BR112017015560A2 - modelo de compressão e ajuste fino - Google Patents

modelo de compressão e ajuste fino

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Publication number
BR112017015560A2
BR112017015560A2 BR112017015560A BR112017015560A BR112017015560A2 BR 112017015560 A2 BR112017015560 A2 BR 112017015560A2 BR 112017015560 A BR112017015560 A BR 112017015560A BR 112017015560 A BR112017015560 A BR 112017015560A BR 112017015560 A2 BR112017015560 A2 BR 112017015560A2
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Brazil
Prior art keywords
compressed
fine adjustment
compression model
network
layer
Prior art date
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BR112017015560A
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English (en)
Portuguese (pt)
Inventor
Hendricus Franciscus Dijkman Daniel
Jonathan Julian David
Sreekanta Reddy Annapureddy Venkata
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Qualcomm Inc
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Publication of BR112017015560A2 publication Critical patent/BR112017015560A2/pt

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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/082—Learning methods modifying the architecture, e.g. adding, deleting or silencing nodes or connections
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0464—Convolutional networks [CNN, ConvNet]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/048—Activation functions
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0495—Quantised networks; Sparse networks; Compressed networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/09—Supervised learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/096—Transfer learning

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • Computing Systems (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Molecular Biology (AREA)
  • Artificial Intelligence (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Health & Medical Sciences (AREA)
  • Image Analysis (AREA)
  • Feedback Control In General (AREA)
  • Aiming, Guidance, Guns With A Light Source, Armor, Camouflage, And Targets (AREA)
  • Complex Calculations (AREA)
BR112017015560A 2015-01-22 2015-12-15 modelo de compressão e ajuste fino BR112017015560A2 (pt)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US201562106608P 2015-01-22 2015-01-22
US14/846,579 US10223635B2 (en) 2015-01-22 2015-09-04 Model compression and fine-tuning
PCT/US2015/065783 WO2016118257A1 (en) 2015-01-22 2015-12-15 Model compression and fine-tuning

Publications (1)

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BR112017015560A2 true BR112017015560A2 (pt) 2018-03-13

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Country Link
US (1) US10223635B2 (https=)
EP (1) EP3248148A1 (https=)
JP (1) JP2018506785A (https=)
KR (1) KR20170106338A (https=)
CN (1) CN107004157A (https=)
BR (1) BR112017015560A2 (https=)
TW (1) TW201627923A (https=)
WO (1) WO2016118257A1 (https=)

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