Algorithms / Numerical Techniques

Sep 11, 2023
Accelerating Vector Search: Fine-Tuning GPU Index Algorithms
The first post in this series introduced vector search indexes, explained the role they play in enabling a widespread range of important applications, and...
11 MIN READ

Sep 11, 2023
Accelerating Vector Search: Using GPU-Powered Indexes with RAPIDS RAFT
In the AI landscape of 2023, vector search is one of the hottest topics due to its applications in large language models (LLM) and generative AI. Semantic...
11 MIN READ

Aug 04, 2023
ICYMI: Unlocking the Power of GPU-Accelerated DataFrames in Python
Read this tutorial on how to tap into GPUs by importing cuDF instead of pandas–with only a few code changes.
1 MIN READ

Jul 20, 2023
A Comprehensive Guide on Interaction Terms in Time Series Forecasting
Modeling time series data can be challenging (and fascinating) due to its inherent complexity and unpredictability. Long-term trends in time series can change...
8 MIN READ

Jul 19, 2023
Programming the Quantum-Classical Supercomputer
Heterogeneous computing architectures—those that incorporate a variety of processor types working in tandem—have proven extremely valuable in the continued...
9 MIN READ

Jul 11, 2023
Accelerated Data Analytics: Machine Learning with GPU-Accelerated Pandas and Scikit-learn
If you are looking to take your machine learning (ML) projects to new levels of speed and scalability, GPU-accelerated data analytics can help you deliver...
13 MIN READ

Jun 28, 2023
ICYMI: Exploring Challenges Posed by Biased Datasets Using RAPIDS cuDF
Read about an innovative GPU solution that solves limitations using small biased datasets with RAPIDS cuDF.
1 MIN READ

Jun 27, 2023
GPU-Accelerated Single-Cell RNA Analysis with RAPIDS-singlecell
Single-cell sequencing has become one of the most prominent technologies used in biomedical research. Its ability to decipher changes in the transcriptome and...
13 MIN READ

Jun 09, 2023
Recreate High-Fidelity Digital Twins with Neural Kernel Surface Reconstruction
Reconstructing a smooth surface from a point cloud is a fundamental step in creating digital twins of real-world objects and scenes. Algorithms for surface...
5 MIN READ

May 19, 2023
Limit Order Book Dataset Generation for Accelerated Short-Term Price Prediction with RAPIDS
In the high-frequency trading world, thousands of market participants interact daily. In fact, high-frequency trading accounts for more than half of the US...
9 MIN READ

May 18, 2023
QHack Results Highlight Quantum Computing Applications and Tools on GPUs
QHack is an educational conference and the world’s largest quantum machine learning (QML) hackathon. This year at QHack 2023, 2,850 individuals from 105...
9 MIN READ

Apr 26, 2023
A Comprehensive Guide to Interaction Terms in Linear Regression
Linear regression is a powerful statistical tool used to model the relationship between a dependent variable and one or more independent variables (features)....
13 MIN READ

Apr 20, 2023
A Comprehensive Overview of Regression Evaluation Metrics
As a data scientist, evaluating machine learning model performance is a crucial aspect of your work. To do so effectively, you have a wide range of statistical...
17 MIN READ

Jul 20, 2022
Dealing with Outliers Using Three Robust Linear Regression Models
Linear regression is one of the simplest machine learning models out there. It is often the starting point not only for learning about data science but also for...
13 MIN READ

May 06, 2022
Accelerating High-Volume Manufacturing for Inverse Lithography Technology
Inverse lithography technology (ILT) was first implemented and demonstrated in early 2003. It was created by Danping Peng, while he worked as an engineer...
6 MIN READ

Mar 31, 2022
Merge Sort Explained: A Data Scientist’s Algorithm Guide
Data Scientists deal with algorithms daily. However, the data science discipline as a whole has developed into a role that does not involve implementation of...
8 MIN READ