Zillow Offers: A Case for Model Risk Management

Zillow Offers: A Case for Model Risk Management

In the past three years, Zillow invested hundreds of millions of dollars into Zillow Offers, its AI-enabled home-flipping program. The company intended to use ML models to buy up thousands of houses per month, whereupon the homes would be renovated and sold for a...
Top 10 Open-Source Data Science Tools in 2022

Top 10 Open-Source Data Science Tools in 2022

I’m not going to list Pandas, NumPy, Scikit-learn, Matplotlib, Seaborn, TensorFlow, PyTorch, etc. You probably know about these already. There is nothing wrong with these libraries; they’re already the bare minimum essential for data science using python. And the...
Are DevOps and MLOps the Same Thing?

Are DevOps and MLOps the Same Thing?

An overview of what DevOps and MLOps have in common and what are their differences (if any). About ten years ago, the community realized that there was a barrier between the delivery and operations teams. On the one hand, there was the development team, which was...