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Mike Innes
Mike Innes
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Año
Flux: Elegant machine learning with Julia
M Innes
Journal of Open Source Software 3 (25), 602, 2018
3642018
Fashionable Modelling with Flux
M Innes, E Saba, K Fischer, D Gandhi, MC Rudilosso, NM Joy, T Karmali, ...
arXiv preprint arXiv:1811.01457, 2018
2272018
A differentiable programming system to bridge machine learning and scientific computing
M Innes, A Edelman, K Fischer, C Rackauckas, E Saba, VB Shah, ...
arXiv preprint arXiv:1907.07587, 2019
2062019
Don't Unroll Adjoint: Differentiating SSA-form Programs
M Innes
arXiv preprint arXiv:1810.07951, 2018
2032018
Diffeqflux. jl-A julia library for neural differential equations
C Rackauckas, M Innes, Y Ma, J Bettencourt, L White, V Dixit
arXiv preprint arXiv:1902.02376, 2019
1522019
A comparison of automatic differentiation and continuous sensitivity analysis for derivatives of differential equation solutions
Y Ma, V Dixit, MJ Innes, X Guo, C Rackauckas
2021 IEEE High Performance Extreme Computing Conference (HPEC), 1-9, 2021
1452021
Generalized physics-informed learning through language-wide differentiable programming
C Rackauckas, A Edelman, K Fischer, M Innes, E Saba, VB Shah, ...
352021
On machine learning and programming languages
M Innes, S Karpinski, V Shah, D Barber, P Saito Stenetorp, T Besard, ...
Association for Computing Machinery (ACM), 2018
212018
Interoperating Deep Learning models with ONNX. jl
A Shridhar, P Tomson, M Innes
Proceedings of the JuliaCon Conferences 1 (1), 59, 2020
112020
Sense & sensitivities: The path to general-purpose algorithmic differentiation
M Innes
Proceedings of Machine Learning and Systems 2, 58-69, 2020
10*2020
WordTokenizers. jl: Basic tools for tokenizing natural language in Julia
A Kaushal, L White, M Innes, R Kumar
Journal of Open Source Software 5 (46), 1956, 2020
62020
Cassette.jl
J Revels, V Churavy, T Besard, L White, T Koolen, MJ Innes, N Daly
Robin Deits, Morten Piibeleht, Moritz Schauer, Kristoffer Carlsson, Keno …, 2020
3*2020
Julia: A Fresh Approach to GPU Computing
T Besard, M Innes
GPU Technology Conference (GTC)(San Jose, CA, United States, 2018
22018
Zygote: 21st Century AD in Julia
M Innes
22018
Metalhead.jl: Computer vision models for Flux
M Innes
2*2018
Functional or imperative? On pleasant semantics for differentiable programming languages
M Innes
arXiv preprint arXiv:2206.11192, 2022
2022
Differentiation of High-Level Language Semantics
M Innes
Program Transformations for ML Workshop at NeurIPS 2019, 2019
2019
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Artículos 1–17