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Recap: Lessons from Today

11/16/2021
Views 39
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ai, algorithm, best practice, brain, deep learning, design, experiment, language, learning, machine learning, machine learning tools, ml, neural network, neuroscience, protein, reality, recycling, science, benchmarking, computational science, drink can, genetic algorithm, numerical linear algebra, proteomics, recommender system, sparse matrix, factorial experiment, machine learning platform, hpo, intelligent experimentation
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How Can We Be So Slow? Winning the Hardware Lottery by Accelerating Sparse Networks

11/16/2021
Views 206
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ai, brain, central processing unit, computing, deep learning, graphics processing unit, internet of things, machine learning, machine learning tools, mentorship, ml, research, science, twitter, artificial neural network, convolutional neural network, density, efficient energy use, embedded system, mathematical optimization, matrix (mathematics), matrix multiplication, program optimization, sparse matrix, theory, vector space, watt, sparse networks, kernel (linear algebra), machine learning platform, numenta
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Jared P. Lander - Taking R From Hours to Seconds

12/02/2020
Views 729
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algorithm, c++, computer, dimension, graphics processing unit, speed, tensor, 64-bit computing, array data structure, cuda, cartesian coordinate system, control flow, for loop, function (mathematics), geodetic datum, geographic coordinate system, latitude, longitude, map, matrix (mathematics), number, polygon, sparse matrix, square root, subroutine
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Estimation Rates for Sparse Linear Cyclic Causal Models

08/05/2020
Views 33
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causality, experiment, causal model, equation, estimator, infidelity, lasso (statistics), likelihood function, logarithm, mathematical optimization, matrix (mathematics), maximum likelihood estimation, mean, normal distribution, observation, random variable, sample size determination, sparse matrix, the matrix, universe, variable (mathematics), minimax, linearity, structural equation modeling, minimax estimator
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Recommendation Systems

05/14/2021
Views 454
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ai, cash, experiment, food delivery, hypothesis, machine learning, mobile app, prediction, question, recommendation systems, spotify, utility, youtube, algebra, android (operating system), bank, equation, factorization, google pay, mathematical optimization, payment, recommender system, sparse matrix, vector space, design of experiments, data science tutorial, wids 2020, wids ambassadors, wids conference, wids mumbai 2020, woman in data science , women in programming, data science conference 2020, recommendation systems example, recommendation systems machine learning, recommendation systems python, recommendation systems types
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Fast Pose Graph Optimization via Krylov-Schur and Cholesky Factorization

01/07/2021
Views 154
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algorithm, information, narrative, robotics, video, diffusion, factorization, frame of reference, function (mathematics), goal, least squares, linear programming, mathematical optimization, matrix (mathematics), rotation, sparse matrix, symmetric matrix, eigenvalues and eigenvectors, orthogonal matrix, fraction, signal-to-noise ratio, linearity, laplacian matrix, fast pose graph optimization, orthogonal group
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Portable performance on multi-threaded Sparse BLAS operations with PyRSB

08/14/2021
Views 909
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artificial intelligence, central processing unit, css , library, mathematics, microsoft, neuroscience, physics, python, scipy tools, software , software engineering, spotify, tax, wave, attention, brute-force search, differential equation, equation, function (mathematics), map, matrix (mathematics), microsoft windows, motion, python (programming language), shortest path problem, sparse matrix, undo, vector space, graph theory, scipy tutorial, scipy2021, technical computing , science research, scientific computing
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Hands On Tutorials: Accelerating and Expanding End-to-End Data Science Workflows with DL/ML Interoperability Using RAPIDS

08/24/2020
Views 120
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apache spark, cloud computing, deep learning, graphics processing unit, numpy, rapids, tensorflow, cluster analysis, coefficient of variation, computer file, extract, transform, load, k-nearest neighbors algorithm, link analysis, outlier, principal component analysis, regression analysis, shortest path problem, sparse matrix, standard score, training, validation, and test sets, vertex (graph theory), visualization (graphics), window function, modularity (networks), deep learning for tabular data, dl/ml interoperability , dl/ml interoperability using rapids, geforce 10 series
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Learning Sparse Matrix Row Permutations for Efficient SpMM on GPU Architectures

03/29/2021
Views 340
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algorithm, brain, gpus, graphics processing unit, neural network, nvidia, prediction, attention, cpu cache, cache (computing), cartesian coordinate system, data compression, dependent and independent variables, goal, load balancing (computing), mathematical optimization, matrix (mathematics), multiplication, number, parallel computing, permutation, regression analysis, sparse matrix, statistical classification, the matrix, thread (computing), non-zero elements, spmm
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GNNMark: A Benchmark Suite to Characterize Graph Neural Network Training on GPUs

03/29/2021
Views 125
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algorithm, computer, database, graphics processing unit, machine learning, neural network, open-source software, prediction, scalability, social network, system, video, amazon elastic compute cloud, application software, cuda, cartesian coordinate system, domain name system, function (mathematics), library (computing), online and offline, parallel computing, recommender system, server (computing), sparse matrix, von neumann architecture
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CUTIE: Multi-PetaOP/s/W Ternary DNN inference Engine for TinyML

03/23/2022
Views 173
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algorithm, computer, computer hardware, computing, electricity, energy, frame rate, ios, machine learning, software , tensorflow, terrorism, accuracy and precision, binary number, bit, computer memory, convolutional neural network, data buffer, data compression, efficient energy use, ice, integrated circuit, pipeline (computing), sparse matrix, accumulator (computing), silicon labs, computer science 2021, computer science conference 2021, computer science event, computer science event 2021, machine learning techniques, machine learning technologie, tinyml2021, machine learning 2021, tiny talks, tinyml2021 talk
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Gradient Boosting Machines (GBM): from Zero to Hero (with R and Python code)

10/23/2020
Views 700
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analytics, cloud computing, computer vision, concept, data science, deep learning, gradient boosting machines, machine learning, neural networks, prediction, self-driving car, speech recognition, statistics, accuracy and precision, artificial neural network, categorical variable, cross-validation (statistics), gradient boosting, learning rate, random forest, receiver operating characteristic, sparse matrix, statistical classification, understanding, boosting (machine learning), machine learning technique
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Sean Lie - Wafer-Scale ML

02/27/2020
Views 527
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ai, artificial intelligence, central processing unit, computer, computer hardware, computer vision, deep learning, graphics processing unit, machine learning, ml conference, neural network, scalability, tensorflow, artificial neural network, backpropagation, bandwidth (computing), bit, computer network, data parallelism, ethernet, instruction set architecture, mesh networking, nvlink, network topology, parallel computing, sparse matrix, vector processor, infiniband, dilution (neural networks), matroid, scaledml, scaledml2020, technical conference, sean lie
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Contributed Talks 6

07/31/2020
Views 163
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benchmark, case study, clustering, data analysis, research, simulation, statistics, usability, accuracy and precision, cluster analysis, computational biology, cross-validation (statistics), exon, gene, gene expression, gene expression profiling, imputation (statistics), intron, p-value, principal component analysis, sequencing, sparse matrix, uniform distribution (continuous), rna-seq, microbiome, bioc2020, single cell, differential expression, rnaseq, trajectory inference, dimension reduction, normalization, preprocessing, primary transcript, anaerobic organism
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Aaron Lun, Making the infrastructure sausage tales of Bioconductor package development

07/31/2020
Views 571
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computer programming, mobile app, cartesian coordinate system, class (computer programming), command-line interface, computer data storage, computer file, graphical widget, hard disk drive, inheritance (object-oriented programming), input/output, integral, interpreter (computing), matrix multiplication, object (computer science), principal component analysis, random-access memory, regression analysis, reliability engineering, sparse matrix, subroutine, visualization (graphics), method overriding, rotation matrix, bioc2020, projection matrix
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Peter Hickey, Workshop 500: The DelayedArray Framework to Support the Analysis of Large Datasets

07/30/2020
Views 124
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big data, c++, metadata, reason, software , statistics, abstraction, audio video interleave, bios, bit, function (mathematics), gene expression, hard disk drive, hierarchical data format, logarithm, matrix (mathematics), matrix multiplication, object (computer science), parameter, principal component analysis, random-access memory, reading, sparse matrix, subroutine, transpose, peripheral component interconnect, bioc2020, single cell, on-disk data, scrna-seq
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Kylie Bemis, Out of memory computing with matter

07/28/2020
Views 91
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bioinformatics, c++, conference, data science, education, metadata, structure, training, virtual conference, 3d reconstruction, binary file, c (programming language), computer file, data type, file format, hierarchical data format, mass spectrometry, matrix (mathematics), metabolomics, number, pointer (computer programming), principal component analysis, program optimization, proteomics, regression analysis, sequence, sparse matrix, spectrum, r (programming language), bioconductor, mass spectrometry imaging, bioc2020, lipidomics
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OctSqueeze: Octree-Structured Entropy Model for LiDAR Compression

06/16/2020
Views 1.21 K
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data, experiment, information, memory, plant, prison, self-driving car, bit, bit rate, data compression, density, entropy, ice, image segmentation, lidar, light, oxygen, pressure, sea, sensor, sparse matrix, symbol, temperature, tree, truth

useR! 2020: Prediction with text using tidy data principles

07/08/2020
Views 2.35 K
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credit, data analysis, data visualization , machine learning, prediction, question, simulation, credit card, cross-validation (statistics), english language, function (mathematics), generalized linear model, language model, matrix (mathematics), naive bayes classifier, receiver operating characteristic, regression analysis, resampling (statistics), sampling (statistics), sparse matrix, statistical classification, tf–idf, training, validation, and test sets, unstructured data, support vector machine, rstats
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Discussion

05/04/2020
Views 398
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algorithm, central processing unit, computing, concept, data science, math, mathematics, news, science, virtual world, advanced vector extensions, array data structure, data structure, determinism, finite-state machine, linear algebra, load balancing (computing), matrix (mathematics), randomized algorithm, shared memory, sparse matrix, x86, associative array, applied and computational geometry, applied mathematics, associative property, distributed memory, gaussian elimination, hierarchical matrix, matrix representation
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Sessions 1 & 2

05/04/2020
Views 933
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data science, math, adjacency matrix, arithmetic, basis (linear algebra), binary search algorithm, connectome, data compression, directed graph, floating-point arithmetic, hash function, linear algebra, multiplication, nearest neighbor search, primitive data type, ring (mathematics), sparse matrix, spreadsheet, table (database), transpose, vector space, vertex (graph theory), eigenvalues and eigenvectors, applied and computational geometry, applied mathematics, trace (linear algebra), blowing up, characteristic (algebra), dual space
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High Performance Linear System Solvers with Focus on Graph Laplacians

05/04/2020
Views 363
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data science, math, algebra, approximation, best, worst and average case, differential equation, floating-point arithmetic, image segmentation, linear algebra, linear programming, matrix (mathematics), matrix multiplication, number, numerical analysis, observation, runtime system, sparse matrix, square root, supercomputer, symmetric matrix, time complexity, vertex (graph theory), triangular matrix, quadratic equation, applied and computational geometry, applied mathematics, diagonal, laplacian matrix, multigrid method, preconditioner
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Small Big Data: using NumPy and Pandas when your data doesn't fit ...

04/15/2020
Views 3.78 K
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algorithm, batch processing, big data, cloud computing, computer, computer hardware, database, numpy, postgresql, relational database, software , 64-bit computing, array data structure, computer data storage, data compression, data type, database index, hard disk drive, library (computing), pointer (computer programming), random-access memory, solid-state drive, sparse matrix, table (database), 16-bit computing
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tinyML Summit 2020 - Frans Sijstermans Mitch Harwell Robin Paul Prakash: NVIDIA Deep Learning...

02/12/2020
Views 1.28 K
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algorithm, compiler, deep learning, machine learning, mathematics, microcontroller, neural network, source code, speech recognition, branch (computer science), cache (computing), convolutional neural network, data type, floating-point arithmetic, heuristic, instruction set architecture, interrupt, lexical analysis, mathematical optimization, program optimization, rgb color model, sparse matrix, stack (abstract data type), synchronous dynamic random-access memory, use case
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CuPy: A NumPy Compatible Library for High Performance Computing with GPU | SciPy 2019 | SciPy 2019 |

07/10/2019
Views 3.72 K
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biometrics, competition, computing, cupy, google, graphics processing unit, numpy, nvidia, python, research, scipy, software , application software, cuda, kernel (operating system), linear map, matrix (mathematics), multiplication, program optimization, python (programming language), screenshot, sparse matrix, supercomputer, toyota, digital image processing, toyota mr2
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Intermediate Methods for Geospatial Data Analysis | SciPy 2019 Tutorial | Serge Rey, Levi Wolf

07/09/2019
Views 6.93 K
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causality, geographic information system, geospatial data, pattern recognition, python, scipy, statistics, adjacency matrix, box plot, centrality, geocoding, graph (discrete mathematics), nearest neighbor search, p-value, probability distribution, regression analysis, shapefile, sparse matrix, time series, vertex (geometry), vertex (graph theory), weighted arithmetic mean, quantile, quartile, moran's i, diagonal, durbin–watson statistic, hedonic regression
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To a Billion & Beyond: How to Visually Explore, Compare & Share Large Quant. Datasets w/ HiGlass

07/09/2019
Views 2.3 K
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biology, compiler, concept, data sets, genome, higlass, metadata, microservices, numpy, protein, python, scipy, base pair, canvas element, cell nucleus, chromosome, dna, gene, human genome, immutable object, multimodal interaction, protein–protein interaction, raster graphics, sparse matrix, subroutine, visualization (graphics), web mapping, world wide web
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Emily Dodwell - From Tangled Lassos to Boosted Trees: Iterative Research in Practice

05/10/2019
Views 488
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advertising, at&t, big data, gender, question, research, science, statistics, television, time, at&t u-verse, apache hadoop, audience measurement, cable television, directv, lasso (statistics), mathematical optimization, observation, regression analysis, scheduling (computing), set-top box, sparse matrix, targeted advertising, residual sum of squares
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Automated Code Generation for Future-Compatible High-Performance Graph Libraries

10/10/2018
Views 128
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advanced micro devices, c++, cloud computing, compiler, computer programming, computer security, computing, data-intensive computing, database, functional programming, graphics processing unit, nosql, software development, c (programming language), computer program, just-in-time compilation, matlab, mathematical optimization, multi-core processor, porting, python (programming language), sparse matrix, transpose, stephen wolfram, computer algebra
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RubyConf 2019 - Speeding up NMatrix by 100x by Udit Gulati 1

11/19/2019
Views 443
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api, dimension, graphics processing unit, midi, nvidia, programming, ruby, rubyconf, science, space, factorization, fingerprint, function (mathematics), general-purpose computing on graphics processing units, graph (discrete mathematics), length, linear algebra, logarithm, numerical analysis, password, pointer (computer programming), python (programming language), ring (mathematics), ruby (programming language), shape, shortest path problem, sparse matrix, the animatrix
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