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The Matrix

Matrix is the foundation of complex trading algorithms as it helps you perform complex calculations effortlessly and without the need for too much computation power, It's no doubt that matrix has made possible many of the calculations in modern computers as we all know that bits of information are stored in array forms in our computer memory RAM,
Using some of the functions in this library I was able to create machine learning robots that could take on a large number of inputs
To use this library effectively, some mathematical knowledge about linear algebra is required


Read the Docs

Full documentation of the library is linked here https://www.mql5.com/en/blogs/post/750249


Step o1: Importing the Functions

The Functions inside this library are easy to use and one can understand them at a glance

#import "The Matrix.ex5"

         void   CSVToMatrix(double &Matrix[],int &mat_rows,int &mat_cols,string csv_file,string sep=",");
         bool   IsMatrixSquare(double &Matrix[]);
         void   MatrixDetectType(double &Matrix[],int rows,int &__r__,int &__c__);
         void   MatrixMultiply(double &A[],double &B[],double &AxBMatrix[], int colsA,int rowsB,int &new_rows,int &new_cols);
         void   MatrixPrint(double &Matrix[],int cols,int digits=5);
         void   MatrixDuplicate(double &Matr[],int times);                 
         
         void   MatrixGetColumn(double &Matrix[],int column,int &cols);
         void   MatrixRemoveColumn(double &Matrix[],int column,int &cols);
         void   MatrixRemoveRowWithContent(string &dataArr[], string content_detect, int cols);
         
         void   MatrixTranspose(double &Matrix[], int &mat_cols);
         void   MatrixUnTranspose(double &Matrix[], int to_cols);
         
         void   MatrixInverse(double &Matrix[]);
         void   Gauss_JordanInverse(double &Matrix[],int mat_order);
                  
#import

Why Buy this Library

  • Development support
  • Carefully debugged code for the complex programs you care about
  •  I'm open-minded to new features and am willing to fix issues whenever you found one 

Satisfaction Guaranteed

The Library is currently priced at 35$ because it is the early version, the price will occasionally be increased as the library gets updated



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3.86 (7)
WalkForwardOptimizer library allows you to perform rolling and cluster walk-forward optimization of expert advisers (EA) in MetaTrader 5. To use the library include its header file WalkForwardOptimizer.mqh into your EA source code, add call provided functions as appropriate. Once the library is embedded into EA, you may start optimization according to the procedure described in the User guide . When it's finished, intermediate results are saved into a CSV file and some special global variables.
OpenAI Library MT5
VitalDefender Inc.
该库旨在提供一种尽可能简单的方法,直接在MetaTrader上使用OpenAI的API。 要深入了解库的潜力,请阅读以下文章: https://www.mql5.com/en/blogs/post/756098 The files needed to use the library can be found here: Manual 重要提示:要使用EA,需要添加以下URL以允许访问OpenAI API  如附图所示 要使用该库,需要包含以下Header,您可以在以下链接找到:  https://www.mql5.com/en/blogs/post/756108 #import "StormWaveOpenAI.ex5" COpenAI *iOpenAI(string); CMessages *iMessages(void); CTools *iTools(void); #import 这就是您需要的所有信息,以便轻松使用该库。 以下是如何轻松使用该库并与OpenAI的API交互的示例 #include <StormWaveOpenAI.mqh>       //--- 包含用于A
AO Core
Andrey Dik
3 (2)
AO Core is the core of the optimization algorithm, it is a library built on the author's HMA (hybrid metaheuristic algorithm) algorithm. An example of using AO Core is described in the article: https://www.mql5.com/ru/articles/14183 https://www.mql5.com/en/blogs/post/756510 This hybrid algorithm is based on a genetic algorithm and contains the best qualities and properties of population algorithms.  High-speed calculation in HMA guarantees unsurpassed accuracy and high search capabilities,
The library is dedicated to help manage your trades, calculate lot, trailing, partial close and other functions. Lot Calculation Mode 0: Fixed Lot. Mode 1: Martingale Lot (1,3,5,8,13) you can use it in different way calculate when loss=1 ,when profit=0. Mode 2: Multiplier Lot (1,2,4,8,16) you can use it in different way calculate when loss=1 ,when profit=0. Mode 3: Plus Lot (1,2,3,4,5) you can use it in different way calculate when loss=1 ,when profit=0. Mode 4: SL/Risk Lot calculate based on
This is a simplified and effective version of the library for walk forward analysis of trading experts. It collects data about the expert's trade during the optimization process in the MetaTrader tester and stores them in intermediate files in the "MQL5\Files" directory. Then it uses these files to automatically build a cluster walk forward report and rolling walk forward reports that refine it (all of them in one HTML file). Using the WalkForwardBuilder MT5 auxiliary script allows building othe
BitMEX Trading API
Romeu Bertho
5 (1)
Cryptocurrency analysis has never been easier with Crypto Charts for MetaTrader 5. Now, trading on BitMEX has never been easier with BitMEX Trading API for MetaTrader 5. BitMEX Trading API library was built to be as easy to use as possible. Just include the library into your Expert Advisor or Script, call the corresponding methods and start trading! Features Trade on BitMEX and BitMEX Testnet. Build and automate your strategies. Concern more with the trading strategy logic and less with the c
Goliath Mt5
Nicolokondwani Biscaldi
Goliath MT5 - scalper fully automated Expert Advisor for medium-volatile forex markets P roperties: The Library trades 10 currency pairs (USDCHF, EURCHF, EURGBP, AUDUSD, USDCAD, GBPUSD, EURUSD, NZDUSD, CADCHF, EURAUD, EURCAD, AUDJPY) The Library does not use martingale The Library sets a fixed stop loss and take profit for all orders The Library only trades a user input volume The Library can be installed on any currency pair and any timeframe Recommendations: Before using on a real account,
Binance Library
Hadil Mutaqin SE
5 (1)
The library is used to develop automatic trading on Binance Spot Market from MT5 platform. Support all order types: Limit, Market, Stop-Limit and Stop-Market. Support margin trading. Automatically display the chart on the screen. Usage: - Open MQL5 demo account - Move BinanceLib.ex5 from folder \MQL5\Scripts\Market to MQL5\Libraries - Download Header   file and EA sample https://www.mql5.com/en/code/download/34972_260999.zip Copy Binance.mqh header file to folder \MQL5\Include Copy  BinanceEA-
The library is used to develop automatic trading on Binance Futures Market from MT5 platform. Support all order types: Limit, Market, Stop-Limit, Stop-Market , StopLoss and TakeProfit. Automatically display the chart on the screen. Usage: - Open MQL5 demo account - Move BinanceFuturesLib.ex5 from folder \MQL5\Scripts\Market to MQL5\Libraries -  Download Header file and EA sample https://www.mql5.com/en/code/download/34976_252386.zip Copy BinanceFutures.mqh header file to folder \MQL5\Include C
If you're a trader looking to use Binance.com and Binance.us exchanges directly from your MetaTrader 5 terminal, you'll want to check out Binance Library MetaTrader 5. This powerful tool allows you to trade all asset classes on both exchanges, including Spot, USD-M   and COIN-M futures, and includes all the necessary functions for trading activity. With Binance Library MetaTrader 5, you can easily add instruments from Binance to the Symbols list of MetaTrader 5, as well as obtain information ab
1. 这是什么 MT5系统自带的优化结果非常少,有时候我们需要研究更多的结果,这个库可以让你在回测优化时可以输出更多的结果。也支持在单次回测时打印更多的策略结果。 2. 产品特色 优化的输出的结果非常多。 可以自定义CustomMax。 输出结果在Common文件夹。 根据EA名称自动命名,且同一个EA多次回测会自动更新名称,不会覆盖上一次的结果。 函数非常简单,你一眼就可以看懂。 #import "More BackTest Results.ex5" // Libraries Folder, Download from the market. //---Set CustomMax void iSetCustomMax( string mode); //---Display multiple strategy results when backtesting alone (not opt). void iOnDeinit(); //--- void iOnTesterInit(); double iOnTester(); void iOnTesterPass( string lang
This library implements a few functions to simplify the programming of Expert Advisors. * Build your own EA for MT5 / Binance, with a easy support for multisymbol / multytimeframe * Different SFE EAs based on the library provided. * Base signals of SFE EAs are inlcuded in base version. All the Pro filters and management are included in the base version all the 2022. * Customize the provided SFE Lib EA by changing or implementing its rules.. * Review the existing or ask for video tutorials to
EA Toolkit
Esteban Thevenon
EA Toolkit   is a library that allows any developer to quickly and easily program Advisor experts. It includes many functions and enumerations such as trailing stop, lot, stop loss management, market trading authorisations, price table updates, trading conditions and many more. Installation + Documentation : You will find all the information to install this library and the documentation of its functions on this GitHub : https://github.com/Venon282/Expert-Advisor-Toolkit WARNING : The installa
This is standard library built for flexible neural Networks with performance in mind. Calling this Library is so simple and takes few lines of code:    matrix Matrix = matrix_utils.ReadCsv( "Nasdaq analysis.csv" );       matrix x_train, x_test;    vector y_train, y_test;         matrix_utils.TrainTestSplitMatrices(Matrix,x_train,y_train,x_test,y_test, 0.7 , 42 );    reg_nets = new CRegressorNets(x_train,y_train,AF_RELU_,HL, NORM_MIN_MAX_SCALER); //INitializing network       reg_nets.RegressorN
Hello everyone! I am a professional MQL programmer , Making EAs, Indicators and Trading Tools for my clients all over the world. I build 3-7 programs every week but I seldomly sell any ready-made Robots. Because I am fastidious and good strategy is so few...  this EA is the only one so far I think its good enough to be published here.  As we all know, the Ichimoku indicator has become world popular for decades, but still, only few people knows the right way of using it, and if we check the cl
Applying these methods, I managed to arrive at a nuanced conclusion that is crucial to understanding the importance of unique strategies in contemporary trading. Although the neural network advisor showed impressive efficiency in the initial stages, it proved to be highly unstable in the long run. Various factors such as market fluctuations, trend changes, external events, etc. cause its operation to be chaotic and eventually lead to instability. With these experiences, I accepted the challenge
Introducing "TG Risk Service Manager" — your comprehensive toolkit for swift and precise risk management and lot size calculations in the dynamic world of trading. Designed to streamline development processes and enhance trading strategies, this indispensable library equips developers with essential tools for optimizing risk assessment and trade profitability. Metatrader4 Version |  All Products  |  Contact   Key Features: Efficient Lot Size Calculation : Harness the power of precise lot size
This is an EXPERT with a FOCUS on LEARNING and PROFESSIONAL DEVELOPMENT!!! The idea of this product is to commercialize the source code, allowing those who want to develop their own robots, or start a professional activity developing customized experts, to have a reference source code that helps them in the learning and development process. This source code will be increased, that is, new functionalities will be created, thus allowing the project to continue evolving. For every 10 sales a new v
该库将允许您使用任何 EA 来管理交易,并且非常容易集成到任何 EA 上,您可以使用描述中提到的脚本代码以及显示完整过程的视频演示示例自行完成。 - 下限价、止损限价和止盈限价订单 - 下达市场订单、SL 市场订单、TP 市场订单 - 修改限价订单 - 取消订单 - 查询订单 - 更改杠杆、保证金 - 获取位置信息 和更多... 租赁加密货币图表是可选的,除非您的 MT5 上没有币安图表。 对于脚本演示:单击此处 如果您想与交易面板进行交易,您可能对此产品感兴趣 该产品是加密图表的插件 该库将允许您使用任何 EA 来管理交易,并且非常容易集成到任何 EA 上,您可以使用描述中提到的脚本代码以及显示完整过程的视频演示示例自行完成。 - 下限价、止损限价和止盈限价订单 - 下达市场订单、SL 市场订单、TP 市场订单 - 修改限价订单 - 取消订单 - 查询订单 - 更改杠杆、保证金 - 获取位置信息 和更多... 租赁加密货币图表是可选的,除非您的 MT5 上
MetaCOT 2 CFTC ToolBox is a special library that provides access to CFTC (U.S. Commodity Futures Trading Commission) reports straight from the MetaTrader terminal. The library includes all indicators that are based on these reports. With this library you do not need to purchase each MetaCOT indicator separately. Instead, you can obtain a single set of all 34 indicators including additional indicators that are not available as separate versions. The library supports all types of reports, and prov
WalkForwardOptimizer MT5
Stanislav Korotky
3.86 (7)
WalkForwardOptimizer library allows you to perform rolling and cluster walk-forward optimization of expert advisers (EA) in MetaTrader 5. To use the library include its header file WalkForwardOptimizer.mqh into your EA source code, add call provided functions as appropriate. Once the library is embedded into EA, you may start optimization according to the procedure described in the User guide . When it's finished, intermediate results are saved into a CSV file and some special global variables.
Native Websocket
Racheal Samson
5 (2)
An   easy to use, fast,  asynchronous   WebSocket library  for MQL5. It supports: ws://   and   wss://  (Secure "TLS" WebSocket) text   and   binary   data It handles: fragmented message  automatically (large data transfer) ping-pong   frames  automatically (keep-alive handshake) Benefits: No DLL required. No OpenSSL installation required. Up to 128 WebSocket Connections from a single program. Various Log Levels for error tracing Can be synchronized to MQL5 Virtual Hosting . Completely native to
OpenAI Library MT5
VitalDefender Inc.
该库旨在提供一种尽可能简单的方法,直接在MetaTrader上使用OpenAI的API。 要深入了解库的潜力,请阅读以下文章: https://www.mql5.com/en/blogs/post/756098 The files needed to use the library can be found here: Manual 重要提示:要使用EA,需要添加以下URL以允许访问OpenAI API  如附图所示 要使用该库,需要包含以下Header,您可以在以下链接找到:  https://www.mql5.com/en/blogs/post/756108 #import "StormWaveOpenAI.ex5" COpenAI *iOpenAI(string); CMessages *iMessages(void); CTools *iTools(void); #import 这就是您需要的所有信息,以便轻松使用该库。 以下是如何轻松使用该库并与OpenAI的API交互的示例 #include <StormWaveOpenAI.mqh>       //--- 包含用于A
AO Core
Andrey Dik
3 (2)
AO Core is the core of the optimization algorithm, it is a library built on the author's HMA (hybrid metaheuristic algorithm) algorithm. An example of using AO Core is described in the article: https://www.mql5.com/ru/articles/14183 https://www.mql5.com/en/blogs/post/756510 This hybrid algorithm is based on a genetic algorithm and contains the best qualities and properties of population algorithms.  High-speed calculation in HMA guarantees unsurpassed accuracy and high search capabilities,
T5L Library is necessary to use the EAs from TSU Investimentos, IAtrader and others. It contains all the functions framework needed to Expert Advisors working properly.  ツ - The Expert Advisors from  TSU Investimentos does not work without this library,  the T5L library can have updates during the year - At this Library you will find several funcionalities like order sends, buy and sell, trigger entry points check, candlestick analyses, supply and demmand marking and lines, and much more. 
The library is dedicated to help manage your trades, calculate lot, trailing, partial close and other functions. Lot Calculation Mode 0: Fixed Lot. Mode 1: Martingale Lot (1,3,5,8,13) you can use it in different way calculate when loss=1 ,when profit=0. Mode 2: Multiplier Lot (1,2,4,8,16) you can use it in different way calculate when loss=1 ,when profit=0. Mode 3: Plus Lot (1,2,3,4,5) you can use it in different way calculate when loss=1 ,when profit=0. Mode 4: SL/Risk Lot calculate based on
This is a simplified and effective version of the library for walk forward analysis of trading experts. It collects data about the expert's trade during the optimization process in the MetaTrader tester and stores them in intermediate files in the "MQL5\Files" directory. Then it uses these files to automatically build a cluster walk forward report and rolling walk forward reports that refine it (all of them in one HTML file). Using the WalkForwardBuilder MT5 auxiliary script allows building othe
BitMEX Trading API
Romeu Bertho
5 (1)
Cryptocurrency analysis has never been easier with Crypto Charts for MetaTrader 5. Now, trading on BitMEX has never been easier with BitMEX Trading API for MetaTrader 5. BitMEX Trading API library was built to be as easy to use as possible. Just include the library into your Expert Advisor or Script, call the corresponding methods and start trading! Features Trade on BitMEX and BitMEX Testnet. Build and automate your strategies. Concern more with the trading strategy logic and less with the c
作者的更多信息
线性回归人工智能驱动指标: 线性回归是一种简单而有效的人工智能技术,是复杂神经网络的基础,该指标基于线性回归分析构建,并试图对市场即将发生的事件做出预测 输入: train_bars:这控制了价格信息将被收集并用于训练其中的 AI 的柱数,该值越大越好,而且指标在初始化期间变得越慢,我建议值为 1000 Predict_next_bars:这决定了您希望指标接下来预测的蜡烛数量,默认情况下该值设置为 10。因为该指标尝试预测接下来 10 个蜡烛的上涨位置。 如果指标预测高于当前价格,则意味着指标预测市场将看涨,否则将看跌 include_ precision:设置为 true 时,指标会计算之前在预测过程中所犯的错误,并将这些错误的平均值包含在新的预测中,以使指标更加准确 在右下角,指示器显示有关训练和测试准确性、精度误差和平均/平均误差的有价值的信息。 在使用指标之前,请确保训练和测试准确度均为 0.6 至 0.9 范围内的良好值,分别代表 60% 至 90% 的准确度。如果指标没有为特定交易品种提供良好的准确度值,则该指标 可能不适合这样的符号。 该指标最适合所有
Optimus PrimeX
Omega J Msigwa
Optimus PrimeX:提升您的NASDAQ交易体验! 释放Optimus PrimeX的力量,这是一款精心设计的NASDAQ交易机器人,旨在横扫金融市场的动态领域。建立在趋势跟随策略的基础上,并融入了人工智能偏置,该专家顾问旨在利用NASDAQ指数的长期看涨特性。 跨时间框架的战略分析 Optimus PrimeX在4小时、12小时、日线和周线的时间框架上进行全面分析,利用人工智能识别最佳买入机会,同时谨慎考虑用户设定的风险参数。人工智能驱动的方法确保了战略和知情的交易体验。 有关此机器人的构成和其能够执行的详细信息,请阅读此文章 >> https://www.mql5.com/en/blogs/post/754937 风险友好交易与用户控制 默认情况下,Optimus PrimeX采用风险友好的方法,在最多四笔交易中风险约为账户余额的10%。例如,如果您的账户余额为$1000,那么每笔交易的风险就为$25。这四笔交易的时间框架基于4小时、12小时、日线和周线的策略。 可定制的专家顾问输入 Optimus PrimeX为用户提供可定制的输入,允许根据个人偏好进行微调。诸如sta
This is standard library built for flexible neural Networks with performance in mind. Calling this Library is so simple and takes few lines of code:    matrix Matrix = matrix_utils.ReadCsv( "Nasdaq analysis.csv" );       matrix x_train, x_test;    vector y_train, y_test;         matrix_utils.TrainTestSplitMatrices(Matrix,x_train,y_train,x_test,y_test, 0.7 , 42 );    reg_nets = new CRegressorNets(x_train,y_train,AF_RELU_,HL, NORM_MIN_MAX_SCALER); //INitializing network       reg_nets.RegressorN
Lumina Vision
Omega J Msigwa
基于概率的指标 该指标分析给定时期的价格变动以获得概率分布分析的关键信息,例如它们的均值和标准差,一旦有了这些信息,它就会进行所有必要的计算,最后计算出当前市场价值的概率 高于或低于给定的周期柱。 由于该指标有效地利用了不会说谎的概率的力量,因此它是一个强大的指标,需要放在任何认真的交易者的工具箱中。 当试图为短期交易者和长期交易者以及正在寻找良好进入市场以最大程度减少回撤或一些严格止损的人寻找最佳市场切入点时,该指标可能很方便 早早被击中。 该指标很可能用作退出信号确认。 读取指标值 这个指标很容易使用,在子窗口的左上角指标显示买入概率和卖出概率,即使卖出概率标记为负值它也不是负值,负值有助于做出 在绘制指标期间直方图出现在下方:例如; 当指标显示 概率指标 0.83,-0.17。 它只是意味着买入的概率为 83%,卖出的概率为 17% 概率指标 0.17, -0.83, 简单的说买入的概率是17%,卖出的概率是83% 这是该指标的早期版本,价格为 55 美元,每次更新价格都会上涨,敬请期待 保证满意!!
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版本 2.50 2022.08.20
Matrix Get column and Remove column bugs fixed
版本 2.30 2022.08.19
Bugs fixed
Functions added
Library has been much more simplified in terms of usage