Essays about: "Interpretability"

Showing result 1 - 5 of 47 essays containing the word Interpretability.

  1. 1. Scalable Architecture for Automating Machine Learning Model Monitoring

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

    Author : Javier de la Rúa Martínez; [2020]
    Keywords : Model Monitoring; Streaming; Scalability; Cloud-native; Data Drift; Outliers; Machine Learning; Modellövervakning; Streaming-metod; Skalbarhet; Molnbaserad; Dataskift; Outlierupptäckt; Maskininlärning;

    Abstract : Last years, due to the advent of more sophisticated tools for exploratory data analysis, data management, Machine Learning (ML) model training and model serving into production, the concept of MLOps has gained more popularity. As an effort to bring DevOps processes to the ML lifecycle, MLOps aims at more automation in the execution of diverse and repetitive tasks along the cycle and at smoother interoperability between teams and tools involved. READ MORE

  2. 2. Research on a Heart Disease Prediction Model Based on the Stacking Principle

    University essay from Högskolan Dalarna/Informatik

    Author : Jianeng Li; [2020]
    Keywords : Heart disease; prediction model; Stacking fusion model; ensemble learning; model interpretability;

    Abstract : In this study, the prediction model based on the Stacking principle is called the Stacking fusion model. Little evidence demonstrates that the Stacking fusion model possesses better prediction performance in the field of heart disease diagnosis than other classification models. READ MORE

  3. 3. Sum-Product Network in the context of missing data

    University essay from KTH/Matematisk statistik

    Author : Pierre Clavier; [2020]
    Keywords : Statistics; Mixture model; Probabilistic Graphical Models; Statistik; Probabilistiska grafiska modeller;

    Abstract : In recent years, the interest in new Deep Learning methods has increased considerably due to their robustness and applications in many fields. However, the lack of interpretability of these models and the lack of theoretical knowledge about them raises many issues. It is in this context that sum product network models have emerged. READ MORE

  4. 4. Methodology Development for Topology Optimization of Power Transfer Unit Housing Structures

    University essay from KTH/Skolan för industriell teknik och management (ITM)

    Author : Povendhan Palanisamy; [2020]
    Keywords : Topology Optimization; Design interpretability; Housing structure; Design Volume; Response Functions and Parameters; Topologioptimering; designtolkbarhet; husstruktur; designvolym; svarsfunktioner och parametrar;

    Abstract : Simulation driven design is a method and process that has been developed over many years, and with today’s advanced software, the possibility to embed simulation into the design process has become a reality. The advantages of using simulation driven design in the product development process is well known and compared to a more traditional design process, the simulation driven design process can give the user the possibility to explore, optimize and design products with reduced lead time. READ MORE

  5. 5. Bank Customer Churn Prediction : A comparison between classification and evaluation methods

    University essay from Uppsala universitet/Statistiska institutionen; Uppsala universitet/Statistiska institutionen

    Author : Isabelle Tandan; Erika Goteman; [2020]
    Keywords : machine learning; cross-validation; k-fold; leave-one-out; random forest; decision trees; k-nearest neighbor; logistic regression; supervised learning; supervised statistical learning; binary classification; customer churn; bank customer churn.;

    Abstract : This study aims to assess which supervised statistical learning method; random forest, logistic regression or K-nearest neighbor, that is the best at predicting banks customer churn. Additionally, the study evaluates which cross-validation set approach; k-Fold cross-validation or leave-one-out cross-validation that yields the most reliable results. READ MORE