TraderNet-CRv2

Unverified ML strategy on Crypto by kochlisGit. BotFinder score 18 out of 100.

TraderNet-CRv2 - Combining Deep Reinforcement Learning with Technical Analysis and Trend Monitoring on Cryptocurrency Markets

Source: github

Explorer/Crypto/TraderNet-CRv2
18
Data index
CryptoMLMedium risk⚠ Unverified

TraderNet-CRv2

kochlisGitGitHub
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Net return
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Max drawdown
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Sharpe
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Profit factor
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Win rate
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Track record
3.8y
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About

TraderNet-CRv2

TraderNet-CRv2 TraderNet-CRv2 - Combining Deep Reinforcement Learning with Technical Analysis and Trend Monitoring on Cryptocurrency Markets Description This system architecture is an extended version of the original TraderNet-CR architecture, which is described by this paper: https://link.springer.com/chapter/10.1007/978-3-031-08333-425. In this work, we combine Proximal Policy Optimization algorithm (PPO), which is a DRL learning algorithm, with 2 rule-based safety mechanisms: N-Consecutive & Smurfing. Our experiments on 5 popular cryptocurrencies show very promising results. Technical Indicators Technical analysis has been applied on market data in order to train TraderNet. The following popular technical indicators have been used: EMA (Exponential Moving Average) DEMA (Double-Exponential Moving Average) MACD (Moving Average Convergence/Divergenc) AROON CCI (Commodity Channel Inde) ADX (Average Directional Inde) STOCH (Stochastic Oscillator) RSI (Relative Strength Index) OBV (On-Balance Volume) BBANDS (Bolliger Bands) VWAP (Volume-Weighted Average Pric) ADL (Accumulation/Distribut

Jupyter NotebookOpen-sourcecryptocurrency-tradingddqndeep-neural-networksdeep-reinforcement-learningdouble-dqn-algorithmexplainabilitygoogle-trendsgoogle-trends-api
Track record

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

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Source
kochlisGit
Since 2020 · 1 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
Stars41
Forks11
Open issues3
LanguageJupyter Notebook
License—
Last update2023-10-02
Created2022-12-29
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