Essays about: "pruning"

Showing result 26 - 30 of 99 essays containing the word pruning.

  1. 26. Compression and Distribution of a Neural Network With IoT Applications

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Hannes Backe; David Rydberg; [2021]
    Keywords : Machine Learning; Neural Network; IoT; Compression; Pruning; Knowledge Distillation KD ; Distributed Machine Learning DML ;

    Abstract : In order to enable deployment of large neuralnetwork models on devices with limited memory capacity, refinedmethods for compressing these are essential. This project aimsat investigating some possible solutions, namely pruning andpartitioned logit based knowledge distillation, using teacherstudentlearning methods. READ MORE

  3. 27. A comparison of two tree-search based algorithms for playing 3-dimensional Connect Four

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : David Avellan-Hultman; Emil Gunnberg Querat; [2021]
    Keywords : ;

    Abstract : This thesis aims to investigate general game-playing by conducting a comparison between the well-known methods Alpha-beta Pruning and Monte Carlo Tree Search in a new context, namely a three-dimensional version of the game Connect Four. The methods are compared by conducting a tournament with instances of both methods at varying levels of allowed search extent and measuring the performance as a function of the average thinking time taken per move. READ MORE

  4. 28. Distributed Intelligence for Multi-Robot Environment : Model Compression for Mobile Devices with Constrained Computing Resources

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Timotheos Souroulla; [2021]
    Keywords : Human-Robot-Collaboration HRC ; Model Compression; Pruning; Knowledge Distillation; Object Detection; Mänskligt-Robot-Samarbete; Modellkomprimering; Beskärning; Kunskapsdestillation; Objektavkänning;

    Abstract : Human-Robot Collaboration (HRC), where both humans and robots work in the same environment simultaneously, is an emerging field and has increased massively during the past decade. For this collaboration to be feasible and safe, robots need to perform a proper safety analysis to avoid hazardous situations. READ MORE

  5. 29. QPLaBSE: Quantized and Pruned Language-Agnostic BERT Sentence Embedding Model : Production-ready compression for multilingual transformers

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Sarthak Langde; [2021]
    Keywords : Transformers; LaBSE; Quantization; Pruning; PyTorch; TensorFlow; ONNX; Transformatorer; LaBSE; Kvantisering; Beskärning; PyTorch; TensorFlow; ONNX;

    Abstract : Transformer models perform well on Natural Language Processing and Natural Language Understanding tasks. Training and fine-tuning of these models consume a large amount of data and computing resources. Fast inference also requires high-end hardware for user-facing products. READ MORE

  6. 30. Spilling the tea on tea : historia, odlingsförhållanden och skötselåtgärder

    University essay from SLU/Dept. of Plant Breeding (from 130101)

    Author : Jessica Johansson; [2021]
    Keywords : camellia sinensis; teodling; frilandsodling; perenn; växtförädling; skiffing; ; Kina; Indien; Sri Lanka;

    Abstract : Te har druckits i flera tusen år och är idag en av världens populäraste drycker. Det här arbetet är en litteraturstudie med syfte att ge en inblick i teodlingens historia och utbredning, de viktigaste geografiska och klimatiska faktorerna för teodling, vanligt förekommande odlingsåtgärder och skördemetoder. READ MORE