In-Vehicle Coupon Recommendation

Final Project ini disusun sebagai salah satu syarat untuk menyelesaikan PCAP™ - Programming Essentials in Python by Cisco Networking Academy di Professional Academy - Digital Talent Scholarship.

Image by Namogoo

Data Source

Dataset yang digunakan dalam analisis saya, diperoleh dari UCI Machine Learning Repository.

Data Description

Stage 0 - Project Background

Stage 1 - Exploratory Data Analysis

These are what I will do on this stage:

• Descriptive Analysis
• Univariate Analysis
• Multivariate Analysis
• Business Insight As Business Recommendation

Stage 2 - Preprocessing Data

These are what I will do on this stage:

• Handle Missing Values
• Handle Duplicated Data
• Handle Outliers
• Feature Transformation
• Feature Encoding
• Handle Class Imbalance
• Feature Selection
• Feature Extraction

Stage 3 - Modeling and Evaluation

These are what I will do on this stage:

• Preprocessing Data
• Splitting Data (Data Train and Data Test)
• Feature Engineering
• Model Testing
• Feature Selection and Hyperparameter Tuning
• Model Selection
• Evaluation

License

The source code for the site is licensed under the MIT license, which you can find here.

References

Madani, Omid. (2022). Cisco Secure Workload Networks of Computing Hosts. UCI Machine Learning Repository.