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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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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
このライブラリを使用すると、任意の EA を使用して取引を管理でき、説明に記載されているスクリプト コードを使用して任意の EA に簡単に統合でき、完全なプロセスを示すビデオのデモ例も利用できます。 - 指値注文、SL 指値注文、利食い指値注文の発行 - マーケット、SLマーケット、TPマーケットの注文を行う - 指値注文の変更 - 注文をキャンセルする - 注文のクエリ - レバレッジ、マージンの変更 - 位置情報の取得 もっと... MT5 に Binance チャートがない場合を除き、暗号チャートのレンタルはオプションです。 スクリプトのデモについては、 ここをクリックしてください トレーディングパネルでの取引をご希望の場合は、 この製品に興味があるかもしれません
このライブラリは、できるだけ簡単にMetaTrader上で直接OpenAIのAPIを使用するための手段として提供されます。 ライブラリの機能についてさらに詳しく知るには、次の記事をお読みください: https://www.mql5.com/en/blogs/post/756098 The files needed to use the library can be found here: Manual 重要:EAを使用するには、OpenAI APIへのアクセスを許可するために、次のURLを追加する必要があります  添付画像に示されているように ライブラリを使用するには、次のリンクで見つけることができる次のヘッダーを含める必要があります:  https://www.mql5.com/en/blogs/post/756108 #import "StormWaveOpenAI.ex5" COpenAI *iOpenAI(string); CMessages *iMessages(void); CTools *iTools(void); #import これが、ライブラリを簡単に使用するた
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
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
このライブラリは、キーと値の配列をソートするために使用されます。多くの場合、値をソートする必要があります。 Python言語のように sorted(key_value.items(), key = lambda kv:(kv[ 1 ], kv[ 0 ])) インポート機能 利用シーン例 1. グリッド EA 注文は始値に従って並べ替えられます 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();  
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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
Optimus PrimeX: あなたのNASDAQトレーディング体験を高める! Optimus PrimeXの力を解き放ち、動的な金融市場を航海するために精巧に設計されたNASDAQトレーディングロボット。トレンドフォロー戦略に基づき、人工知能で満ち溢れ、NASDAQ指数の長期的な上昇トレンドを活かすよう構築されたこの専門家アドバイザーは、金融市場のダイナミズムに対応するために誕生しました。 複数の時間軸での戦略的分析 Optimus PrimeXは4時間、12時間、デイリー、ウィークリーの時間軸で包括的な分析を行い、人工知能を使用して最適な買いの機会を見つけ出します。ユーザーが設定したリスクパラメータを慎重に考慮しながら。このAI駆動のアプローチは、戦略的で情報満載なトレーディング体験を保証します。 このロボットが構成されている内容やその可能性についての詳細は、この投稿を読んでください >> https://www.mql5.com/en/blogs/post/754937 リスクに優しいトレーディングとユーザーコントロール デフォルトでは、Optimus PrimeXはアカ
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
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
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バージョン 3.0 2023.03.07
Pattern recognition neural networks plus softmax layer