Never miss a new edition of The Variable, our weekly newsletter featuring a top-notch selection of editors’ picks, deep dives, community news, and more. It’s tempting to think that what separates a successful machine learning project from a not-so-great one is a cutting-edge model, more computing power, or a few extra teammates. In reality, throwing more resources …
How to Design Machine Learning Experiments — the Right Way Read More »
Image by Author | ChatGPT Contents# Introduction# The AI Advantage in Feature Engineering# The Solution: A 5-Node AI Analysis Pipeline# Building the Workflow: Step-by-Step Implementation# Technical Deep Dive: The Intelligence Engine# Testing with Different Scenarios# Next Steps: Scaling AI-Assisted Data Science# Conclusion # Introduction Feature engineering gets called the ‘art’ of data science for good reason — experienced data scientists develop this intuition …
AI-Powered Feature Engineering with n8n: Scaling Data Science Intelligence Read More »
Science Published 7 August 2025 Authors The Perch Team Our new Perch model helps conservationists analyze audio faster to protect endangered species, from Hawaiian honeycreepers to coral reefs. One of the ways scientists protect the health of our planet’s wild ecosystems is by using microphones (or underwater hydrophones) to collect vast amounts of audio dense …
How AI is helping advance the science of bioacoustics to save endangered species Read More »
In Part 3.1 we started discussing how decomposes the time series data into trend, seasonality, and residual components, and as it is a smoothing-based technique, it means we need rough estimates of trend and seasonality for STL to perform smoothing. For that, we calculated a rough estimate of a trend by calculating it using the …
Time Series Forecasting Made Simple (Part 3.2): A Deep Dive into LOESS-Based Smoothing Read More »
Image by Author | Ideogram Contents# Once Upon a Time…# Making Sense of Complex Data# Uncovering Insights: Pattern and Trend Discovery# Causing a Lasting Impression: Engagement and Impact# Driving Data-Driven Action: Decision Support# Wrapping Up # Once Upon a Time… Data storytelling can be defined as the process of communicating insights from data through a compelling and structured narrative, turning raw …
The Importance of Visualization in Data Storytelling Read More »
Acknowledgments Genie 3 was made possible due to key research and engineering contributions from Phil Ball, Jakob Bauer, Frank Belletti, Bethanie Brownfield, Ariel Ephrat, Shlomi Fruchter, Agrim Gupta, Kristian Holsheimer, Aleks Holynski, Jiri Hron, Christos Kaplanis, Marjorie Limont, Matt McGill, Yanko Oliveira, Jack Parker-Holder, Frank Perbet, Guy Scully, Jeremy Shar, Stephen Spencer, Omer Tov, Ruben …
year, I wrote about my first 3-month manager experience. I shared some of the immediate changes I noticed, including more meetings, mentoring and coaching opportunities, a broader scope, and increased visibility into the behind-the-scenes work. Time flies, and I have now been a manager for a full year. It is a busy year as I …
Image by Author | Canva Contents# Introduction# What is Phoenix?# Step-by-Step Setup# Understanding Phoenix Traces & Metrics# Wrapping Up # Introduction Traditional debugging with print() or logging works, but it’s slow and clunky with LLMs. Phoenix provides a timeline view of every step, prompt, and response inspection, error detection with retries, visibility into latency and costs, and a complete visual …
How Deep Think works: extending Gemini’s parallel “thinking time” Just as people tackle complex problems by taking the time to explore different angles, weigh potential solutions, and refine a final answer, Deep Think pushes the frontier of thinking capabilities by using parallel thinking techniques. This approach lets Gemini generate many ideas at once and consider …
in a sentence provide a lot of information, such as what they mean in the real world, how they connect to other words, how they change the meaning of other words, and sometimes their true meaning can be ambiguous, and can even confuse humans! Image via Unsplash All of this must be figured out to …
