Aurelie Giraud
Data Scientist & Data Product Manager
LinkedIn | Blog
Hi 👋 I'm Lily,
Data Scientist, aspiring storyteller, and writer - on a mission to democratize Analytics. It all started during my Master's degree when I discovered a passion for Statistics and Experimental Design. Shortly after - as a project manager, I learned how businesses work and how to communicate with stakeholders from disparate backgrounds. Ultimately I realized that I get the most joy from making a business impact based on data, analytics, and automation. From there, I decided to drop everything and start over to become a Data Scientist. Today, when I'm not coding, you can find me writing blogs on how to apply Data Science to solve business challenges and self-growth.
Portfolio
Machine Learning Applications
Regressions Models
- Logistic Regression: Fraud detection on banknotes
- ANOVA: Targeting future customers from a bank portfolio
- Multiple Linear Regression: Optimizing marketing budget based on sales revenues
Clustering
- K-Means, SpectralClustering, AgglomerativeClustering, DBSCAN and K-Medoid: Customer Segmentation based on credit card data
Blogs & Articles
- Mastering the evaluation of classification models with storytelling
- How to run an Exploratory Data Analysis — step by step?
- How Do You Build Up Your Critical Thinking?
- Ready to start your new job as Data Scientist? First, you need this…
- Kick Start for PySpark — Which functions to use for data analysis?
- How to check the main assumptions supporting linear regression models?
- How to build a powerful business index?
- Random Forest: what you need to know before starting
