Essays about: "Inference"

Showing result 16 - 20 of 513 essays containing the word Inference.

  1. 16. Training Neural Networks on Embedded Devices

    University essay from Uppsala universitet/Institutionen för informationsteknologi

    Author : Prasanth Thomas Shaji; [2023]
    Keywords : ;

    Abstract : There is great potential in enabling neural network applications in embedded devices and an important step in that is to allow for these devices to perform the training of the neural network on board the device. Neural network inference is a popular and well-supported functionality on these platforms however neural network training still has ways to go. READ MORE

  2. 17. The impact of pruning Convolutional Neural Networks when classifying skin cancer

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

    Author : Gustaf Larsson; Marcus Odin; [2023]
    Keywords : ;

    Abstract : Over the past few years, there have been multiple reports showcasing how Convolutional Neural Networks (CNNs) can be used to classify if skin lesions are cancerous or non-cancerous. However, a limitation of CNNs is the large number of parameters resulting in high computation times. READ MORE

  3. 18. Autoencoder-Based Likelihood-Free Parameter Inference of Gene Regulatory Network

    University essay from Uppsala universitet/Institutionen för informationsteknologi

    Author : Liang Cheng; [2023]
    Keywords : ;

    Abstract : Likelihood-free parameter inference is a well-known statistical methodology that estimates the posterior distribution of model parameters even in cases where the likelihood function is intractable. The performance of this method is highly correlated with the learning of summary statistics, which capture the key features from the high dimensional data such as time series. READ MORE

  4. 19. Usage of End-to-End Machine Learning for Self-Driving Vehicle

    University essay from Malmö universitet/Fakulteten för teknik och samhälle (TS)

    Author : Pratchaya Khansomboon; [2023]
    Keywords : ;

    Abstract : This thesis is about the usage of a machine learning model for self-driving vehicles running on a small mobile computing unit, in this case, a smartphone. We use NVIDIA’s PilotNet model which is a simple feed-forward machine learning model for steering a vehicle. READ MORE

  5. 20. Estimating eco-friendly driving behavior in various traffic situations, using machine learning

    University essay from Linköpings universitet/Institutionen för datavetenskap

    Author : Ludvig Fors; [2023]
    Keywords : Machine learning; transformers; neural networks; casual inference; K-Means; driver behavior; fuel consumption;

    Abstract : This thesis investigates how various driver signals, signals that a truck driver can interact with, influences fuel consumption and what are the optimal values of these signals in various traffic conditions. More specifically, the objective is to estimate good driver behavior in various traffic conditions and compare bad driver behavior in similar situations to see how performing a specific driver action, changing a driver signal from the bad driver value to the corresponding good driver value impacts the fuel consumption. READ MORE