Structured Data Archives

Machine Learning Experiment Management: How to Organize Your Model Development Process

Machine learning or deep learning experiments tracking is a key factor in delivering successful outcomes. There’s no way you will succeed without it. Let me share a story that I’ve heard…

Jakub Czakon

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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…

Machine Learning Experiment Management: How to Organize Your Model Development Process

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10 Real-Life Applications of Reinforcement Learning

F1 Score vs ROC AUC vs Accuracy vs PR AUC: Which Evaluation Metric Should You Choose?

Keras Loss Functions: Everything You Need To Know

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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