engineer

Unverified ML strategy on Multi by ml4t. BotFinder score 18 out of 100.

Feature engineering, labeling, alternative bars, and leakage-safe datasets for financial ML.

Source: github

Explorer/Multi/engineer
18
Data index
MultiMLMedium risk⚠ UnverifiedNEW

engineer

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Max drawdown
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Win rate
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Track record
0.8y
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About

engineer

ml4t-engineer Feature engineering, labeling, alternative bars, and leakage-safe datasets for financial ML. ml4t-engineer provides 120 registry features across 11 categories, path-dependent and fixed-horizon labeling, activity-based bar sampling, and train-only preprocessing. The core interface uses Polars DataFrames. Installation ml4t-engineer supports Python 3.12, 3.13, and 3.14 on Linux, macOS, and Windows. The quick start uses only core dependencies. Optional extras provide TA-Lib validation, DuckDB and PyArrow storage, market calendars, visualization, statistics, and ML tools: TA-Lib requires its native library. The core package does not require an external service, credentials, or special hardware. Python 3.15 is not supported while the active Polars compatibility exception applies. Quick Start computefeatures() returns the input columns with the requested feature columns appended. Use the feature registry to inspect categories and parameters before building larger pipelines. Supported Workflows - Technical, volatility, risk, microstructure, statistical, and ML-oriented features

PythonMITOpen-sourcealgorithmic-tradingfeature-engineeringfinancefinancial-mllabelingmachine-learning-for-tradingmicrostructureml4t
Track record

⚠ No verified equity curve — no track-record source connected.

Risk

Drawdown profile

Data unavailable — contact the owner.

Evidence

Verification ledger

Live-audited
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Alerts on changes: coming soon

Prop-firm compatibility

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Source
ml4t
Since 2014 · 7 bots

Open-source maintainer on GitHub.

Trust 0Profile
Score & reliability18/100
Perf data0/35
Community0/25
Evidence8/20
Recency10/10
Verification0/10

Data-completeness & trust index (not a profitability rating)

Source facts
Stars23
Forks17
Open issues3
LanguagePython
LicenseMIT
Last update2026-09-28
Created2025-11-15
Website
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