Crypto Price Prediction ML Frameworks

ML projects for forecasting cryptocurrency market prices using time-series models (LSTM, GRU, ensemble methods) and historical data. Does NOT include general crypto market analysis, sentiment analysis, or trading strategy frameworks without price prediction as the primary objective.

There are 83 crypto price prediction frameworks tracked. 4 score above 50 (established tier). The highest-rated is shobrook/BitVision at 58/100 with 1,225 stars.

Get all 83 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=crypto-price-prediction&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

# Framework Score Tier
1 shobrook/BitVision

Trade Bitcoin and run forecasting models from the terminal

58
Established
2 philipperemy/deep-learning-bitcoin

Exploiting Bitcoin prices patterns with Deep Learning.

51
Established
3 khuangaf/CryptocurrencyPrediction

Predict Cryptocurrency Price with Deep Learning

51
Established
4 rustyneuron01/BTC-ETH-SOL-Price-Predict

Ensemble price forecasting with volatility prediction (XGBoost on cached...

51
Established
5 bukosabino/btctrading

Time Series Forecast with Bitcoin value, to detect upward/down trends with...

48
Emerging
6 Omar-Karimov/ChartScanAI

ChartScanAI is an advanced app for detecting patterns in stock and...

48
Emerging
7 emirhanai/Cryptocurrency-Prediction-with-Artificial-Intelligence

First Version.. Cryptocurrency Prediction with Artificial Intelligence (Deep...

48
Emerging
8 manthanthakker/BitcoinPrediction

CryptoCurrency prediction using Deep Recurrent Neural Networks

47
Emerging
9 Y-Xiang-hub/Bitcoin-Address-Behavior-Analysis

This repository contains code for BABD, as detailed in our paper published...

46
Emerging
10 ErcinDedeoglu/crypto-market-data

๐Ÿ“ˆ Free crypto market data (worth $500+/mo) for ML & research. Star โญ to keep it free!

44
Emerging
11 MeridianAlgo/Cryptvault

Professional-grade cryptocurrency analysis with advanced AI/ML predictions,...

44
Emerging
12 PiSimo/BitcoinForecast

Predict bitcoin price with deep learning

43
Emerging
13 emirhanai/Cryptocurrency-Prediction-with-Artificial-Intelligence-V3.0-GRU-Neural-Network

Cryptocurrency Prediction with Artificial Intelligence V3.0 [GRU Neural Network]

43
Emerging
14 taoshidev/time-series-prediction-subnet

Prediction subnet built on Bittensor

43
Emerging
15 jose-dom/bitcoin_forecasting

Bitcoin Forecasting using VAR, XGBoost, and Facebook Prophet

41
Emerging
16 sudharsan13296/Bitcoin-price-Prediction-using-LSTM

Bitcoin price Prediction ( Time Series ) using LSTM Recurrent neural network

41
Emerging
17 paulcodrea/crypto_price_prediction

Bitcoin price prediction using both traditonal machine learning and deep...

40
Emerging
18 dtoyoda10/crypto-forcast

Cryptocurrency Price Predictor is a webapp that uses machine learning (like...

40
Emerging
19 StephanAkkerman/crypto-forecasting-benchmark

This repository contains the codebase used in the research conducted for the...

39
Emerging
20 harishpuvvada/BitCoin-Value-Predictor

[NOT MAINTAINED] Predicting Bit coin price using Time series analysis and...

39
Emerging
21 jcmartinezdev/bitcoin-predict

Predicting the price of Bitcoin, intro to LSTM

38
Emerging
22 iancamleite/prediciting-binary-options

Predicting forex binary options using time series data and machine learning

38
Emerging
23 tysoncung/crypto-chart-patterns

๐Ÿ“ˆ Machine learning for cryptocurrency chart pattern detection and technical...

37
Emerging
24 sumittttttt/Crypto-price-prediction

Crypto Price Prediction is the webapp based on Machine Learning model that...

36
Emerging
25 IVerse-VDV/bitcoin-predictor

Open-source Bitcoin price predictor with deep learning methods. Foundation...

36
Emerging
26 Ayushverma135/Bitcoin-Price-Prediction-using-Deep-Learning

Utilizing deep learning techniques to predict Bitcoin price movements based...

35
Emerging
27 msamprovalaki/BitcoinClosePricePrediction

University Project in Machine Learning about Bitcoin Close Price Prediction

35
Emerging
28 nafisalawalidris/Bitcoin-Price-Analysis-API

Explore this comprehensive API for Bitcoin price analysis, featuring...

34
Emerging
29 zelosleone/BTC-Price-Prediction-Findings

This Jupyter notebook presents a comprehensive mathematical framework for...

34
Emerging
30 Bayi-Hu/Pump-and-Dump-Detection-on-Cryptocurrency

Sequence-based Target Coin Prediction for Cryptocurrency Pump-and-Dump (SIGMOD 23)

34
Emerging
31 josericodata/CryptoPredictor

Interactive cryptocurrency prediction app using machine learning and...

34
Emerging
32 abhishekverma276/crypto-price-prediction

This project aims to combines machine learning with blockchain to predict...

31
Emerging
33 Shreyas-ITB/Verus-PPM

VerusCoin Price Prediction Artificial Intelligence

30
Emerging
34 manuelinfosec/crypto-twitter-sentiment

based on sentimental data scraped off twitter, this project tries to...

30
Emerging
35 garcane/Binance-Crypto-Prediction-and-Analysis

This project leverages the Binance API to acquire real-time data for Bitcoin...

30
Emerging
36 Ali619/Bitcoin-Price-Prediction-LSTM

A Model to Predict any kind of price such as Crypto price or Stock price...

30
Emerging
37 VincentGurgul/crypto-price-forecasting-public

This is the GitHub repository complementing the paper "Forecasting...

30
Emerging
38 BenWagner69/BitVision

Terminal dashboard for trading Bitcoin, predicting price movements, and...

29
Experimental
39 AaronFlore/Forecasting-Bitcoin-Prices

Forecasting Bitcoin Prices via ARIMA, XGBoost, Prophet, and LSTM models in Python

29
Experimental
40 tiwarishubham635/Cryptocurrency-Price-Prediction-Using-Long-Short-Term-Memory

Prediction Tool for Cryptocurrencies using ML models

29
Experimental
41 tang-vu/bitcoin-prediction

๐Ÿ”ฎ Bitcoin hourly price prediction using ML models (Linear Regression, Ridge,...

28
Experimental
42 YichengYang-Ethan/crypto-return-prediction-kaggle

24-hour crypto return prediction โ€” LightGBM ensemble, 355 assets (HKU Web3 Quant)

28
Experimental
43 chainyo/make-us-rich

Cryptocurrency forecasting ๐Ÿ“ˆ training and serving models made automatic

27
Experimental
44 jesusgraterol/binance-futures-dataset-builder

The dataset builder script extracts the most relevant market data straight...

27
Experimental
45 avijit-jana/bitcoin-sentiment-trader-performance-analysis

Explore how Bitcoin market sentiment influences trader behavior and...

24
Experimental
46 albert-espin/bitcoin-prediction

Bitcoin Price Prediction using Recurrent Neural Networks

23
Experimental
47 IndraLawliet13/cryptoPredict

Python-based BTCUSDT trading research project with data collection, model...

23
Experimental
48 HaidaQuant/Ethereum-Price-Prediction

This project aims to predict the future price of Ethereum using various...

22
Experimental
49 KeneanDita/Cryptocurrency-Price-Predictor-using-Time-Series-data

A Flask web application that predicts tomorrow's closing prices for...

22
Experimental
50 bszek213/CryptoML

deep learning for time series cryptocurrency trading

22
Experimental
51 kunalG98/Bitcoin-price-Prediction-using-LSTM-master

This python script predicts the price of bitcoin using LSTM neural network

22
Experimental
52 KeneanDita/SentriX

A minimal machine learning project that analyzes and predicts cryptocurrency...

22
Experimental
53 arjun-krishna1/BitHolmes

The game is afoot, Bitcoin!

21
Experimental
54 mltrev23/crypto-prediction-subnet

Bittensor Subnet for crypto prediction, including TAO, BTC, ETH so on...

21
Experimental
55 onuratakan/bitcoin_price_prediction

This project tries to prediction the bitcoin price with machine and deep learning.

21
Experimental
56 aandrewwilson11/crypto-historical-prices-dashboard

๐Ÿ“Š Analyze eight years of cryptocurrency data to identify price trends and...

21
Experimental
57 VictorHoffmann1/ENS-Challenge-Data-Cryptocurrency-Clusters

This challenge organized by ENS Ulm and Collรจge de France was about...

21
Experimental
58 shervinnd/bitcoin-price-prediction-ML-DL

Predict Bitcoin prices with ML & DL models! ๐Ÿ“ˆ Uses Ridge, Lasso, Random...

20
Experimental
59 mirzayasirabdullahbaig07/Ethereum-ETH-USDT-Price-Forecasting-using-ARIMA

A time series forecasting project that applies the ARIMA (AutoRegressive...

20
Experimental
60 cyberfantics/bitcoin-price-prediction

A deep learning-based web app for predicting future Bitcoin prices using...

20
Experimental
61 AitzazTahirCh/Cryptocurrency-Prediction-upto-30-days

This repo contains web application for Cryptocurrency prediction upto 30...

20
Experimental
62 MAYANK12-WQ/-Dogecoin-Price-Prediction-using-Machine-Learning-

Cryptocurrency price prediction using ensemble ML methods โ€” LSTM, GRU,...

19
Experimental
63 Furkan-Demircan/BTC-Price-Prediction-Lineer-Regression-

Bitcoin Price Prediction With AI Using Lineer Regression

18
Experimental
64 ES7/BTC-Predictor

In this repository, I have developed a BTC price prediction model using...

18
Experimental
65 MainakRepositor/Crypton-X

Cryptocurrency market cap-price prediction and visualization web app

18
Experimental
66 PelleNybe/CryptoPsCryptoFortuneTeller

๐Ÿ”ฎ Crypto P's Crypto Fortune Teller โ€“ A psychedelic cosmic circus of...

17
Experimental
67 hanzopgp/LSTMCryptoPricePrediction

TensorFlow LSTM neural networks which predict cryptocurrencies future...

17
Experimental
68 Ares-Infenus/xgboost-financial-predictor

End-to-end ML pipeline that predicts BTC/USDT price direction (4h horizon)...

16
Experimental
69 cawfree/crypto-lstm-3

๐Ÿ’ต Using word2vec to predict trends in cryptocurrency.

14
Experimental
70 Hvllvix/bitcoin-predictor

This project implements an end-to-end machine learning workflow to predict...

14
Experimental
71 Alyson145/BTC_ETH_Price_Prediction_Model

โšก Predict hourly Bitcoin and Ethereum prices with this LSTM-based model...

14
Experimental
72 vishal48-tech/Crypto-Volatility

CryptoVol AI is a Machine Learning application built to predict...

14
Experimental
73 instanetk/1btc1btc

1BTC1BTC is a digital art project exploring Bitcoin as its own unit of...

14
Experimental
74 bernielxy/arcblock-hackthon-stargazer

Predict price of cryptocurrencies in a more reasonable way, which combines...

13
Experimental
75 Outlier1217/BTC_ETH_Price_Prediction_Model

LSTM-based hourly price prediction model for Bitcoin & Ethereum using...

13
Experimental
76 garcane/Ethereum-Prediction-ML

A machine learning project that predicts the future price of Ethereum (ETH)...

13
Experimental
77 AlexHuc/OHLCV-technical-analysis

OHLCV Technical Analysis automates chart pattern recognition using deep...

13
Experimental
78 ASherjil/Cryptocurrency-Price-Prediction

Predicting Bitcoin closing prices using deep learning models (GRU, LSTM,...

12
Experimental
79 shervinnd/BTC_Close_Price_predict_Ml

Predicting the price of Bitcoin closes with machine learning method and...

12
Experimental
80 rohan-paul/Bitcoin_Price_Prediction_with_LSTM

Bitcoin_Price_Prediction_with_LSTM - Code for my YouTube Video

12
Experimental
81 MuhammadHilmyPutraRisma/bitcoin-arima-forecast

Python code for forecasting Bitcoin prices using the ARIMA model. The...

12
Experimental
82 ourendingdays/AI-in-Finance

In this project, analysis and prediction of the bitcoin price was carried...

12
Experimental
83 oneashkan/Online_BTC

Bitcoin price forecasting using artificial intelligence

10
Experimental