Hi, when I read sample size, I suppose its the whole sample size, iow the length of the data. Is it the sample size or is it the steps in

output dimensions tf.keras.dense

hi i want to have a ohlc output from the model, and not sure if what I'm doing is correct, please tell me if I'm doing 0k if I have this input: n_features=x_train.shape[2] n_steps_in, n_steps_out = time_step,4 kernel_reg=l2(0.0001) n_kernel=2 verbose, n_epoch, batch_size = 1, 4000, 256 n_output=2

high and low strategies

hi I would like to know if there is a good strategy when forecasting highs and lows (ohlc), any links that can help

error validating in Market

hi this error appears: Validation state: Validation completed with errors Errors count 1 Started 2024.04.17 19:37:18 Finished 2024.04.17 19:38:29 Type Expert Advisor test on EURUSD,H1 (netting) PE 0 19:38:21.402 Core 1 2021.02.01 00:00:00 El nombre del símbolo es: EURUSD strategy tester report 128

_Symbol or Symbol() ... any way to get in a string the symbol name?

Hi I want to get the symbol name , can I do it with _Symbol or Symbol()? if not, any other way