Machine Learning and Data Mining

 

Welcome! This community discusses all aspects of machine learning and data mining including the use of GPUs for neural networks, genetic algorithms, Bayesian networks, clustering, PCA, ICA, MDS and other techniques. Since this is a data-intensive area, posts related to data handling are also encouraged.  As community interests manifest themselves, new forum topics can be created to focus participation.

My own research has contributed to the field of neural networks. In addition, I have utilized many of the listed techniques as a scientist and entrepreneur to address problems of interest in science and industry.

Hopefully others share my keen interest in finding efficient and scalable mappings to massively parallel systems like GPUs. I also try to help others think and program in a massively parallel fashion with my series of tutorials on the Doctor Dobb’s Journal  website, “CUDA, Supercomputing for the Masses” as well as Scientific Computing and other publications.

The intention is to make our community the focal point for a multitude of quality discussions on real-world problems and solutions that can be used as a searchable knowledge base to benefit everyone interested in the use of GPUs for machine learning and data mining. 

Rob Farber

Featured Stories and Papers

Latest Stories and Papers

Title New Replies Last postsort icon
Accelerating a Random Forest Classifier: Multi-Core, GP-GPU, or FPGA? (IEEE) New 0 new 05-23-2013
MATE-CG: A Map Reduce-Like Framework for Accelerating Data-Intensive Computations on Heterogeneous Clusters (IEEE) New 0 new 05-22-2013
GPU Task Parallelism for Scalable Anomaly Detection (IEEE) New 0 new 05-14-2013
Run-Time GPU Computing and Rendering of Earthquake Ground-Motion Data (IEEE) New 0 new 05-09-2013
A Fully-pipelined Expectation-maximization Engine for Gaussian Mixture Models (IEEE) New 0 new 05-09-2013
Parallel Exhaustive Search vs. Evolutionary Computation in a Large Real World Network Search Space (IEEE) New 0 new 05-02-2013
Accelerating MapReduce on a Coupled CPU-GPU Architecture (IEEE) New 0 new 04-24-2013
High Performance CUDA-based Implementation for the 2D Version of the Maximum Subarray Problem (MSP) (IEEE) New 0 new 03-08-2013
An Efficient Method for Incremental Learning of GMM Using CUDA (IEEE) New 0 new 02-26-2013
GPU-Accelerated Feature Selection for Outlier Detection Using the Local Kernel Density Ratio (IEEE) New 0 new 02-13-2013
Using the GPGPU for Scaling up Mining Software Repositories (IEEE) New 0 new 02-07-2013
Rapid and Robust Denoising of Pyrosequenced Amplicons for Metagenomics New 0 new 01-30-2013
Enabling Fast, Noncontiguous GPU Data Movement in Hybrid MPI+GPU Environments (IEEE) New 0 new 01-28-2013
Incident Detection from Tweets by Neural Network with GPGPU New 0 new 01-28-2013
Applications and Trends of High Performance Computing for Electric Power Systems: Focusing on Smart Grid New 0 new 01-16-2013
A GPU-accelerated Approximate Algorithm for Incremental Learning of Gaussian Mixture Model New 0 new 01-09-2013

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