Analyzing optimization landscape of recent policy optimization methods in deep RL

Analyzing optimization landscape of recent policy optimization methods in deep RL

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2022.

Détails bibliographiques
Auteurs principaux:	Khan, Mahir Asaf, Ashraf, Adib, Amin, Tahmid Adib
Autres auteurs:	Rashid, Warida
Format:	Thèse
Langue:	English
Publié:	Brac University 2023
Sujets:	Optimization landscape Policy optimization Deep reinforcement learning Variance reduction Control variates Cognitive learning theory Machine learning
Accès en ligne:	http://hdl.handle.net/10361/18306

Documents similaires

Implementation of reinforcement learning architecture to augment an AI that can self-learn to play video games
par: Mahmud, Aqil, et autres
Publié: (2023)

ROBB: recurrent proximal policy optimization reinforcement learning for optimal block formation in bitcoin blockchain network
par: Dutta, Amit
Publié: (2024)

Combinatorial optimization : algorithms and complexity /
par: Papadimitriou, Christos H.
Publié: (1998)

Convex optimization /
par: Boyd, Stephen P.
Publié: (2004)

Self-learning game bot using deep reinforcement learning
par: Ananto, Azizul Haque
Publié: (2018)

Optimal energy rendering approach from lightning return stroke
par: Chowdhury, A.S.M. Mishkat Hussain, et autres
Publié: (2016)

Elements of dynamic optimization /
par: Chiang, Alpha C., 1927-
Publié: (1992)

Elements of dynamic optimization /
par: Chiang, Alpha C., 1927-
Publié: (2012)

Convex optimization /
par: Boyd, Stephen P.
Publié: (1994)

Optimizing compilers for modern architectures : a dependence-based approach /
par: Allen, Randy
Publié: (2001)

Implementation of real-time learning on homomorphically encrypted visual inputs
par: Bhuiyan, Emtiaz MD Tafsir, et autres
Publié: (2021)

Optimal capacitor placement in radial distribution system for loss minimization using particle swarm optimization
par: Ismail, Abdiwahab Mohamed
Publié: (2024)

Early stage detection and classification of colon cancer using deep learning and explainable AI on histopathological images
par: Hossain, Mainul, et autres
Publié: (2022)

Character animation using reinforcement learning and imitation learning algorithms
par: Tahmid, Tokey, et autres
Publié: (2021)

Traﬃc congestion reduction in SUMO using reinforcement learning method
par: Mouly, Radia Rahman, et autres
Publié: (2021)

Skin cancer detection and classification using multiple optimized deep convolutional neural network
par: Sakir, Adnan, et autres
Publié: (2023)

Applied shape optimization for fluids
par: Mohammadi, B.

Dynamic power management by reinforcement learning
par: Hossain, Safayet, et autres
Publié: (2016)

Accelerating ant colony optimization by using local search
par: Tabassum, Nabila, et autres
Publié: (2015)

Iterative Methods in Combinatorial Optimization
par: Lap Chi Lau, R. Ravi, Mohit Singh
Publié: (2012)

Importance of educational data mining for optimized operations in Brac University
par: Saad, Mohammad Alif Hossain
Publié: (2021)

How we learn and why we don't : student survival guide using the cognitive profile inventory /
par: Krause, Lois Breur
Publié: (2008)

An efficient deep learning approach to detect skin Cancer
par: Islam, Ashfaqul, et autres
Publié: (2022)

Mechanism Design
par: Rakesh V. Vohra
Publié: (2013)

Yoga posture recognition using the deep learning process
par: Islam, Abidul, et autres
Publié: (2023)

ShopUp: transforming business through product optimization
par: Tamim, Farhad Hassan
Publié: (2018)

Reinforcement learning : an introduction /
par: Sutton, Richard S., et autres
Publié: (2018)

Resource optimization in cloud computing using dynamic load balancing technique
par: Rafid, Mutasim, et autres
Publié: (2021)

Reinforcement learning based electricity price forecasting in Blockchain based smart grid environment
par: Moti, Md Mahraj Murshalin Al, et autres
Publié: (2021)

Real-time mastitis detection in livestock using deep learning and machine learning leveraging edge devices
par: Ghosh, Kawshik Kumar, et autres
Publié: (2023)

A conventional & deep learning strategy for analyzing & detecting Bengali fake news in online medium
par: Ahmed, Istiak, et autres
Publié: (2023)

Classification of peripheral blood cell images using deep learning
par: Aadi, Oyshik Ahmed, et autres
Publié: (2024)

Importance of Search Engine Optimization (SEO) for businesses in Bangladesh
par: Chishty, Wadud
Publié: (2018)

Essentials of learning : the new cognitive learning for students of education /
par: Travers, Robert Morris William, 1913-

Resource-aware task scheduling by an adversarial bandit solver method in wireless sensor networks
par: Khan, Muhidul Islam
Publié: (2016)

A modern technique to detect potholes by Computer Vision and Deep Learning
par: Saif, Muntasir Mahmud, et autres
Publié: (2023)

Corn leaf disease detection using deep convolution neural network
par: Rabbi, Rawhatur, et autres
Publié: (2023)

Prospect Theory
par: Peter P. Wakker
Publié: (2012)

Method optimization for isolation of Klebsiella Bacteriophage from soil samples
par: Khan, Zumana Hayat
Publié: (2021)

Reinforcement learning based autonomous vehicle for exploration and exploitation of undiscovered track
par: Issa, Razin Bin, et autres
Publié: (2020)