Neptune blog

In-Depth Articles for Machine Learning Practitioners

The Best Tools to Monitor Machine Learning Experiment Runs

Monitoring machine learning experiment runs is an important and healthy practice but it can be a challenge. Main problems are: You cannot […]

The Best MLOps Tools

In one of our articles—The Best Tools, Libraries, Frameworks and Methodologies that Machine Learning Teams Actually Use – Things We Learned from […]

The Best Sacred + Omniboard Alternatives

In this post, we’ll show you the best alternatives to Sacred + Omniboard. Since you came across this article, you may already […]

The Best Pachyderm Alternatives

Pachyderm is a data science platform that helps to control an end-to-end machine learning life cycle. It comes in three different versions, […]

The Best Kubeflow Alternatives

Kubeflow is the ML toolkit for Kubernetes. It helps in maintaining machine learning systems – manage all the applications, platforms, and resource […]

The Best Comet.ml Alternatives

Comet is one of the most popular tools used by people working on machine learning experiments. It is a self-hosted and cloud-based […]

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 […]

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 […]

Top Open Source Tools and Libraries for Deep Learning – ICLR 2020 Experience

Where is cutting-edge deep learning created and discussed? One of the top places is ICLR – a leading deep learning conference, that […]

The Best Tools, Libraries, Frameworks and Methodologies that Machine Learning Teams Actually Use – Things We Learned from 41 ML Startups [ROUNDUP]

Setting up a good tool stack for your Machine Learning team is important to work efficiently and be able to focus on […]

The Best Software for Collaborating on Machine Learning Projects

Collaborating on machine learning projects is challenging. It requires focus, attention to detail, and strong analytical skills. But it also requires tools. […]

The Best MLflow Alternatives (2020 Update)

MLflow is an open-source platform that helps manage the whole machine learning lifecycle. This includes experimentation, but also reproducibility and deployment. Each […]