Essays about: "hybrid machine learning"

Showing result 1 - 5 of 71 essays containing the words hybrid machine learning.

1. 1. Predicting Navigational Patterns in Web Applications using Machine Learning Techniques

   University essay from Lunds universitet/Institutionen för reglerteknik

   Author : Patric Balan; Gustav Jönemo; [2024]
   Keywords : Technology and Engineering;

   Abstract : In large corporations, customer support is a costly service, and an area of constant optimization. Solutions to increase efficiency and decrease bottlenecks are constantly needed. READ MORE

3. 2. An Empirical Survey of Bandits in an Industrial Recommender System Setting

   University essay from Göteborgs universitet/Institutionen för data- och informationsteknik

   Author : Tobias Schwarz; Johan Brandby; [2023-09-21]
   Keywords : computer science; industrial application; machine learning; reinforcement learning; multi-armed bandits; MAB; contextual multi-armed bandits; survey; batch learning;

   Abstract : In this thesis, the effects of incorporating unstructured data—images in the wild—in contextual multi-armed bandits are investigated, when used within a recommender system setting, which focuses on picture-based content suggestion. The idea is to employ image features, extracted by a pre-trained convolutional neural network, and study the resulting bandit behaviors when including respective excluding this information in the typical context creation, which normally relies on structured data sources—such as metadata. READ MORE

4. 3. Expert Knowledge Elicitation for Machine Learning : Insights from a Survey and Industrial Case Study

   University essay from Jönköping University/Jönköping AI Lab (JAIL)

   Author : Samuel Svensson; Oskar Persson; [2023]
   Keywords : knowledge elicitation; machine learning; expert knowledge; informed machine learning; hybrid machine learning; survey; taxonomy;

   Abstract : While machine learning has shown success in many fields, it can be challenging when there are limitations with insufficient training data. By incorporating knowledge into the machine learning pipeline, one can overcome such limitations. Therefore, eliciting expert knowledge can play an important role in the machine learning project pipeline. READ MORE

5. 4. Mathematical modelling simulation data and artificial intelligence for the study of tumour-macrophage interaction

   University essay from Högskolan i Skövde/Institutionen för biovetenskap

   Author : Jaysmita Khanindra Chaliha; [2023]
   Keywords : ;

   Abstract : The study explores the integration of mathematical modelling and machine learning to understand tumour-macrophage interactions in the tumour microenvironment. It details mathematical models based on biochemistry and physics for predicting tumour dynamics, highlighting the role of macrophages. READ MORE

6. 5. Towards gradient faithfulness and beyond

   University essay from Högskolan i Halmstad/Akademin för informationsteknologi

   Author : Vincenzo Buono; Isak Åkesson; [2023]
   Keywords : XAI; Visual Explanations; CAM; Grad-CAM; Expected Grad-CAM; Hyper Expected Grad; Class Activation Maps; Explainable AI; Faithfulness; Neural Network interpretability; Hyper Resolution CAM; Super Resolution CAM; Natural Encoding;

   Abstract : The riveting interplay of industrialization, informalization, and exponential technological growth of recent years has shifted the attention from classical machine learning techniques to more sophisticated deep learning approaches; yet its intrinsic black-box nature has been impeding its widespread adoption in transparency-critical operations. In this rapidly evolving landscape, where the symbiotic relationship between research and practical applications has never been more interwoven, the contribution of this paper is twofold: advancing gradient faithfulness of CAM methods and exploring new frontiers beyond it. READ MORE