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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
Alphalens
14 documents
WonderTrader
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

15 documents

Systematic trading blog (Rob Carver)

This document sets out criteria for assembling a curated ETF list across equity and bond regions and categories. The stated filters include sufficient fund size, a preference for distributing share classes when dividend yield is used as a valuation measure,…

Multi-assetEquitiesFixed incomePortfolio construction
Systematic trading blog (Rob Carver)

The document examines whether forecast weights should be fitted separately for each instrument, pooled across all markets, or pooled within similar groups, and whether blending these estimates can balance robustness with market-specific performance. It…

Portfolio constructionMomentumFuturesEquities
Systematic trading blog (Rob Carver)

The document describes how to separate and benchmark several parts of a personal investment and trading portfolio. It distinguishes UK single stocks, long-only investments, an equity-neutral sleeve created by hedging ETF exposure with futures, systematic…

FuturesEquitiesPortfolio constructionBacktesting
Systematic trading blog (Rob Carver)

The document presents example ETF allocations for investors with different amounts to invest and different risk targets. For larger portfolios, it gives mixes of UK, Asian, European, and US equities alongside emerging-market, global government, global…

Multi-assetPortfolio constructionEquitiesFixed income
Systematic trading blog (Rob Carver)

This annual review explains how the author groups UK stocks, ETFs, equity hedges, systematic futures trading, and cash to assess performance against suitable benchmarks. It reports contributions and internal rates of return, compares stock picking and…

EquitiesFuturesMulti-assetPortfolio construction
Systematic trading blog (Rob Carver)

The author considers whether a systematic futures portfolio should be manually repositioned ahead of the Brexit vote. The stated approach is to follow the strategy’s rules rather than introduce a discretionary directional bet, especially for a close, binary…

FuturesForexEquitiesRisk management
Systematic trading blog (Rob Carver)

The document models daily-reset two-times long and short leveraged ETF returns by multiplying each day’s underlying return and compounding the resulting daily values. It includes annual management, spread, and commission costs, then uses Gaussian daily…

EquitiesVolatilityStatisticsBacktesting
Systematic trading blog (Rob Carver)

The article examines how geometric returns relate to compounding, diversification, and portfolio construction. It considers the claim that diversification can justify additional costs and argues that an all-equity portfolio may be inferior to one that…

Portfolio constructionStatisticsRisk managementEquities
Systematic trading blog (Rob Carver)

This annual performance review excerpt explains how the author divides household financial assets and trading activity into distinct performance categories. It separates UK single stocks, long-only investments, an equity-neutral sleeve, systematic futures…

Multi-assetFuturesEquitiesPortfolio construction
Systematic trading blog (Rob Carver)

The document challenges claims that sophisticated diversification and portfolio optimization methods reliably outperform simple weighting schemes. It describes how optimization can be sensitive to uncertain Sharpe ratio and correlation estimates, while…

Portfolio constructionStatisticsRisk managementEquities
Systematic trading blog (Rob Carver)

The document outlines an investor’s collection of accounts and strategies, including futures trading, an equity futures hedge, UK stocks, exchange-traded funds, and a diversified stocks-and-bonds portfolio. It identifies the intended role of each: the hedge…

Multi-assetFuturesEquitiesPortfolio construction
Systematic trading blog (Rob Carver)

The post illustrates overfitting with a strategy that classifies recent price movements into patterns and estimates the following month's average return for each pattern. It progressively divides a 64-business-day lookback into more segments, creating more…

BacktestingMomentumTrend followingEquities
Systematic trading blog (Rob Carver)

The post asks whether the VIX level predicts stock prices or volatility. It reports that average stock returns appear similar across the compared VIX conditions, while the return distribution is wider when spot VIX is high. It also notes more negative…

VolatilityOptionsEquitiesStatistics
Systematic trading blog (Rob Carver)

This personal performance review covers a UK tax year and describes returns from UK shares, stock and bond funds, systematic futures trading, and the combined portfolio. It explains the author’s benchmark choices and separates performance contribution from…

Multi-assetEquitiesFuturesPortfolio construction
Systematic trading blog (Rob Carver)

This document examines how the stock allocation that maximizes expected compound annual growth changes with stock–bond correlation and relative expected returns. It assumes a fully invested two-asset portfolio of global equities and bonds, normally…

EquitiesFixed incomeMulti-assetPortfolio construction