Collection of Data Science Projects from Udacity Nanodegree
1. Insight into into childhood behavior and health problems child_behavior_health
Understanding relation between behavior/health problems and gender of children between 0–13 years old. Questions that can be answered with the analysis are following:
- What are the five most common childhood development problems?
- How are children affected by multiple development problems?
- Is there a gender based effect among children with multiple problems?
2. Disaster Response Pipelines disaster_response
In this project, I analyze disaster data from Figure Eight to build a model for an API that classifies disaster messages. The data set contains real messages that were sent during disaster events. I created a machine learning pipeline to categorize these events so that the messages are send to an appropriate disaster relief agency. The project also includes a web app where an emergency worker can input a new message and get classification results in several categories. The web app also displays visualizations of the data.
3. Dog Breed Classifier dog_app
This is a capstone project that provides a prediction of a dog's breed. The algorithm can identify a resemblance of a dog breed if you provide a non dog picture, for example a human or a bird.