課程資料
課程簡介
Analysis of CORONA / COVID-19 virus data with Python: data handling, machine learning, visualisation, spread simulations
The goal of this lecture is to transport the best practices of data science from the industry while developing a CORONA / COVID-19 analysis prototype
The student should learn the process of modeling (Python) and a methodology to approach a business problem based on daily updated COVID 19 data sets
The final result will be a dynamic dashboard - which can be updated by one click - of COVID-19 data with filtered and calculated data sets like the current Doubling Rate of confirmed cases
Techniques used are REST Services, Python Pandas, scikit-learn, Facebook Prophet, Plotly, Dash, and SIR virus spread simulations + bonus section Tableau for visual analytics
For this, we will follow an industry-standard CRISP process by focusing on the iterative nature of agile development
Business understanding (what is our goal)
Data Understanding (where do we get data and cleaning of data)
Data Preparation (data transformation and visualization)
Modeling (Statistics, Machine Learning, and SIR Simulations on COVID Data)
Deployment (how to deliver results, dynamic dashboards in python and Tableau)
課程章節
- 10 個章節
- 67 堂課
- 第 1 章 Introduction
- 第 2 章 Business Understanding
- 第 3 章 Data Understanding
- 第 4 章 Data Preparation
- 第 5 章 Explorative Data Analysis - Dynamic Dashboards
- 第 6 章 Modeling
- 第 7 章 Evaluation - Full Walkthrough
- 第 8 章 Deployment
- 第 9 章 Predictive Machine Learning Modeling
- 第 10 章 Simulation of SIR compartmental model
課程內容
- Analytics project applied on COVID 19 data, understanding spread of the virus
- Data Science best practices from industry with full project walkthrough from setting up a project to delivery
- Python with analysis, machine learning, visualisation, Facebook Prophet, SIR epidemic simulations, Tableau Dashboards
評價
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PPascal Lieblich
Excellent course thus far. Two caveats: 1. I am working on a Tablet and using Android (with Pydroid as IDE). I cannot get Git to work on Android. 2. The site/format of the REST API used in the course has changed, I think the use of Rapid API is now mandatory.
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JJose M Maisog
Excellent job!
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IIng. Lauro Alvarado Justo
Excellent, this is one of the few courses that is really worth it, from start to finish well structured, to the point, concise explanation. I was left wanting more instructor courses. The 3 Stars is Just for the low resolution of the videos
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KKevin Miller
The best practice tips are good!