I Dropped Pandas for Polars. Here’s What Broke.
It was 11 PM on a Thursday last month. My data pipeline running on a t3.xlarge AWS instance crashed for the fourth time that week. The culprit?
Mastering Gil Removal: Advanced Techniques and Best Practices for Modern Developers
Introduction to Gil Removal In today’s rapidly evolving technological landscape, GIL removal has emerged as a critical skill for developers seeking to.
Numpyro: Probabilistic Programming That Doesn’t Waste My Time
I remember the bad old days of probabilistic programming. You’d define a hierarchical model, hit “sample,” and then—I’m not joking—go watch an entire.
TF 2.18 & Keras: Real-World Performance Review
I finally bit the bullet last week. After ignoring the notification icons for two months, I upgraded our main training pipeline to TensorFlow 2.18.
Why I Finally Switched to Hatch for Python Builds
Actually, I should clarify — I’ve spent the last decade fighting with Python packaging. I’ve written setup.py files that looked like spaghetti code.
RNNs Aren’t Dead: Liquid Networks in Keras 3
I distinctly remember the funeral we all held for Recurrent Neural Networks around 2019. The Transformer architecture had just walked into the room, eaten.
PyScript in 2026: Why I Finally Stopped Hating Client-Side Python
Actually, I should clarify – I remember sitting in the audience at PyCon 2022 when PyScript was first announced.
Keras in Late 2025: Why Transfer Learning Is Finally Boring
I spent yesterday afternoon trying to squeeze a Vision Transformer (ViT) onto a consumer-grade GPU. A few years ago, this would have been a three-coffee.
Stop Wrestling with HTML: Why I Switched to Flet
I am tired of pretending that I enjoy writing HTML and CSS. For years, every time I needed to build a user interface for a Python script or a data tool, I.
Revolutionizing AI Agents: Deep Dive into LlamaIndex Event-Driven Workflows and SQL Integration
Introduction The landscape of Artificial Intelligence and Natural Language Processing (NLP) is shifting rapidly.