Course Outline for Data Science for Business Analytics and Sustainability
This course is designed to use some of the best AI tools in the market to enable and practice Data Science applicable for businesses. The process will encompass Discovery, Preparation, Model Planning, Model Building, Operationalize and finally Communication of analysis.
This course will use the following technologies to attain its goal:
- R
- Python
- XGBoost
By the end of this course, the learner shall be able to:
- Use Linear Regression for Business predictions
- Use Logistic Regression for Business analysis
- Manipulate Data
- Churn Models
- Visualize Data using R studio
- Visualize data using Python
- Create Intelligent Recommender Engine
This 3 day course will Include:
Day 1:
- Python Crash Course
- R Studio
- Regression
- Data acquisition
Day 2:
- Data Visualizations
- Analytics
- Models
- Pre-processing and cleaning
Day3:
- Case study
- Decision trees
- Xtreme Gradient Boost
Practical, connected learning
My wider training approach brings hands-on implementation and systems thinking together, connecting technology with real operational needs.