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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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Scale By The Bay 2020: Juan Pablo Romero, A tour of String diagrams and Monoidal categories

11/12/2020
Views 360
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computer science, database, feedback, language, quantum computing, science, tensor, bit, category theory, function (mathematics), function composition, graph (discrete mathematics), interpretation (logic), interpreter (computing), isomorphism, knot, matrix (mathematics), matrix multiplication, natural number, symmetry, theory, usb, tensor product, associative property, binary operation
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Locally Masked Convolution for Autoregressive Models

08/06/2020
Views 234
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algorithm, color, communication, deep learning, information, neural network, pixel, artificial neural network, autoregressive model, bit, convolution, convolutional neural network, data compression, holography, lighting, likelihood function, matrix (mathematics), matrix multiplication, maximum likelihood estimation, parameter, patch (computing), python (programming language), raster graphics, time series, joint probability distribution
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Tropical tensor networks for solving spinglasses

04/09/2021
Views 686
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algorithm, internet, networks, software testing, tensor, algebra, complexity, euclidean vector, function (mathematics), graph (discrete mathematics), mathematical optimization, matrix (mathematics), matrix multiplication, multiplication, number, polynomial, ring (mathematics), spacetime, spin (physics), time complexity, plus and minus signs, greedy algorithm, tension (physics), degeneracy (graph theory), kleene algebra, space complexity
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Building a Compiler for Quantum Computers

03/16/2021
Views 690
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api, c++, central processing unit, computer hardware, quantum computers, quantum computing, software , bit, booting, clang, directed acyclic graph, free and open-source software, high-level programming language, input/output, linear algebra, matrix (mathematics), matrix multiplication, quantum circuit, quantum information, quantum logic gate, quantum superposition, rotation (mathematics), quantum volume, general linear group, quantum decoherence, quaternion
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GenomicsBench: A Benchmark Suite for Genomics

03/29/2021
Views 49
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computer hardware, computing, database, genome, machine learning, microsoft, software , application software, array data structure, convolutional neural network, dna, dna sequencing, dynamic programming, genomics, human microbiome, instruction set architecture, kernel (operating system), matrix multiplication, oxford nanopore technologies, pipeline (computing), sequence, sequencing, sequence alignment, illumina, inc., computational challenges, genomics kernels, sequencers
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Tech Talk: Machine learning with quantum computers | Maria Schuld | WiDS 2021

03/08/2021
Views 1.86 K
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ai, computer, data science, data visualization , deep learning, language, learning, machine learning, measurement, neural network, prediction, quantum computing, reason, siri, software , space, stanford conference, technology, women in data, women in data science, women in technology, women in technology conference, compact space, complex number, function (mathematics), matrix (mathematics), matrix multiplication, metric (mathematics), multiplication, physicist, quantum machine learning, vector space, vibration, support vector machine, researcher, standford university, wids datathon, wids podcast, wids artificial intelligence, algorithims, maria schuld, neural nets, university of kwazulu-natal, xanadu
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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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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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The Deep Learning - Applied Math Connection

05/04/2020
Views 3.4 K
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code, data science, deep learning, machine learning, math, prediction, problem solving, pytorch, speech recognition, wave, artificial neural network, backpropagation, courant institute of mathematical sciences, equation, executive functions, explanation, geoffrey hinton, image segmentation, likelihood function, mathematical optimization, matrix (mathematics), matrix multiplication, theory, understanding, thermodynamic free energy, chain rule, applied and computational geometry, applied mathematics, simulation and modeling
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Research with TensorFlow (TF Dev Summit '20)

03/11/2020
Views 8.87 K
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#poweredbytf, #tfdevsummit, central processing unit, coding, compiler, computer, deep learning, devlopers, google developers, gradient descent, graphics processing unit, research with tensorflow, tensor, tensorflow, tensorflow dev summit, tensorflow dev summit 2020, tensorflow developer summit, tensorflow research, tf, tf dev summit 20, tf dev summit 2020, tf research, dependency injection, euclidean vector, function (mathematics), gradient, inheritance (object-oriented programming), interpreter (computing), jacobian matrix and determinant, kernel (operating system), logarithm, mathematical optimization, matrix (mathematics), matrix multiplication, parallel computing, scalar (mathematics), scope (computer science), stochastic gradient descent, supercomputer
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Vector API

09/16/2019
Views 1.2 K
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central processing unit, compiler, groundbreakers, java (programming language), oracle cloud, oracle developers, arithmetic, boolean algebra, equation, fibonacci number, floating-point arithmetic, function (mathematics), hash function, immutable object, instruction set architecture, kernel (operating system), matrix (mathematics), matrix multiplication, parameter, program optimization, runtime system, scope (computer science), sequence, thread (computing), vector space, power inverter, accumulator (computing), array programming
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Gaining Control with the Web Animations API - Daniel Wilson: ThunderPlains 2019

10/22/2019
Views 245
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api, css , daniel wilson, google chrome, graphics, html, javascript, jquery, macos, techlahoma, time, web animations api, webgl, computer keyboard, firefox, html element, linear algebra, matrix (mathematics), matrix multiplication, opera (web browser), react (web framework), safari (web browser), scalable vector graphics, vector graphics, web browser, world wide web, css animations, rotation (mathematics)
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Network Analysis Made Simple | Scipy 2019 Tutorial | Eric Ma

07/09/2019
Views 3.42 K
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data science, data visualization , metadata, network analysis, numpy, python, scipy, adjacency matrix, bipartite graph, breadth-first search, centrality, clique (graph theory), component (graph theory), electric power transmission, histogram, matrix (mathematics), matrix multiplication, median, mode (statistics), outlier, reserved word, row and column vectors, shortest path problem, software bug, symmetric matrix, table (database), transpose, tree (graph theory), vector space
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WSAI 2019 - Qualcomm & University of Amsterdam, Professor Max Welling

10/09/2019
Views 500
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ai brains, brain, deep learning, machine learning, neural network, professor max welling, qualcomm, simulation, statistics, university of amsterdam, wave, world summit ai, world summit ai 2019, artificial neural network, convolutional neural network, crossbar switch, light, matrix (mathematics), matrix multiplication, multiplication, parameter, photon, quantum entanglement, quantum machine learning, reflection (physics), resistor, wave interference, general relativity, range imaging, analog computer
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Introduction to H2O4GPU

06/07/2018
Views 526
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algorithm, central processing unit, computer, computer programming, deep learning, graphics processing unit, machine learning, nvidia, tensorflow, android (operating system), benchmark (computing), data compression, decision tree learning, factorization, gradient boosting, logistic regression, matrix (mathematics), matrix multiplication, multiplication, pointer (computer programming), principal component analysis, project jupyter, regression analysis, singular value decomposition
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Large Scale Fuzzy Name Matching with a Custom ML Pipeline in Batch and Streaming

06/06/2018
Views 15
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algorithm, api, c++, credit, java (programming language), reason, attention, cosine similarity, credit rating, euclidean vector, factorization, ground truth, interface (computing), java native interface, mathematical optimization, matrix (mathematics), matrix multiplication, moody's investors service, multiplication, program optimization, scala (programming language), serialization, sparse matrix, streaming media, truth
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Alchemist: An Apache Spark <=> MPI Interface

06/05/2018
Views 4
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api, computing, data analysis, ecosystem, machine learning, communication protocol, factorization, function (mathematics), interface (computing), internet protocol suite, library (computing), matrix multiplication, message passing interface, message passing, numerical linear algebra, parallel computing, principal component analysis, recommender system, runtime system, singular value decomposition, software framework, supercomputer, invertible matrix, qr decomposition
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Productionizing Spark ML Pipelines with the Portable Format for Analytics

06/05/2018
Views 44
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analytics, c++, data mining, database, machine learning, system, tensorflow, communication protocol, domain-specific language, imitation, immutable object, library (computing), linear algebra, logistic regression, matrix (mathematics), matrix multiplication, pipeline (software), regression analysis, runtime system, scala (programming language), softmax function, specification (technical standard), visualization (graphics), data transformation (statistics)
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C++17 Parallel Algorithms

09/24/2017
Views 4.77 K
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c++, compiler, computer, linux, property, spotify, statistics, classic mac os, function (mathematics), general-purpose computing on graphics processing units, input/output, interface (computing), luck, mass, matrix multiplication, multiplication, parallel computing, sorting algorithm, subroutine, swap (finance), thread (computing), time complexity, undefined behavior, westworld (tv series), x86-64
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