Essays about: "independent and identically distributed"

Showing result 1 - 5 of 8 essays containing the words independent and identically distributed.

  1. 1. Experiments of Federated Learning on Raspberry Pi Boards

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

    Author : Simon Sondén; Farhad Madadzade; [2022]
    Keywords : Federated Learning; Raspberry Pi; FedAvg; Decentralized; Machine Learning; Convolutional Neural Network; PyTorch;

    Abstract : In recent years, companies of all sizes have become increasingly dependent on customer user data and processing it using machine learning (ML) methods. These methods do, however, require the raw user data to be stored locally on a server or cloud service, raising privacy concerns. READ MORE

  2. 2. Modeling life expectancies : A spatial analysis

    University essay from Uppsala universitet/Statistiska institutionen

    Author : Feliks Sjöblom; Markus Johansson; [2022]
    Keywords : spatial regression; life expectancy; spatial autocorrelation; socioeconomic characteristics; spatial weights;

    Abstract : In the present paper, we examine the effect of socioeconomic characteristics on the life expectancy of men and women in the Stockholm metropolitan area. Detailed individual data allows for a novel approach where observations can be displayed in high resolution. READ MORE

  3. 3. Cluster selection for Clustered Federated Learning using Min-wise Independent Permutations and Word Embeddings

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

    Author : Pulasthi Raveen Bandara Harasgama; [2022]
    Keywords : Federated learning; Distributed machine learning; Clustering; Word Embeddings; Federerad inlärning; Distribuerad maskininlärning; Klustring; Ordinbäddningar;

    Abstract : Federated learning is a widely established modern machine learning methodology where training is done directly on the client device with local client data and the local training results are shared to compute a global model. Federated learning emerged as a result of data ownership and the privacy concerns of traditional machine learning methodologies where data is collected and trained at a central location. READ MORE

  4. 4. Towards Understanding slag build-up in a Grate-Kiln furnace : A study of what parameters in the Grate-Kiln furnace leads to increased slag build-up, in a modern pellet production kiln

    University essay from Linköpings universitet/Institutionen för datavetenskap

    Author : Oscar Olsson; Uno Österman; [2022]
    Keywords : Grate-kiln; Slag; Interpretable machine learning; IID; independent and identically distributed; Kulsinter; pellets; slagg; slag; LKAB;

    Abstract : As more data is being gathered in industrial production facilities, the interest in applying machine learning models to the data is growing. This includes the iron ore mining industry, and in particular the build-up of slag in grate-kiln furnaces. READ MORE

  5. 5. A PIT - Based approach to Validation of Electricity Spot Price Models

    University essay from KTH/Matematisk statistik

    Author : Hampus Engsner; [2015]
    Keywords : ;

    Abstract : The modeling of electricity spot prices is still in its early stages, with various different competing models being proposed by different researchers. This makes model evaluation and comparison research an important area, for practitioners and researchers alike. READ MORE