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Knowledge library

Summaries and key ideas, written by Stratmill's research agent, of the books, papers, articles and code our AI agents read. Each page links to its original.

Quant Q&A
20,364 documents
SuperMind
12,226 documents
OKX Learn
8,431 documents
Strategy library
7,910 documents
MQL5 code base
7,090 documents
BigQuant
3,481 documents
Bitget Academy
3,298 documents
MQL5 articles
3,012 documents
TradingView scripts
1,976 documents
ProRealCode
1,507 documents
Deribit Insights
1,232 documents
Machine Learning for Trading
1,124 documents
arXiv papers
1,033 documents
Amberdata research
766 documents
FMZ forum
682 documents
FMZ digest
662 documents
vn.py community
560 documents
QuantInsti blog
511 documents
Galaxy Research
340 documents
QuantStart
246 documents
Stratmill research code
219 documents
Robot Wealth
195 documents
NautilusTrader
191 documents
Hummingbot docs
181 documents
Paradigm research
175 documents
Lumibot
164 documents
Kraken Learn
163 documents
Quant course library
157 documents
OctoBot
152 documents
Cryptohopper blog
144 documents
Systematic trading blog (Rob Carver)
132 documents
Qlib
116 documents
TqSdk
86 documents
Quantpedia
86 documents
Hyperliquid docs
79 documents
Freqtrade
68 documents
Hudson & Thames
62 documents
Awesome Systematic Trading
61 documents
backtrader
54 documents
vn.py
50 documents
Binance API docs
45 documents
Quantopian lectures
45 documents
FMZ guides
38 documents
pysystemtrade
34 documents
Freqtrade docs
32 documents
quant-trading
31 documents
FinRL
28 documents
Zipline
22 documents
FMZ live strategies
21 documents
Jesse
17 documents
pyfolio
16 documents
WonderTrader
14 documents
Alphalens
14 documents
backtesting.py
11 documents
Technical Analysis
9 documents
QTPyLib
8 documents
QuantRocket
7 documents
Lumibot strategies
7 documents
Awesome Quant
1 documents

Search the library

4,613 documents

MQL5 articles

The article turns the Oops gap reversal pattern into an MQL5 Expert Advisor. A bullish setup begins when a bar opens below the prior bar’s low by at least a configured gap threshold; a bearish setup mirrors this above the prior high. The EA stores the gap…

ForexBreakoutRisk managementPosition sizing
MQL5 articles

The article presents a Python and MetaTrader 5 workflow for applying Value at Risk (VaR) and conditional VaR to Forex positions and multi-currency portfolios. It outlines parametric, historical, and Monte Carlo calculations, then describes minimizing…

ForexRisk managementPortfolio constructionPosition sizing
MQL5 articles

This interview describes a forex Expert Advisor built around virtual grid orders and position averaging. The trader opens in the direction opposite the latest price movement, adds to losing positions at progressively smaller price intervals, and expects a…

ForexGrid tradingMean reversionPosition sizing
MQL5 articles

This article outlines an MQL5 account performance indicator that displays live account figures alongside historical trade statistics. Its proposed dashboard tracks balance, equity, margin, open positions, daily and total profit or loss, win and loss counts,…

Risk managementPosition sizingStatistics
MQL5 articles

The article compares fixed-horizon labels with methods designed to represent trading decisions more directly. Triple-barrier labeling sets profit-taking and stop-loss thresholds around an event, plus a time limit; the label depends on which threshold is…

Machine learningStatisticsRisk managementPosition sizing
MQL5 articles

This article continues the construction of an MQL5 order-handling class for a chart-operated trading tool and a future market replay simulator. Its main lesson is that closing a position must account for the account model. In a hedging account, an…

ExecutionMarket microstructurePosition sizing
MQL5 articles

In this interview, Automated Trading Championship winner Olexandr Topchylo discusses automated trading, investor accounts, and lessons from competition. He describes using neural-network-based Expert Advisors, but cautions that neural networks are complex…

ForexMachine learningRisk managementPosition sizing
MQL5 articles

In this interview, Boris Odintsov describes an Expert Advisor built around short-term market movements, statistical analysis, and limit orders that adjust dynamically with price. He says the entry logic assesses short-term direction using a moving average…

ForexRisk managementPosition sizingBacktesting
MQL5 articles

This article describes an adapter that connects a bet-sizing system to a trade-pyramiding engine in MQL5. It combines probability-based sizing, a concurrent-signal budget, and dynamic forecast-based bet sizing with an engine that adds progressively smaller…

Position sizingRisk managementExecutionMachine learning
MQL5 articles

This article outlines an MQL5 expert advisor for trading breakouts from the range formed before the London session. It measures the pre-session high and low, validates the range against minimum and maximum size thresholds, and places buy-stop and sell-stop…

ForexBreakoutRisk managementPosition sizing
MQL5 articles

This article presents a modular Expert Advisor framework with configurable trade size, take-profit, stop-loss, trailing stop, slippage, and entry-condition switches. It explains how an EA can initialize parameters, check for a signal when no order is open,…

ForexTechnical indicatorsRisk managementPosition sizing
MQL5 articles

Andrea Zani describes AZXY, an Expert Advisor built for the 2011 Automated Trading Championship. It uses the previous day’s minimum and maximum prices, together with patterns compared against prior-year patterns, to choose a buy or sell direction. The system…

ForexTechnical indicatorsPosition sizingRisk management
MQL5 articles

The article describes a MetaTrader 5 system that generates buy, sell, and reversal signals when completed bars cross levels of a modified five-level Price Channel. Four level-crossing groups act as independent strategies, with magic numbers used to track…

BreakoutTechnical indicatorsPosition sizingRisk management
MQL5 articles

The article explains how MetaEditor’s MQL5 Wizard assembles an Expert Advisor from reusable modules without requiring the user to write the initial program. The workflow selects a trading-signal module, a trailing-stop method, and a money and risk management…

Technical indicatorsRisk managementPosition sizingBacktesting
MQL5 articles

The article describes a MetaTrader 5 expert advisor designed to manage trades across multiple currency pairs and two metals from one chart. Its entry logic combines a seven-period ADX directional movement signal with Parabolic SAR confirmation. The ADX rules…

ForexCommoditiesTechnical indicatorsPosition sizing
MQL5 articles

The article explains number walls, a matrix method for examining sequences and deriving recurrence relations. Repeated application of a cross rule fills the matrix; rows of zeros indicate that a sequence can be represented by a finite relation among earlier…

ForexStatisticsTechnical indicatorsPosition sizing
MQL5 articles

This article proposes a custom MQL5 money-management class that combines a KD-tree over historical log-return and ATR coordinates with an Echo State Network (ESN) processing recent return sequences. The KD-tree is intended to identify whether current…

Machine learningRisk managementPosition sizingVolatility
MQL5 articles

This article describes replacing per-chart input edits with a shared JSON configuration file that an MQL5 Expert Advisor can reload while running. It defines a typed configuration structure for trade volume, stop and target distances, a spread limit, a magic…

ExecutionRisk managementPosition sizing
MQL5 articles

The document presents an MQL5 architecture that centralizes broker-facing trade operations in an execution gateway, separating strategy decisions from order handling. Its components normalize requested volume to symbol minimum, maximum, and step constraints;…

ExecutionMarket microstructureRisk managementPosition sizing
MQL5 articles

This article explains an MQL5 trade filter that uses online logistic regression to estimate whether a base signal will win. It constructs scaled features from RSI, EMA distance, relative ATR, candle shape, MACD, and volume, then scores an EMA crossover…

Machine learningTechnical indicatorsBacktestingRisk management
MQL5 articles

In this interview, Automated Trading Championship participant Alexandr Artapov discusses the design and operation of a multicurrency Expert Advisor. He describes applying a common indicator-based strategy across selected currency pairs, grouping symbols into…

ForexMulti-assetPosition sizingRisk management
MQL5 articles

The article distinguishes the gambling use of martingale, which increases stakes after losses, from the mathematical martingale process, whose next value has a conditional expectation equal to its current value. It explains why doubling down can appear…

ForexStatisticsRisk managementPosition sizing
MQL5 articles

This article extends an MQL5 Kagi chart engine into an Expert Advisor that trades changes in Kagi direction. A Yin-to-Yang transition generates a potential long signal, while Yang-to-Yin generates a potential short signal. Users can enable or disable…

Technical indicatorsTrend followingRisk managementPosition sizing