MQL5: Automated Forex Trading, Strategy Tester And Custom ...

EURUSD 1.16655 0.01% GBPUSD 1.34688 0.04% USDJPY 158.922 0.49% USDCHF 0.79678 0.07% GOLD 4589.19 0.17% SILVER 85.704 0.80% BITCOIN 91893.00 0.98% ETHEREUM 3120.66 1.19% S&P 500 6971.30 0.01% NIKKEI 53723 0.64% DAX 25473.7 0.06% BRENT 63.88 0.52% MQL5 Programs Market

Dozens of new automated trading applications appear in the MQL5 Market every day. Choose the right app among 10,000 products and forget about unnecessary routine operations of manual trading.

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Quantum Queen MT5 Quantum Queen MT5 Quantum Queen MT5 Bogdan Ion Puscasu 4.98 (393) Experts Hello, traders! I am Quantum Queen , the crown jewel of the entire Quantum ecosystem and the highest-rated, best-selling Expert Advisor in the history of MQL5. With a proven track record of over 20 months of live trading, I’ve earned my place as the undisputed Queen of XAUUSD. My specialty? GOLD. My mission? Deliver consistent, precise, intelligent trading results — over and over again. IMPORTANT! After the purchase please send me a private message to receive the installation manual and the set 1 399.99 USD AI Gold Sniper MT5 AI Gold Sniper MT5 AI Gold Sniper MT5 Ho Tuan Thang 4.85 (26) Experts LIVE SIGNAL WITH REAL TRADING ACCOUNT:  Default Set File (More than 10 months live trading):  https://www.mql5.com/en/signals/2329380 IC Markets MT5 (More than 7 months live trading):  https://www.mql5.com/en/signals/2340132 Forex EA Trading Channel on MQL5:  Join my MQL5 channel to update the latest news from me.  My community of over 14,000 members on MQL5 . ONLY 3 COPIES OUT OF 10 LEFT AT $599! After that, the price will be raised to $699. EA will be sold in limited quantities to ensure t 599 USD Aot Aot Aot Thi Ngoc Tram Le 4.75 (51) Experts AOT MT5 - Next-Generation AI Multi-Currency System Live Signal: [Main Account] | [Minor Account]  | [Satellite Signal] | AOT Official Channel   IMPORTANT! After purchase, send me a private message to receive the installation manual and setup instructions: Resource Description Understanding AOT's Trading Frequency Why the bot doesn't trade every day How to Set Up AOT Bot Step-by-step installation guide Set files AOT MT5 is an advanced Expert Advisor powered by AI sentiment analysis and Adapt 189 USD Quantum King EA Quantum King EA Quantum King EA Bogdan Ion Puscasu 5 (100) Experts Quantum King EA — Intelligent Power, Refined for Every Trader IMPORTANT! After the purchase please send me a private message to receive the installation manual and the setup instructions. Special Launch Price Live Signal:   CLICK HERE MT4 version : CLICK HERE Quantum King channel:   Click Here ***Buy Quantum King MT5 and you could get Quantum StarMan for free !*** Ask in private for more details! Rule your trading with precision and discipline. Quantum King EA brings the strength of 599.99 USD CryonX EA MT5 CryonX EA MT5 CryonX EA MT5 Solomon Din 5 (10) Experts Cryon X-9000 — Quantum-Infused Autonomous Trading System REAL SIGNAL :  https://www.mql5.com/en/signals/2347543 While many traders manipulate results by running Expert Advisors on cent accounts or very small balances — effectively demonstrating that they do not trust their own systems — this signal operates on a $20,000 real live account . It reflects genuine capital commitment and provides transparent performance without artificial amplification or low-risk distortions typical of cent accounts. 559 USD AI Gold Trading MT5 AI Gold Trading MT5 AI Gold Trading MT5 Ho Tuan Thang 5 (11) Experts LIVE SIGNAL WITH REAL TRADING ACCOUNT:  LIVE SIGNAL IC MARKETS:  https://www.mql5.com/en/signals/2344271 Forex EA Trading Channel on MQL5:  Join my MQL5 channel to update the latest news from me.  My community of over 14,000 members on MQL5 . ONLY 3 COPIES OUT OF 10 LEFT AT $699! After that, the price will be raised to $799. EA will be sold in limited quantities to ensure the rights of all customers who have purchased. AI Gold Trading leverages the advanced GPT-4o model to execute sophisticat 699 USD Zenox Zenox Zenox PETER OMER M DESCHEPPER 4.65 (20) Experts Each time the live signal grows with 10%, the price will be raised to keep Zenox exclusive and protect the strategy. Final price: $2999. Live Signal IC Markets Account, see the live performance for yourself as proof! Download user manual (English) Zenox is a state-of-the-art AI multi-pair swing trading robot that follows trends and diversifies risk across sixteen currency pairs. Years of dedicated development have resulted in a powerful trading algorithm. I used a high-quality dataset starting 1 349.99 USD Nova Gold X Nova Gold X Nova Gold X Hicham Chergui 3.04 (23) Experts Important Note : To ensure full transparency, I am providing access to the real investor account linked to this EA, allowing you to monitor its performance live with no manipulation. Within just 5 days, the entire initial capital was fully withdrawn, and since then, the EA has been trading exclusively with profit funds only, without any exposure to the original balance. The current price of $199 is a limited launch offer, and it will be increased after 10 copies are sold or when the next update 399 USD Golden Hen EA Golden Hen EA Golden Hen EA Taner Altinsoy 5 (13) Experts Overview Golden Hen EA is an Expert Advisor designed specifically for XAUUSD . It operates by combining nine independent trading strategies, each triggered by different market conditions and timeframes (M5, M30, H2, H4, H6, H12, W1). The EA is designed to manage its entries and filters automatically. The core logic of the EA focuses on identifying specific signals. Golden Hen EA does not use grid, martingale, or averaging techniques . All trades opened by the EA use a predefined Stop Loss and T 799 USD X Fusion AI X Fusion AI X Fusion AI Chen Jia Qi 5 (27) Experts X Fusion AI — Neural-Adaptive Hybrid Trading System Limited-time discount. Only 7 out of 20 spots remaining — almost sold out. The price will increase soon to $999 . Running demonstration Live Performance After purchasing, please remember to send us a private message to receive the recommended parameters, instructions, precautions, and usage tips . Thank you very much for your support. Author profile (for MQL5 messaging): https://www.mql5.com/en/users/walter2008 1. Overview X Fusion AI is an a 179 USD Goldwave EA MT5 Goldwave EA MT5 Goldwave EA MT5 Shengzu Zhong 5 (7) Experts LIVE SIGNAL (Real Trading Account) LIVE SIGNAL IC MARKETS:  https://www.mql5.com/en/signals/2339082?source=Site+Signals+My    This EA uses the same logic and execution rules as the verified live signal shown on MQL5 . When used with the recommended and optimized settings , and on a reputable ECN / RAW spread broker , live trading behavior should closely reflect the performance and trade structure of the live signal. Please note that differences in broker conditions, spreads, execution, and VPS e 499 USD Mad Turtle Mad Turtle Mad Turtle Gennady Sergienko 4.52 (77) Experts Symbol XAUUSD Timeframe (period) H1-M15 (any) Support for single-position trading YES Minimum deposit 500 USD  (or the equivalent in another currency) Compatible with any broker YES (supports 2 or 3-digit brokers. Any deposit currency. Any symbol name. Any GMT time.) Runs without pre-configuration YES If you are interested in the topic of machine learning, subscribe to the channel:  Subscribe! Key Facts about the Mad Turtle Project: Real Machine Learning This Expert Advisor does not conne 1 500 USD Aura Ultimate EA Aura Ultimate EA Aura Ultimate EA Stanislav Tomilov 4.83 (90) Experts Aura Ultimate — The Apex of Neural Networks trading, and path to financial freedom. Aura Ultimate is the next evolutionary step in the Aura family — a synthesis of cutting-edge AI architecture, market-adaptive intelligence, and risk-controlled precision. Built on the proven DNA of Aura Black Edition and Aura Neuron, it goes further, fusing their strengths into one unified multi-strategy ecosystem, while introducing a completely new layer of predictive logic. It is very important!, please write 1 000 USD Trade Assistant MT5 Trade Assistant MT5 Trade Assistant MT5 Evgeniy Kravchenko 4.41 (205) Utilities It helps to calculate the risk per trade, the easy installation of a new order, order management with partial closing functions, trailing stop of 7 types and other useful functions. Additional materials and instructions Installation instructions - Application instructions - Trial version of the application for a demo account Line function -   shows on the chart the Opening line, Stop Loss, Take Profit. With this function it is easy to set a new order and see its additional characteristics bef 60 USD Gold Atlas Gold Atlas Gold Atlas Jimmy Peter Eriksson 5 (5) Experts Read This First (Very Important) Not designed for short-term account flipping or fast profits No Martingale / No Grid / No AI Designed for traders focused on long-term consistency Live Results: Live Signal | Main Portfolio | FTMO Results LAUNCH PRICE! The current price is only available for a limited number of copies. Once they are sold, the price will increase. What is Gold Atlas ? Gold Atlas is a professional automated trading system for Gold (XAUUSD). It uses a multi-entry breakout approac 349 USD Vortex Turbo EA Vortex Turbo EA Vortex Turbo EA Stanislav Tomilov 5 (3) Experts Vortex Turbo — “Trade the storm — control the Vortex” Vortex Turbo represents the next evolutionary stage in intelligent trading — a unique development that merges cutting-edge AI architecture, adaptive market logic, and precise risk control. Built upon proven algorithmic principles, it integrates multiple strategies into a unified high-speed ecosystem powered by a new level of predictive intelligence. Designed as a scalping expert for gold XAUUSD(GOLD), Vortex Turbo employs a controlled martin 555 USD Quantum Emperor MT5 Quantum Emperor MT5 Quantum Emperor MT5 Bogdan Ion Puscasu 4.87 (497) Experts Introducing   Quantum Emperor EA , the groundbreaking MQL5 expert advisor that's transforming the way you trade the prestigious GBPUSD pair! Developed by a team of experienced traders with trading experience of over 13 years. IMPORTANT! After the purchase please send me a private message to receive the installation manual and the setup instructions. ***Buy Quantum Emperor EA and you could get Quantum StarMan for free !*** Ask in private for more details Verified Signal:   Click Here MT4 Version 799.99 USD NTRon 2OOO NTRon 2OOO NTRon 2OOO Konstantin Freize 4.33 (18) Experts Hybrid Trading Strategy for XAUUSD – Combination of News Sentiment & Order Book Imbalance This strategy combines two rarely used but highly effective trading approaches into a hybrid system developed exclusively for trading XAUUSD (Gold) on the 30-minute chart . While conventional Expert Advisors often rely on predefined indicators or basic chart patterns, this system is based on an intelligent market access model that integrates real-time data and context-based analysis into its decision-makin 695 USD AI Forex Robot MT5 AI Forex Robot MT5 AI Forex Robot MT5 MQL TOOLS SL 4.52 (66) Experts AI Forex Robot - The Future of Automated Trading. AI Forex Robot is powered by a next-generation Artificial Intelligence system based on a hybrid LSTM Transformer neural network, specifically designed for analyzing XAUUSD and EURUSD price movements on the Forex market. The system analyzes complex market structures, adapts its strategy in real time and makes data-driven decisions with a high level of precision. AI Forex Robot is a modern, fully automated system powered by artificial intelligence 1 599 USD Neptune EA MT5 Neptune EA MT5 Neptune EA MT5 Kalinskie Gilliam 5 (2) Experts Neptune: A Gold Trend-Following EA A professional trend-following system designed for XAUUSD. Attach to a single chart with any timeframe - Neptune manages its own internal timeframes. Neptune identifies high-probability entries using multi-factor confirmation, then protects profits with adaptive exits. Built for traders who want a real edge and not gimmicks. Special launch pricing ends soon!  Price increases with each major update. Current buyers receive all future updates free. Single Trade. N 299 USD The Gold Reaper MT5 The Gold Reaper MT5 The Gold Reaper MT5 Profalgo Limited 4.47 (89) Experts PROP FIRM READY! ( download SETFILE ) WARNING: Only a few copies left at current price! Final price: 990$ Get 1 EA for free (for 2 trade accounts) -> contact me after purchase Ultimate Combo Deal   ->   click here JOIN PUBLIC GROUP:   Click here Live Signal Welcome to the Gold Reaper! Build on the very succesfull Goldtrade Pro, this EA has been designed to run on multiple timeframes at the same time, and has the option to set the trade frequency from very conservative to extreme volatile. The 849 USD ABS GoldGrid ABS GoldGrid ABS GoldGrid Thi Ngoc Tram Le 4.18 (28) Experts S pecial price of  $109  (regular price: $365) . Setup & Usage Guide :  ABS Channel . Real-Time Monitoring:   ABS Signal .  Setup file from live signal Basic setup file What is ABS EA? ABS EA is a professional trading robot developed specifically for XAUUSD (Gold) on the H1 timeframe. It is based on a Martingale system with built-in risk controls . Designed for both new and experienced traders, ABS EA is easy to set up, fully automated, and customizable to fit different trading styles. Ke 109 USD Golden Zephyr Golden Zephyr Golden Zephyr Abdelrahman Ahmed Mahmoud Ahmed 5 (1) Experts Golden Zephyr is an Expert Advisor that merges the reliability of classical support and resistance analysis with a revolutionary proprietary strategy known as Quantum Trend Dynamics . Designed to identify hidden market patterns and subtle shifts in momentum, this EA executes trades with precision, offering both consistency and adaptability across changing market conditions. 119 $, then the price will increase by 10$ for every purchase. Final Price: 699$ Key Features: Dynamic Support and Resista 349 USD Ultimate Breakout System Ultimate Breakout System Ultimate Breakout System Profalgo Limited 5 (29) Experts IMPORTANT : This package will only be sold at current price for a very limited number of copies.    Price will go to 1499$ very fast    +100 Strategies included and more coming! BONUS : At 999$ or higher price --> choose 5  of my other EA's for free!  ALL SET FILES COMPLETE SETUP AND OPTIMIZATION GUIDE VIDEO GUIDE LIVE SIGNALS REVIEW (3rd party) Welcome to the ULTIMATE BREAKOUT SYSTEM! I'm pleased to present the Ultimate Breakout System, a sophisticated and proprietary Expert Advisor (EA) met 1 499 USD

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Ngo Thanh Minh Ngo Thanh Minh 3.33 (8) Gold pro 5 201% growth since 2025 Reliability 87% Algo trading 45 Copy for 30 USD per month LU KUEI LIEH LU KUEI LIEH 4 (8) MCA100 1 018% growth since 2023 Reliability 100% Algo trading 9 Copy for 30 USD per month Mohd Azlan Md Nor Mohd Azlan Md Nor 4.5 (2) Ronin47 8E AUDCAD Since July 2024 Set 2 1 000% growth since 2024 Reliability 100% Algo trading 9 Copy for 50 USD per month Ken Rmah Ken Rmah 5 (1) Kenni Trades Gold Breakout 901% growth since 2025 Reliability 100% Algo trading 8 Copy for 30 USD per month PAVEL UDOVICHENKO PAVEL UDOVICHENKO 5 (1) MultiWay ICM 538% growth since 2024 Reliability 99% Algo trading 12 Copy for 30 USD per month Daniel Moraes Da Silva Daniel Moraes Da Silva 3.74 (14) NoPain MT5 1 668% growth since 2021 Reliability 10% Algo trading 74 Copy for 30 USD per month Laurent Xavier Richer Laurent Xavier Richer 4.37 (9) Golden Nuggets 1 070% growth since 2025 Reliability 94% Algo trading 118 Copy for 37 USD per month Bui Huy Dat Bui Huy Dat 3.9 (13) MSC Gold Invest Pro 569% growth since 2023 Reliability 66% Algo trading 18 Copy for 40 USD per month Tan Thiam Kiat Kelvin Tan Thiam Kiat Kelvin TriumphCFD 1 360% growth since 2025 Reliability 94% Algo trading 16 Copy for 30 USD per month Amanda Wainer Amanda Wainer 3.02 (20) Daily Gold Sniper 738% growth since 2025 Reliability 95% Algo trading 29 Copy for 30 USD per month

Forex VPS for MetaTrader 4/5

We will offer a server with the lowest ping and the best execution Equinix LD4 London, UK 51.5235, -0.636 Equinix NY4 New York, US 40.7765, -74.072 Equinix SP3 Sau Paulo, Brazil -23.4663, -46.8634 Equinix HK1 Hong Kong 22.3656, 114.1171 Servers.com AMS1 Amsterdam, Netherlands 52.3918, 4.665 Servers.com MOW1 Moscow, Russia 55.736, 37.721 Falkenstein FSN1 Falkenstein, Germany 50.4788, 12.3327 Interxion FRA3/FRA8 Frankfurt, Germany 52.3918, 4.665 Aurora 1 Chicago, US 42.0011, -87.9571 Mumbai Mumbai, India 19.1131, 72.8925 Johannesburg Johannesburg, South Africa -25.9305, 28.1362 Singapore Singapore 1.3226704, 103.9186452

Jobs for Freelancers

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Professional programmers deal with hundreds of orders in the MQL5 Freelance section with guaranteed payment and instant withdrawal of earnings through convenient payment systems.

MT5 Indicator / Semi-Automated EA for XAUUSD, XAGUSD & Major Forex Pairs – Low Risk 30 - 100 USD I am looking for an experienced MQL5 developer to build a professional MT5 software (indicator or semi-automated EA) for metals and major forex pairs. 📌 PLATFORM & MARKETS Platform: MetaTrader 5 Instruments: XAUUSD (Gold vs USD) XAGUSD (Silver vs USD) EURUSD GBPUSD USDJPY Trading styles: Scalping Intraday / short-term swing 🎯 MAIN OBJECTIVE I do NOT want an aggressive fully automated robot. I want a 7 Applications MQL5 Indicators Experts Forex Trading robot/indicator debugging Strategy optimization Statistics and mathematics 49 minutes ago Boom & Crash Counter-Spike EA (MT5 – Optional Auto First Order, Daily Profit Cap 30 - 50 USD Boom & Crash Counter-Spike EA for MT5 (Deriv) Project Overview I am looking for an experienced MT5 (MQL5) developer to build a clean, reliable, and well-structured Expert Advisor for trading Boom and Crash indices on Deriv. The EA is designed to trade strictly against spikes: Always SELL Boom indices Always BUY Crash indices This is not an indicator-based or signal-generating system. The EA executes and manages 7 Applications (1) MQL5 Experts 1 hour ago I want to program a digital buying and selling expert. 30 - 200 USD An example of buying and another of selling Buy at the current price. If the price drops by a certain amount, denoted as 'x', buy from below. If it continues to drop, buy from after 'x2'. If it continues to drop, buy from 'x3'. Example: We bought at point zero. The price dropped by 100 points, so we buy. It dropped by 200 points to -300, so we buy. It dropped by 300 points to -600, so we buy. 0 - 100 - 300 - 600 - 23 Applications MQL4 Experts Forex 3 hours ago Basic Prop Firm Trading Simulation & Admin Dashboard (Budget $300–$500) 300 - 500 USD I need a basic simulated trading environment for a prop firm. Requirements: • Simulated trading (no broker branding) • Real-time price feed • Manual admin dashboard • Ability to manually set: • Total drawdown • Daily drawdown • Profit target • Trader dashboard (read-only) • Simple UI (no automation required) Platform: • MT5 or web-based Budget: • $300–$500 This is a basic version, not enterprise software 15 Applications MQL5 Experts Other 7 hours ago Forex trading bot job 600+ USD I am seeking an experienced freelance marketing and algorithmic trading specialist to develop a user-friendly automated trading bot for the Pocket Option platform. The system should feature a simple and secure interface that allows direct login using my existing credentials. The bot will be designed to operate exclusively on multiple OTC currency pairs (a minimum of 10, such as EUR/USD OTC, GBP/JPY OTC, and similar 15 Applications MQL5 Indicators Experts Forex Trading robot/indicator debugging 10 hours ago Algorithmic bot for Pocket Option 30 - 200 USD I am looking for a freelancer in Marketing for online trading. I want to create an automatic algorithmic bot for Pocket Option. With simple interface so I can connect directly with my ID and password Only for Multiple OTC currencies at least 10 pair (EUR/USD OTC, GBP/JPY OTC, etc.) It only works when I am present, not 24/7 Algorithmic precision execution to analyze market trends swiftly and accurately Risk management 6 Applications (6) MQL5 Other 11 hours ago

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PRO TRADING - ISSAM KASSAS PRO TRADING - ISSAM KASSAS 07:41 BLOG: New Fundamentals Blog Just Dropped! This post breaks down the key economic forces and market signals shaping price action — perfect for trading with real context and confidence. https://www.mql5.com/en/blogs/post/766380 Doctor pips Doctor pips 07:17 Current situation on BTCUSD 4h chart. Buy signal. ANY QUESTIONS https://www.mql5.com/en/users/mulindwa23 New Gadgets and Game Tech News New Gadgets and Game Tech News 06:24 Mark Zuckerberg says Meta is launching its own AI infrastructure initiative - https://techcrunch.com/2026/01/12/mark-zuckerberg-says-meta-is-launching-its-own-ai-infrastructure-initiative/ Forecast and Levels Forecast and Levels 06:23 The Next Precious Metals Rally Is Here - https://thetechnicaltraders.com/the-next-precious-metals-rally-is-here/ AI MAP Community AI MAP Community 06:22 hey community, trying much to get in touch with developer Saeid. One month its been running properly. only yesterday the API error 429, i believe its coming for all. if you check your experts tab you can see the same probably. hey bro saeid can you kindly Algo Trading Algo Trading 06:20 Understanding multi-task learning frameworks in financial market analysis reveals key advantages of using the ResNeXt architecture. This architecture employs a shared encoder to achieve robust pattern extraction across diverse tasks, enhancing generalizati SuvashishFx SuvashishFx 05:51 Introducing: Smart Trade Copier Smart Trade Copier — a powerful and reliable solution for traders who want effortless trade copying with full control. Copy trades on the same machine or seamlessly from local PC to VPS, ensuring smooth 24/7 execution It H. Furkan ALGO Robots H. Furkan ALGO Robots 23:51 The trend may be downward throughout the day. I cant wait whole day. You can keep open positions until market open at 03:00 Trend Scalper Trend Scalper 17:37 Best Scalper Oscillator is an indicator for MetaTrader 5 based on mathematical calculations on the price chart. This is one of the most common and useful indicators for finding the trend reversal points. https://www.mql5.com/en/market/product/41479 Beast Super Signal Beast Super Signal 12:43 Hello everyone! Happy Monday! It's a quiet start to the week and things are a bit quiet. If there aren't many good opportunities, that's completely fine, as we only trade when there are good opportunities. If the market is flat or ranging and there isn' FREE EA Factory FREE EA Factory 11:59 ⚠ User Info ⚠ Sector: Standard currencies Full name of the instrument: GBPCAD Optimization starts: 2011-1-13 Optimization ends: 2026-1-9 Orders: 108 Trade direction: BUY Description: Robot for instrument GBPCAD, timeframe H4 Bonuses for newcomers Gold Smart Trading Gold Smart Trading 11:21 GOLD has updated its ATH to 4600. A local range is forming, with growth potential, against the backdrop of escalating geopolitical risks and concerns about the independence of the Fed, which remain Trump's consideration of military operations in Iran amid

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  • Discussing the article: "Building AI-Powered Trading Systems in MQL5 (Part 8): UI Polish with Animations, Timing Metrics, and Response Management Tools"
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Financial Trading Articles

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preview Building AI-Powered Trading Systems in MQL5 (Part 8): UI Polish with Animations, Timing Metrics, and Response Management Tools In this article, we enhance the AI-powered trading system in MQL5 with user interface improvements, including loading animations for request preparation and thinking phases, as well as timing metrics displayed in responses for better feedback. We add response management tools like regenerate buttons to re-query the AI and export options to save the last response to a file, streamlining interaction. preview Larry Williams Market Secrets (Part 3): Proving Non-Random Market Behavior with MQL5 Explore whether financial markets are truly random by recreating Larry Williams’ market behavior experiments using MQL5. This article demonstrates how simple price-action tests can reveal statistical market biases using a custom Expert Advisor. preview Market Simulation (Part 08): Sockets (II) How about creating something practical using sockets? In today's article, we'll start creating a mini-chat. Let's look together at how this is done - it will be very interesting. Please note that the code provided here is for educational purposes only. It should not be used for commercial purposes or in ready-made applications, as it does not provide data transfer security and the content transmitted over the socket can be accessed. preview Successful Restaurateur Algorithm (SRA) Successful Restaurateur Algorithm (SRA) is an innovative optimization method inspired by restaurant business management principles. Unlike traditional approaches, SRA does not discard weak solutions, but improves them by combining with elements of successful ones. The algorithm shows competitive results and offers a fresh perspective on balancing exploration and exploitation in optimization problems. preview Neural Networks in Trading: Multi-Task Learning Based on the ResNeXt Model (Final Part) We continue exploring a multi-task learning framework based on ResNeXt, which is characterized by modularity, high computational efficiency, and the ability to identify stable patterns in data. Using a single encoder and specialized "heads" reduces the risk of model overfitting and improves the quality of forecasts. preview Implementing Practical Modules from Other Languages in MQL5 (Part 06): Python-Like File IO operations in MQL5 This article shows how to simplify complex MQL5 file operations by building a Python-style interface for effortless reading and writing. It explains how to recreate Python’s intuitive file-handling patterns through custom functions and classes. The result is a cleaner, more reliable approach to MQL5 file I/O. preview Creating Custom Indicators in MQL5 (Part 3): Multi-Gauge Enhancements with Sector and Round Styles In this article, we enhance the gauge-based indicator in MQL5 to support multiple oscillators, allowing user selection through an enumeration for single or combined displays. We introduce sector and round gauge styles via derived classes from a base gauge framework, improving case rendering with arcs, lines, and polygons for a more refined visual appearance. preview Data Science and ML (Part 47): Forecasting the Market Using the DeepAR model in Python In this article, we will attempt to predict the market with a decent model for time series forecasting named DeepAR. A model that is a combination of deep neural networks and autoregressive properties found in models like ARIMA and Vector Autoregressive (VAR). preview Creating a mean-reversion strategy based on machine learning This article proposes another original approach to creating trading systems based on machine learning, using clustering and trade labeling for mean reversion strategies.

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