Cython is a superset of Python that supports static type declarations, which Cython translates into highly optimized C code, and which makes writing C extensions for Python as easy as Python itself.
Matthew Mayo (@mattmayo13) holds a master’s degree in computer science and a graduate diploma in data mining. As managing editor of KDnuggets & Statology, and contributing editor at Machine Learning Mastery, Matthew aims to make complex data science concepts accessible. His professional interests include natural language processing, language models, machine learning algorithms, and exploring emerging AI. He is driven by a mission to democratize knowledge in the data science community. Matthew has been coding since he was 6 years old.
Survival analysis, primarily used for modeling time-to-event data, provides an arsenal of statistical tools to estimate the expected time until one or more events of interest, such as death, failure, or attrition.
Let’s break down seven statistical concepts that even seasoned machine learning engineers often trip over — and why getting them right matters more than you think.
In this discussion we will unpack some of the nuances between correlation, causation, and confounding, shedding light on common pitfalls, and offering best practices for hypothesis testing and data visualization.
In this article, we will focus on practical use cases, showcasing how spaCy can be applied end-to-end in real-world scenarios.
In this article, we explore how to tailor spaCy to your specific needs by creating custom NLP pipelines and extending its functionality.
In this article, we’ll focus on how to prepare text data for machine learning and statistical modeling using spaCy.
In our next spaCy series article, we take a look at advanced linguistic processing, including detailed POS tagging, dependency parsing, and named entity recognition.
As your Python projects grow, so does the time it takes to run your test suite.
This will be the first in a series of articles on using spaCy for text analytics. In this first article, we’ll set the stage by introducing spaCy.