Structured Data Archives

ML Experiment Tracking: What It Is, Why It Matters, and How to Implement It

Let me share a story that I’ve heard too many times. ”… We were developing an ML model with my team, we ran a lot of experiments and got promising…

Jakub Czakon

Experiment Management

How to Make Sense of the Reinforcement Learning Agents? What and Why I Log During Training and Debug

Based on simply watching how an agent acts in the environment it is hard to tell anything about why it behaves this way and how it works internally. That’s why…

Piotr Januszewski

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Latest Featured Experiment Management Machine Learning Model Management Hyperparameter Optimization Model Evaluation Data Exploration Computer Vision Natural Language Processing Generative Models Structured Data Reinforcement Learning Deep Learning Machine Learning Tools Other

Explainable and Reproducible Machine Learning Model Development with DALEX and Neptune

Machine learning model development is hard, especially in the real world. Typically, you need to: understand the business problem, gather the data, …

Tabular Data Binary Classification: All Tips and Tricks from 5 Kaggle Competitions

In this article, I will discuss some great tips and tricks to improve the performance of your structured data binary classification model….

Random Forest Regression: When Does It Fail and Why?

In this article, we’ll look at a major problem with using Random Forest for Regression which is extrapolation. We’ll cover the following…

Understanding LightGBM Parameters (and How to Tune Them)

I’ve been using lightGBM for a while now. It’s been my go-to algorithm for most tabular data problems. The list of awesome…

ML Experiment Tracking: What It Is, Why It Matters, and How to Implement It

How to Make Sense of the Reinforcement Learning Agents? What and Why I Log During Training and Debug

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I want to learn about:

Explainable and Reproducible Machine Learning Model Development with DALEX and Neptune

Tabular Data Binary Classification: All Tips and Tricks from 5 Kaggle Competitions

Random Forest Regression: When Does It Fail and Why?

Understanding LightGBM Parameters (and How to Tune Them)

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