Essays about: "training methods"

Showing result 16 - 20 of 1248 essays containing the words training methods.

1. 16. Kernel Methods for Regression

   University essay from Linnéuniversitetet/Institutionen för matematik (MA)

   Author : Tom Lennart Rossmann; [2023]
   Keywords : Kernel Methods; Regression; Ridge Regression;

   Abstract : Kernel methods are a well-studied approach for addressing regression problems by implicitly mapping input variables into possibly infinite-dimensional feature spaces, particularly in cases where standard linear regression fails to capture non-linear relationships in data. Therefore, the choice between standard linear regression and kernel regression can be seen as a tradeoff between constraints on the number of features and the number of training samples. READ MORE

3. 17. EMONAS : Evolutionary Multi-objective Neuron Architecture Search of Deep Neural Network

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

   Author : Jiayi Feng; [2023]
   Keywords : DNN Deep Neural Network ; NAS Neural Architecture Search ; EA Evolutionary Algorithm ; Multi-Objective Optimization; Binary One Optimization; Embedded Systems; DNN Deep Neural Network ; NAS Neural Architecture Search ; EA Evolutionary Algorithm ; Multi-Objective Optimization; Binary One Optimization; Inbyggda system;

   Abstract : Customized Deep Neural Network (DNN) accelerators have been increasingly popular in various applications, from autonomous driving and natural language processing to healthcare and finance, etc. However, deploying them directly on embedded system peripherals within real-time operating systems (RTOS) is not easy due to the paradox of the complexity of DNNs and the simplicity of embedded system devices. READ MORE

4. 18. Analyzing the Influence of Synthetic andAugmented Data on Segmentation Model

   University essay from Luleå tekniska universitet/Institutionen för system- och rymdteknik

   Author : Alex Peschel; [2023]
   Keywords : Artificial Intelligence; Microorganisms; Segmentation; Synthesizing; Augmentation;

   Abstract : The field of Artificial Intelligence (AI) has experienced unprecedented growth in recent years, thanks to the numerous applications related to speech recognition, natural language processing, and computer vision. However, one of the challenges facing AI is the requirement for large amounts of energy, time, and data to be effective and accurate. READ MORE

5. 19. Methods for Developing TinyConvolutional Neural Networksfor Deployment on EmbeddedSystems

   University essay from Uppsala universitet/Institutionen för informationsteknologi

   Author : Egemen Yiğit Kömürcü; [2023]
   Keywords : ;

   Abstract : With the recent development in the Deep Learning area, computationally heavy tasks like object detection in images have become easier to compute and take less time to execute with powerful GPUs. Also, when employing sufficiently larger models, these daily tasks are predicted with greater accuracy. READ MORE

6. 20. Fysisk aktivitet hos hundägare och hundar som deltar i ett gemensamt träningsprogram : förändring av fysisk aktivitetsgrad samt samband mellan uppmätta och skattade värden

   University essay from SLU/Dept. of Clinical Sciences; SLU/Dept. of Anatomy, Physiology and Biochemistry

   Author : Ida Bergvall; Louise Wallander; [2023]
   Keywords : accelerometer; ”fysisk aktivitet”; ”gemensamt träningsprogram”; hund; hundägare; hälsa; självskattning; träning;

   Abstract : En alltmer stillasittande livsstil ses i dagens samhälle, vilket leder till negativa hälsoeffekter hos både människa och hund. Till följd av detta ses även en ökad mortalitet och metoder för att öka den fysiska aktiviteten hos människa och hund behöver därför implementeras. READ MORE