crypto-price-forecasting-public

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

This is the GitHub repository complementing the paper "Forecasting Cryptocurrency Prices Using Deep Learning: Integrating Financial, Blockchain, and Text Data"

Source: github

Explorer/Crypto/crypto-price-forecasting-public
18
Data index
CryptoMLMedium risk⚠ Unverified

crypto-price-forecasting-public

VincentGurgulGitHub
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Max drawdown
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Sharpe
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Profit factor
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Track record
3.0y
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About

crypto-price-forecasting-public

Deep Learning and NLP in Cryptocurrency Forecasting: Integrating Financial, Blockchain, and Social Media Data This repository encompasses the code for the acquisition and processing of the data, exploratory data analysis, model training and evaluation as well as related utilities and documentation for the forecasting of cryptocurrency prices using various deep learning and natural language processing techniques. Structure The repository contains the following directories: - 1dataacquisition : Interfacing with APIs to collect and preprocess data. - 2dataprocessing : Preprocessing and cleaning of the data acquired in the previous step. - 3nlpmodels : Applying our NLP approaches and post-processing the acquired scores. - 4eda : Exploratory analysis of numeric and textual data, as well as Granger causality analysis. - 5timeseriesmodels : Training and evaluation of the time series models. - 6featureimportance : Assessment of the feature importances using an XGBoost model trained on daily price fluctuations. - utils : Utility scripts and helper functions used throughout the project. Requir

Jupyter NotebookOpen-sourcecryptocurrenciesdata-sciencedeep-learningfinancial-analysisfinancial-forecastingneural-networksnlpnlp-machine-learning
Track record

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

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Recalculated at each data collection. Transparency means showing the bad weeks too.

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Alerts on changes: coming soon

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Source
VincentGurgul
Since 2023 · 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
Stars14
Forks8
Open issues0
LanguageJupyter Notebook
License—
Last update2024-05-28
Created2023-09-18
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