machine learning

Mastering Non-Linear Data: A Guide to Scikit-Learn’s SplineTransformer

that linear models will be… well, stiff. Have you ever ever checked out a scatter plot and realized a straight line just isn’t going to chop it? We’ve all been there. Real-world data is...

How LLMs Handle Infinite Context With Finite Memory

1. Introduction two years, we witnessed a race for sequence length in AI language models. We regularly evolved from 4k context length to 32k, then 128k, to the huge 1-million token window first promised...

Retrieval for Time-Series: How Looking Back Improves Forecasts

Helps in Time Series Forecasting All of us understand how it goes: Time-series data is hard. Traditional forecasting models are unprepared for incidents like sudden market crashes, black swan events, or rare weather patterns....

YOLOv1 Loss Function Walkthrough: Regression for All

In my previous article I explained how YOLOv1 works and tips on how to construct the architecture from scratch with PyTorch. In today’s article, I'm going to deal with the loss function used to...

Stop Blaming the Data: A Higher Method to Handle Covariance Shift

Despite tabular data being the bread and butter of industry data science, data shifts are sometimes missed when analyzing model performance. We’ve all been there: You develop a machine learning model, achieve great results in...

Optimizing Data Transfer in AI/ML Workloads

a , a deep learning model is executed on a dedicated GPU accelerator using input data batches it receives from a CPU host. Ideally, the GPU — the dearer resource — needs to...

Deep Reinforcement Learning: The Actor-Critic Method

that frustrating hovering drone from ? The one which learned to descend toward the platform, go through it, after which just… hang around below it eternally? Yeah, me too. I spent a whole afternoon...

EDA in Public (Part 3): RFM Evaluation for Customer Segmentation in Pandas

! In case you’ve been following along, we’ve come a good distance. In Part 1, we did the “dirty work” of cleansing and prepping. In Part 2, we zoomed out to a high-altitude view of...

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