A random walk in Time Series Modeling
Andrew Carr Elastic Engineer
About Me
About Me
Agriculture
PlaceHolder: Map
About Me
DevOps
Time Series Learning Resources
Great Learning Resources
Great Learning Resources
Calculus: 3Blue1Brown
Great Learning Resources
Financial markets and software engineering: Part Time Larry (YouTube)
Etherium Modelling
Overall Approach
Etherium Modelling
FastAI Model
50.3% Accuracy
Etherium Modelling
# Python
import pandas as pd
from prophet import Prophet
df = pd.read_csv('https://raw.githubusercontent.com/facebook/prophet/main/examples/example_wp_log_peyton_manning.csv')
m = Prophet()
m.fit(df)
future = m.make_future_dataframe(periods=365)
future.tail()
forecast = m.predict(future)
fig1 = m.plot(forecast)
Etherium Modelling
Trading bot currently running on AWS EC2 within Docker image
Etherium Modelling
Problems with current approach
Cannot beat market with limited data. Copy others?
Time to change market!
Future Plans
More Data and better Trained!
Future Plans
Utilisation of FastAI's tsai library
Future Plans
Modelling of Commodities
Questions?
Palette
By Andrew Carr
Palette
- 11