Blog
Whether it's accelerating computations with GPUs, creating impactful visualizations, or writing memorable papers, these notebooks are designed to be hands-on and immediately useful.
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A Guide to Scientific Writing
A practical guide to scientific writing — what good looks like and the common mistakes, drawn from Strunk & White, Simon Peyton Jones, Michael Black, Nature's style guide, and Tufte. Includes a pre-submission checklist.
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A Guide on Statistical Tests
Make your findings statistically significant with this practical, flowchart-based guide on selecting the right statistical test and post-hoc analysis.
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GPU-Accelerated Dimensionality Reduction with PCA & UMAP
Discover how to visualize massive, high-dimensional datasets in minutes instead of hours. This practical guide walks you through GPU-accelerated dimensionality reduction with PCA and UMAP from NVIDIA RAPIDS cuML.
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GPU-Accelerated XGBoost with Bayesian Hyperparameter Tuning
Learn to build a powerful GPU-accelerated XGBoost baseline. This practical guide walks you through efficient Bayesian hyperparameter tuning with Optuna and feature importance identification with SHAP.
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Beautiful Plots with Matplotlib
At their best, graphics are instruments for reasoning about quantitative information. Discover simple, aesthetic examples of common plot types using Matplotlib and Seaborn.