benintw/data-science-projects

A repository for self-learning in Data Science

Data-Science-Project-Attempts

A repository for self-learning in Data Science

Topics I have done:

Regression:

• Space Titanic (Kaggle)
• California Housing Prices (Kaggle)
• House Prices - Advanced Regression (Kaggle)
• Concrete strength prediction (Kaggle)

Classification:

• (CNN) Surface crack detection (Kaggle - Image Classification with CNN)
• (SVM) Default of CreditCardClients (Kaggle)

---

Topics I'm working on:

• Long-Term Asphalt Mixture Aging
• Excavator Image Dataset | Construction Vehicle (Kaggle - Image Classification)
• Pothole Severity Classification (Kaggle - Image Classification)

---

Areas to improve on:

1. need to spend more time on:
   • understanding the data,
   • feature engineering,
   • filling missing values,
2. try to build pipelines
3. comment on the plots (dont just plot them)

---