The Best Data Science Degree @ Berkeley Alternatives in 2026

DrivenData hosts data science competitions where participants build predictive models for organizations addressing social challenges.

KNIME provides data analysis tools and a visual workflow builder for data science solutions.

Sourcetable combines spreadsheets and data analysis tools for creating financial models and working with datasets.

oneDAL is a C++ and DPC++ library for accelerated machine learning routines on tabular data, governed by the UXL Foundation.

mljar-supervised provides tabular data AutoML with feature engineering, hyperparameter tuning, explanations, and documentation.

tsfresh automatically extracts relevant features from time series data.

Snorkel helps generate training data programmatically through weak supervision.

This project profiles data quality and supports exploratory analysis of Pandas and Spark DataFrames.

DVC tracks data versions and machine learning experiments for collaborative development.

Optimus supports agile data preparation workflows across Pandas, Dask, cuDF, Vaex, and PySpark.

An AI-first alternative to Jupyter, Deepnote supports Python, R, and SQL, with local IDE use, cloud collaboration, and data apps.

BambooAI analyzes data with a language model in a persistent Python kernel and supports web and Docker workflows.

Modin scales Pandas data workflows by changing a single line of code in a project.

Lance provides an open lakehouse format for multimodal AI, with vector indexing and data versioning.

Cleanlab provides a Python library for data quality and machine learning with messy real world data and labels.

Desbordante profiles data to find patterns and supports data-cleaning scenarios through console and web application interfaces.

Access full-text academic articles: J-STAGE is an online platform for Japanese academic journals.

19 Questions assigns attributes to objects using machine learning and Bayesian inference, according to its project description.

PyCaret provides a low code AutoML platform for Python, with a scikit-learn native engine and React control plane.

The Featuretools Python library supports automated feature engineering and is published as open source.

Feature Engine provides Python tools for feature engineering and selection that are compatible with scikit-learn.

Python library for decision tree visualization and model interpretation.

A Julia package for probability distributions and associated functions.

A Techie Tech Blog on Master Data Management And Every Buzz Surrounding It.