Neptune blog

In-Depth Articles for Machine Learning Practitioners

Implementing Content-Based Image Retrieval with Siamese Networks in PyTorch

Image retrieval is the task of finding images related to a given query. With content-based image retrieval, we refer to the task…

Binary Classification: Tips and Tricks from 10 Kaggle Competitions

Imagine if you could get all the tips and tricks you need to tackle a binary classification problem on Kaggle or anywhere…

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, …

Data Augmentation in NLP: Best Practices From a Kaggle Master

There are many tasks in NLP from text classification to question answering but whatever you do the amount of data you have…

Keras Loss Functions: Everything You Need To Know

You’ve created a deep learning model in Keras, you prepared the data and now you are wondering which loss you should choose…

Best Practices for Dealing with Concept Drift

You trained a machine learning model, validated its performance across several metrics which are looking good, you put it in production, and…

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….

The Best Tools for Machine Learning Model Visualization

The phrase “Every model is wrong but some are useful” is especially true in Machine Learning. When developing machine learning models you…

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…

The Best Tools to Visualize Metrics and Hyperparameters of Machine Learning Experiments

Evaluating your model on the key metrics is a crucial first step in understanding your model quality. Keeping track of hyperparameters and…

How to Keep Track of PyTorch Lightning Experiments with Neptune

Working with PyTorch Lightning and wondering which logger should you choose to keep track of your experiments? Thinking of using PyTorch Lightning…

The Best NLP/NLU Papers from the ICLR 2020 Conference

The International Conference on Learning Representations (ICLR) took place last week, and I had a pleasure to participate in it. ICLR is…