Daffodil International University

Faculty of Science and Information Technology => Recent Technologies and Trends in Software Engineering => Software Engineering => Machine Learning/ Deep Learning => Topic started by: motiur.swe on June 30, 2019, 01:39:39 PM

Title: Cryptocurrency price prediction using LSTMs
Post by: motiur.swe on June 30, 2019, 01:39:39 PM

This time you’ll build a basic Deep Neural Network model to predict Bitcoin price based on historical data. You can use the model however you want, but you carry the risk for your actions.

You might be asking yourself something along the lines:

Can I still get rich with cryptocurrency?
Of course, the answer is fairly nuanced. Here, we’ll have a look at how you might build a model to help you along the crazy journey.

Or you might be having money problems? Here is one possible solution:
Here is the plan:

Cryptocurrency data overview
Time Series
Data preprocessing
Build and train LSTM model in TensorFlow 2
Use the model to predict future Bitcoin price
Data Overview
Our dataset comes from Yahoo! Finance and covers all available (at the time of this writing) data on Bitcoin-USD price. Let’s load it into a Pandas dataframe:

csv_path = "https://raw.githubusercontent.com/curiousily/Deep-Learning-For-Hackers/master/data/3.stock-prediction/BTC-USD.csv"
df = pd.read_csv(csv_path, parse_dates=['Date'])
df = df.sort_values('Date')

Note that we sort the data by Date just in case.

Fore More info:
https://towardsdatascience.com/cryptocurrency-price-prediction-using-lstms-tensorflow-for-hackers-part-iii-264fcdbccd3f

Title: Re: Cryptocurrency price prediction using LSTMs
Post by: Asif Khan Shakir on July 02, 2019, 02:03:52 PM

Nice Post

Title: Re: Cryptocurrency price prediction using LSTMs
Post by: s.arman on July 08, 2019, 07:16:37 PM

Thanks for sharing

Title: Re: Cryptocurrency price prediction using LSTMs
Post by: SSH Shamma on February 29, 2020, 07:41:57 PM

Thanks for sharing