Time Series Automation Project (Forecast Bitcoin With Modeltime And Prefect)
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- Опубліковано 3 лип 2024
- Learn how to Automate Time Series Forecasting with R & Python. Watch how to build a full data science time series forecasting automation using R, Python, yfinance, modeltime, prefect, and more.
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TABLE OF CONTENTS:
00:00 Introduction
10:29 Business Problem: Bitcoin Crypto Forecasting
17:53 Full Code Demo: Time Series Forecasting Project
19:59 Download Crypto Prices (yfinance in Python)
22:37 Time Series Analysis & Forecast (Modeltime in R)
29:45 Flow 01 - No Prefect
33:14 Flow 02 - Add Prefect
36:25 Flow 03 - Prefect Parameters
41:19 Flow 04 - Prefect Deployments & Scheduling with Orion
53:24 Flow 05 - Forecast Scheduling Deployment with R & Python
#r #python #datascience #timeseries
which ide are you using here? running both R and python?
hello everyone with the experience of this great community, I have a question when starting first with R or Python? I currently have a position in the commercial area of a saas company, I appreciate your comments.
I got a question. I am R user and obviously hard on dplyr. Are there "prefect" package analog in R? Can i build all the stuff automation you showed with R Script? Thank you!
I’m leveraging the strengths of both R and Pythons systems. Prefect is the best automation coordination and infrastructure tool I’ve seen. Can you do it as a cron job - sure. But what happens when you have 20 automations to manage? Prefect is the perfect solution.
I get some problems on the prefect part. It says that It cannot import name ‘models’ form partially initialized module ‘prefect.server’ (most likely due to circular imports. I tried to upgrade prefect library and to check for circular dependencies but nothing seems to work. What can I do?
You might wanna join LL PRO. I have a Slack channel where I provide support like this.
Can you make a Python version of your six track data science course? I am particularly interested in productionising ML models and creating commercial value for my employer. They use Python though.
Yep. I’m working towards a production ML track. First course is available here : university.business-science.io/p/python-for-data-science-automation-ds4b-101p
@@BusinessScience thanks Matt. Also, do you have any videos on Marketing data analytics? I'm thinking marketing mix modelling, digital attribution etc. Love your work
@@method341 yes I have several of marketing analytics projects in Learning Labs Pro university.business-science.io/p/learning-labs-pro