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Neural Networks Libraries

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.RegressorNetsBackProp(100, 0.01, LOSS_MSE_, OPTIMIZER_NONE); //Training


//--- Testing the NN

   vector test_pred = reg_nets.RegressorNetsFF(x_test);
   
   Print("Test Acc ",metrics.r_squared(y_test, test_pred));
   

Outputs:

CS      0       19:20:31.261    Regressor Nets Test (EURUSD,H1) [ Epoch 1/100 ] Cost 0.07168254 Acc 0.11997991 | Elapsed 0.017 Seconds  
CS      0       19:20:31.280    Regressor Nets Test (EURUSD,H1) [ Epoch 2/100 ] Cost 0.02692840 Acc 0.66940996 | Elapsed 0.019 Seconds  
CS      0       19:20:31.300    Regressor Nets Test (EURUSD,H1) [ Epoch 3/100 ] Cost 0.00741691 Acc 0.90894538 | Elapsed 0.020 Seconds  
CS      0       19:20:31.330    Regressor Nets Test (EURUSD,H1) [ Epoch 4/100 ] Cost 0.00375571 Acc 0.95389260 | Elapsed 0.029 Seconds  
....
CS      0       19:20:32.410    Regressor Nets Test (EURUSD,H1) [ Epoch 100/100 ] Cost 0.00035787 Acc 0.99560655 | Elapsed 0.010 Seconds  
CS      0       19:20:32.411    Regressor Nets Test (EURUSD,H1) Test Acc 0.994581797713619

Build complex Neural Network systems with Few Lines of MQL5 code:

What are you getting for your money: NEURAL NETS PACKAGE Including DEVELOPMENT SUPPORT.

  • Pattern recognition neural Networks | NN for identifying patterns in the market
  • Regression Neural Networks | Neural networks files for solving regression problems
  • Kohonen Maps | Self organizing maps

Additional files:

  • Data processing libraries
  • Metrics and accuracy measuring libraries
  • Cross validation libraries

Still skeptic?? I have an open repository for Machine Learning on my GitHub, you might wanna give it a shot https://github.com/MegaJoctan/MALE5. It also have Neural Networks capabilities but not to this level, here everything is for VIP members.

The library is always under development so the prices are due to raise with every release, Currently release is V2.5.4. Each release means the new higher price so you better get it now for this cheap price or never.

After a purchase send me a private message to get all the files, there is no way to add all of them in one product.

For an instant response reach me out on Skype | My skype id is: live:.cid.47cd4a057596030f


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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.
이 라이브러리를 사용하면 EA를 사용하여 거래를 관리할 수 있으며 설명에 언급된 스크립트 코드와 전체 프로세스를 보여주는 비디오의 데모 예제를 사용하여 모든 EA에 통합하기가 매우 쉽습니다. - Place Limit, SL Limit, Take Profit Limit 주문 - 플레이스 마켓, SL-마켓, TP-마켓 주문 - 지정가 주문 수정 - 주문 취소 - 쿼리 주문 - 레버리지, 마진 변경 - 위치 정보 얻기 그리고 더... MT5에 바이낸스 차트가 없는 경우를 제외하고 암호화폐 차트 대여는 선택 사항입니다. 스크립트 데모를 보려면 여기를 클릭하세요. 트레이딩 패널과 거래하고 싶다면 이 제품에 관심이 있으실 것입니다. 이 제품은 Crypto Charting의 애드온입니다. 이 라이브러리를 사용하면 EA를 사용하여 거래를 관리할 수 있으며 설명에 언급된 스크립트 코드와 전체 프로세스를 보여주는 비디오의 데모 예제를
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
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
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
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
Order Book, known also as Market Book, market depth, Level 2, - is a dynamically updated table with current volumes of orders to buy and to sell specific financial instument at price levels near Bid and Ask. MetaTrader 5 provides the means for receiving market book from your broker, but in real time only, without access to its history. The library OrderBook History Library reads market book state in the past from archive files, created by OrderBook Recorder . The library can be embedded into you
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
Teclado trader, é uma BIBLIOTECA que você pode chamar no OnChartEvent para abrir posição de compra/venda/zerar, os botões padrões são: V = venda C = compra Z = zerar posições a mercado S = zerar posições opostas e depois a mercado X = zerar posições opostas Além da função de teclado, é possível mostrar os estados do ExpertAdvisor usando o MagicId, com informação de: lucro mensal, semanal, diario, e posição aberta, para isto use o OnTick, ou qualquer outro evento (OnTimer / OnTrade / OnBookEv
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-
Gold plucking machine   Gold plucking machine is an Expert Advisor designed specifically for trading gold. The operation is based on opening orders using the Fast and Slow lines indicator, thus the EA works according to the "Trend Follow" strategy, which means following the trend. Use grid strategy to place orders without stop loss operation, so please make sure the account has sufficient funds. magic number      -  is a special number that the EA assigns to its orders. Lot Multiplier        -
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
The Trade Tracker Library is used to automatically detect and display trade levels on custom charts. It is an especially useful add-on for EAs that trade on custom charts in MT5. With the use of this library, the EA users can see trades as they are placed via the EA (Entry, SL & TP levels) in real-time. The header file and two examples of EA skeleton files are attached in the comments section (first comment). The library will automatically detect the tradable symbol for the following custom
MT4/5通用交易库(  一份代码通用4和5 ) #ifdef __MQL5__      #define KOD_TICKET ulong      #define KOD_MAGIC   long #else        #define KOD_TICKET long      #define KOD_MAGIC   int #endif class ODLIST; #import "K Trade Lib Pro 5.ex5"       //祝有个美好开始,运行首行加入    void StartGood() ;    //简单开单    long OrderOpen( int type, double volume, int magic, string symbol= "" , string comment= "" , double opprice= 0 , double sl= 0 , double tp= 0 , int expiration= 0 , bool slsetmode= false , bool tpsetmode= false );    //复杂开单
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. What is this The MT5 system comes with very few optimization results. Sometimes we need to study more results. This library allows you to output more results during backtest optimization. It also supports printing more strategy results in a single backtest. 2. Product Features The results of the optimized output are quite numerous. CustomMax can be customized. The output is in the Common folder. It is automatically named according to the name of the EA, and the name of the same EA will be au
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
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 libra
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
이 라이브러리는 키 및 값 배열을 정렬하는 데 사용되며 종종 값을 정렬해야 합니다. 파이썬 언어처럼 sorted(key_value.items(), key = lambda kv:(kv[ 1 ], kv[ 0 ])) 가져오기 기능 사용 시나리오의 예 1. 그리드 EA 주문은 시가에 따라 정렬됩니다. void SortedByOpenPride()   {    long     OrderTicketBuffer[];    double   OpenPriceBuffer[];    for ( int i = PositionsTotal ()- 1 ; i>= 0 ; i--)      {        if (m_position.SelectByIndex(i))         {          OrderTicketBuffer[i] = long (m_position.Ticket());          OpenPriceBuffer[i] = m_position.PriceOpen();         }
제작자의 제품 더 보기
Optimus PrimeX
Omega J Msigwa
Optimus PrimeX: 당신의 NASDAQ 트레이딩 경험을 한 단계 더 높이다! Optimus PrimeX의 힘을 발휘하고, 세심하게 설계된 NASDAQ 트레이딩 로봇을 통해 동적인 금융 시장의 세계를 탐험하세요. 추세 추종 전략을 기반으로 하고 인공 지능으로 미세 조정된 이 전문가 어드바이저는 NASDAQ 지수의 장기적인 상승 특성을 활용하기 위해 개발되었습니다. 다양한 시간 프레임의 전략적 분석 Optimus PrimeX는 4시간, 12시간, 일일 및 주간 시간 프레임에서 포괄적인 분석을 수행하며 사용자가 정의한 리스크 파라미터를 주의 깊게 고려하여 최적의 매수 기회를 식별합니다. 이 AI 기반 접근은 전략적이고 정보에 기반한 트레이딩 경험을 보장합니다.  이 로봇이 구성되어 있는 내용과 수행 가능한 작업에 대한 자세한 내용은 다음 게시물을 읽어보세요 >> https://www.mql5.com/en/blogs/post/754937 리스크 편안한 트레이딩 및 사용자 제어 기본
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 libra
Lumina Vision
Omega J Msigwa
Probability-Based Indicator This indicator analyses price movements of a given period to obtain crucial information for probability distribution analysis such as their mean and standard deviation, Once it has such piece of information it does all the necessary calculations and finally calculates the probability that the current market value will go above or below the given period bars. Since this indicator effectively leverages the power of probability which doesn't lie, It is a powerful indicat
Linear regression AI powered Indicator: Linear regression is a simple yet effective AI technique that is the foundation of complex neural networks, This indicator is built based on linear regression analysis and tries to make predictions on the upcoming event in the market Inputs : train_bars: This controls the number of bars that the price information will be collected and used to train the AI inside it, The greater this value the better also the slower the indicator becomes during initializati
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버전 3.0 2023.03.07
Pattern recognition neural networks plus softmax layer