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 77 crypto price prediction frameworks tracked. 1 score above 50 (established tier). The highest-rated is shobrook/BitVision at 56/100 with 1,225 stars and 117 monthly downloads.

Get all 77 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	Stars	Language
1	shobrook/BitVision Trade Bitcoin and run forecasting models from the terminal	56	Established	1,225	JavaScript
2	rustyneuron01/BTC-ETH-SOL-Price-Predict Ensemble price forecasting with volatility prediction (XGBoost on cached...	48	Emerging	26	Python
3	khuangaf/CryptocurrencyPrediction Predict Cryptocurrency Price with Deep Learning	44	Emerging	1,028	Jupyter Notebook
4	philipperemy/deep-learning-bitcoin Exploiting Bitcoin prices patterns with Deep Learning.	44	Emerging	534	Python
5	bukosabino/btctrading Time Series Forecast with Bitcoin value, to detect upward/down trends with...	41	Emerging	164	Jupyter Notebook
6	Omar-Karimov/ChartScanAI ChartScanAI is an advanced app for detecting patterns in stock and...	41	Emerging	137	Python
7	emirhanai/Cryptocurrency-Prediction-with-Artificial-Intelligence First Version.. Cryptocurrency Prediction with Artificial Intelligence (Deep...	41	Emerging	158	Jupyter Notebook
8	manthanthakker/BitcoinPrediction CryptoCurrency prediction using Deep Recurrent Neural Networks	40	Emerging	98	Jupyter Notebook
9	ErcinDedeoglu/crypto-market-data 📈 Free crypto market data (worth $500+/mo) for ML & research. Star ⭐ to keep it free!	40	Emerging	21	—
10	Y-Xiang-hub/Bitcoin-Address-Behavior-Analysis This repository contains code for BABD, as detailed in our paper published...	39	Emerging	30	Python
11	MeridianAlgo/Cryptvault Professional-grade cryptocurrency analysis with advanced AI/ML predictions,...	38	Emerging	4	Python
12	PiSimo/BitcoinForecast Predict bitcoin price with deep learning	36	Emerging	368	Python
13	taoshidev/time-series-prediction-subnet Prediction subnet built on Bittensor	36	Emerging	66	Python
14	emirhanai/Cryptocurrency-Prediction-with-Artificial-Intelligence-V3.0-GRU-Neural-Network Cryptocurrency Prediction with Artificial Intelligence V3.0 [GRU Neural Network]	36	Emerging	53	Jupyter Notebook
15	jose-dom/bitcoin_forecasting Bitcoin Forecasting using VAR, XGBoost, and Facebook Prophet	34	Emerging	12	Jupyter Notebook
16	sudharsan13296/Bitcoin-price-Prediction-using-LSTM Bitcoin price Prediction ( Time Series ) using LSTM Recurrent neural network	34	Emerging	127	Jupyter Notebook
17	dtoyoda10/crypto-forcast Cryptocurrency Price Predictor is a webapp that uses machine learning (like...	33	Emerging	7	TypeScript
18	paulcodrea/crypto_price_prediction Bitcoin price prediction using both traditonal machine learning and deep...	33	Emerging	38	Jupyter Notebook
19	harishpuvvada/BitCoin-Value-Predictor [NOT MAINTAINED] Predicting Bit coin price using Time series analysis and...	32	Emerging	116	Jupyter Notebook
20	StephanAkkerman/crypto-forecasting-benchmark This repository contains the codebase used in the research conducted for the...	32	Emerging	25	Python
21	jcmartinezdev/bitcoin-predict Predicting the price of Bitcoin, intro to LSTM	31	Emerging	12	Jupyter Notebook
22	iancamleite/prediciting-binary-options Predicting forex binary options using time series data and machine learning	31	Emerging	86	Jupyter Notebook
23	tysoncung/crypto-chart-patterns 📈 Machine learning for cryptocurrency chart pattern detection and technical...	30	Emerging	11	Jupyter Notebook
24	IVerse-VDV/bitcoin-predictor Open-source Bitcoin price predictor with deep learning methods. Foundation...	30	Emerging	3	Jupyter Notebook
25	sumittttttt/Crypto-price-prediction Crypto Price Prediction is the webapp based on Machine Learning model that...	29	Experimental	10	Jupyter Notebook
26	msamprovalaki/BitcoinClosePricePrediction University Project in Machine Learning about Bitcoin Close Price Prediction	28	Experimental	7	Jupyter Notebook
27	Ayushverma135/Bitcoin-Price-Prediction-using-Deep-Learning Utilizing deep learning techniques to predict Bitcoin price movements based...	28	Experimental	12	Jupyter Notebook
28	abhishekverma276/crypto-price-prediction This project aims to combines machine learning with blockchain to predict...	28	Experimental	1	JavaScript
29	zelosleone/BTC-Price-Prediction-Findings This Jupyter notebook presents a comprehensive mathematical framework for...	27	Experimental	5	Jupyter Notebook
30	Bayi-Hu/Pump-and-Dump-Detection-on-Cryptocurrency Sequence-based Target Coin Prediction for Cryptocurrency Pump-and-Dump (SIGMOD 23)	27	Experimental	63	Python
31	nafisalawalidris/Bitcoin-Price-Analysis-API Explore this comprehensive API for Bitcoin price analysis, featuring...	27	Experimental	9	Python
32	josericodata/CryptoPredictor Interactive cryptocurrency prediction app using machine learning and...	27	Experimental	7	Python
33	IndraLawliet13/cryptoPredict Python-based BTCUSDT trading research project with data collection, model...	23	Experimental	1	Python
34	Shreyas-ITB/Verus-PPM VerusCoin Price Prediction Artificial Intelligence	23	Experimental	6	Python
35	VincentGurgul/crypto-price-forecasting-public This is the GitHub repository complementing the paper "Forecasting...	23	Experimental	13	Jupyter Notebook
36	manuelinfosec/crypto-twitter-sentiment based on sentimental data scraped off twitter, this project tries to...	23	Experimental	6	Jupyter Notebook
37	Ali619/Bitcoin-Price-Prediction-LSTM A Model to Predict any kind of price such as Crypto price or Stock price...	23	Experimental	24	Jupyter Notebook
38	garcane/Binance-Crypto-Prediction-and-Analysis This project leverages the Binance API to acquire real-time data for Bitcoin...	23	Experimental	14	Jupyter Notebook
39	MAYANK12-WQ/-Dogecoin-Price-Prediction-using-Machine-Learning- Cryptocurrency price prediction using ensemble ML methods — LSTM, GRU,...	22	Experimental	—	Jupyter Notebook
40	aandrewwilson11/crypto-historical-prices-dashboard 📊 Analyze eight years of cryptocurrency data to identify price trends and...	22	Experimental	—	Jupyter Notebook
41	YichengYang-Ethan/crypto-return-prediction-kaggle 24-hour crypto return prediction — LightGBM ensemble, 355 assets (HKU Web3 Quant)	22	Experimental	3	Jupyter Notebook
42	KeneanDita/Cryptocurrency-Price-Predictor-using-Time-Series-data A Flask web application that predicts tomorrow's closing prices for...	22	Experimental	4	Jupyter Notebook
43	AaronFlore/Forecasting-Bitcoin-Prices Forecasting Bitcoin Prices via ARIMA, XGBoost, Prophet, and LSTM models in Python	22	Experimental	24	Jupyter Notebook
44	tiwarishubham635/Cryptocurrency-Price-Prediction-Using-Long-Short-Term-Memory Prediction Tool for Cryptocurrencies using ML models	22	Experimental	12	Jupyter Notebook
45	BenWagner69/BitVision Terminal dashboard for trading Bitcoin, predicting price movements, and...	22	Experimental	7	JavaScript
46	tang-vu/bitcoin-prediction 🔮 Bitcoin hourly price prediction using ML models (Linear Regression, Ridge,...	21	Experimental	2	Jupyter Notebook
47	jesusgraterol/binance-futures-dataset-builder The dataset builder script extracts the most relevant market data straight...	20	Experimental	10	TypeScript
48	chainyo/make-us-rich Cryptocurrency forecasting 📈 training and serving models made automatic	20	Experimental	20	Jupyter Notebook
49	KeneanDita/SentriX A minimal machine learning project that analyzes and predicts cryptocurrency...	18	Experimental	4	Jupyter Notebook
50	avijit-jana/bitcoin-sentiment-trader-performance-analysis Explore how Bitcoin market sentiment influences trader behavior and...	18	Experimental	3	Jupyter Notebook
51	Ares-Infenus/xgboost-financial-predictor End-to-end ML pipeline that predicts BTC/USDT price direction (4h horizon)...	16	Experimental	—	Jupyter Notebook
52	albert-espin/bitcoin-prediction Bitcoin Price Prediction using Recurrent Neural Networks	16	Experimental	17	Python
53	HaidaQuant/Ethereum-Price-Prediction This project aims to predict the future price of Ethereum using various...	15	Experimental	6	Jupyter Notebook
54	bszek213/CryptoML deep learning for time series cryptocurrency trading	15	Experimental	6	PureBasic
55	kunalG98/Bitcoin-price-Prediction-using-LSTM-master This python script predicts the price of bitcoin using LSTM neural network	15	Experimental	2	Jupyter Notebook
56	instanetk/1btc1btc 1BTC1BTC is a digital art project exploring Bitcoin as its own unit of...	15	Experimental	1	TypeScript
57	PelleNybe/CryptoPsCryptoFortuneTeller 🔮 Crypto P's Crypto Fortune Teller – A psychedelic cosmic circus of...	15	Experimental	1	Python
58	arjun-krishna1/BitHolmes The game is afoot, Bitcoin!	14	Experimental	1	PureBasic
59	Hvllvix/bitcoin-predictor This project implements an end-to-end machine learning workflow to predict...	14	Experimental	—	Jupyter Notebook
60	Aditya-k63/crypto-direction-predictor Real-time Bitcoin direction predictor — live data pipeline, PostgreSQL,...	14	Experimental	—	Jupyter Notebook
61	Alyson145/BTC_ETH_Price_Prediction_Model ⚡ Predict hourly Bitcoin and Ethereum prices with this LSTM-based model...	14	Experimental	—	Jupyter Notebook
62	vishal48-tech/Crypto-Volatility CryptoVol AI is a Machine Learning application built to predict...	14	Experimental	—	Jupyter Notebook
63	shervinnd/bitcoin-price-prediction-ML-DL Predict Bitcoin prices with ML & DL models! 📈 Uses Ridge, Lasso, Random...	14	Experimental	3	Jupyter Notebook
64	fifolio/ATM AI-Powered cryptocurrency price movement prediction agent.	14	Experimental	3	TypeScript
65	onuratakan/bitcoin_price_prediction This project tries to prediction the bitcoin price with machine and deep learning.	14	Experimental	10	Jupyter Notebook
66	VictorHoffmann1/ENS-Challenge-Data-Cryptocurrency-Clusters This challenge organized by ENS Ulm and Collège de France was about...	14	Experimental	9	Jupyter Notebook
67	mirzayasirabdullahbaig07/Ethereum-ETH-USDT-Price-Forecasting-using-ARIMA A time series forecasting project that applies the ARIMA (AutoRegressive...	14	Experimental	19	Jupyter Notebook
68	mltrev23/crypto-prediction-subnet Bittensor Subnet for crypto prediction, including TAO, BTC, ETH so on...	14	Experimental	11	Python
69	cyberfantics/bitcoin-price-prediction A deep learning-based web app for predicting future Bitcoin prices using...	13	Experimental	8	Jupyter Notebook
70	AitzazTahirCh/Cryptocurrency-Prediction-upto-30-days This repo contains web application for Cryptocurrency prediction upto 30...	13	Experimental	8	Jupyter Notebook
71	ES7/BTC-Predictor In this repository, I have developed a BTC price prediction model using...	11	Experimental	2	Jupyter Notebook
72	AlexHuc/OHLCV-technical-analysis OHLCV Technical Analysis automates chart pattern recognition using deep...	11	Experimental	—	Jupyter Notebook
73	MainakRepositor/Crypton-X Cryptocurrency market cap-price prediction and visualization web app	11	Experimental	22	R
74	Manjot7/crypto-price-predictor Production-grade crypto analytics platform combining real-time data...	11	Experimental	—	Jupyter Notebook
75	bernielxy/arcblock-hackthon-stargazer Predict price of cryptocurrencies in a more reasonable way, which combines...	11	Experimental	—	JavaScript
76	Furkan-Demircan/BTC-Price-Prediction-Lineer-Regression- Bitcoin Price Prediction With AI Using Lineer Regression	11	Experimental	2	Jupyter Notebook
77	hanzopgp/LSTMCryptoPricePrediction TensorFlow LSTM neural networks which predict cryptocurrencies future...	10	Experimental	1	Jupyter Notebook

Comparisons in this category

CryptocurrencyPrediction and BitcoinPrediction (44 vs 40) BitcoinForecast and Bitcoin-price-Prediction-using-LSTM (36 vs 34) BitcoinPrediction and Bitcoin-price-Prediction-using-LSTM (40 vs 34) Cryptocurrency-Prediction-with-Artificial-Intelligence and Cryptocurrency-Prediction-with-Artificial-Intelligence-V3.0-GRU-Neural-Network (41 vs 36)