machine learning

Not All RecSys Problems Are Created Equal

The industry’s outliers have distorted our definition of Recommender Systems. TikTok, Spotify, and Netflix employ hybrid deep learning models combining collaborative- and content-based filtering to deliver personalized recommendations you didn’t even know you’d like....

The Machine Learning Lessons I’ve Learned Last Month

because the years before: fireworks across the globe. People greeted the brand new 12 months with latest resolutions and latest goals. Someone, somewhere, surely said: “2026 goes to be THE 12 months.” Then January...

AWS vs. Azure: A Deep Dive into Model Training – Part 2

In Part 1 of this series, how Azure and AWS take fundamentally different approaches to machine learning project management and data storage. Azure ML uses a workspace-centric structure with user-level role-based access control (RBAC),...

Constructing Systems That Survive Real Life

You hold a Master’s in Physics and Astrophysics. How does your background play into your work in data science and AI engineering?  Physics taught me two things that I lean on on a regular basis:...

Silicon Darwinism: Why Scarcity Is the Source of True Intelligence

right into a curious era of artificial intelligence where size is wrongly equated with intelligence. The models get larger and bigger to billions of parameters, the information centers grow to be industrial in...

Apply Agentic Coding to Solve Problems

has turn out to be the one only approach for me to resolve problems. Most problems I encounter at work might be solved effectively by utilizing agents. That is in contrast to manually...

Why Your Multi-Agent System is Failing: Escaping the 17x Error Trap of the “Bag of Agents”

landed on arXiv just before Christmas 2025, very much an early present from the team at Google DeepMind, with the title “Towards a Science of Scaling Agent Systems.” I discovered this paper to be a...

Optimizing Vector Search: Why You Should Flatten Structured Data 

structured data right into a RAG system, engineers often default to embedding raw JSON right into a vector database. The fact, nonetheless, is that this intuitive approach results in dramatically poor performance. Modern...

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