Scaling Python with Ray: Deploying to Cloud Clusters

Scaling Python with Ray on cloud clusters is the definitive way to break past local hardware limits. Ahmad Wael explains how to configure AWS EC2 clusters using YAML, manage costs with Spot instances, and refactor code for distributed environments. Learn how a 6-node cluster can deliver massive performance gains for CPU-intensive tasks.

How to Build a Data Science Career in 2026: Senior Advice

Breaking into a Data Science Career in 2026 requires more than just knowing Python. Senior developer Ahmad Wael critiques the common “scattergun” application strategy, highlighting why fundamental math, resume optimization with metrics, and leveraging referrals are the only ways to bypass the 400+ rejection cycle that frustrates most new applicants in today’s market.