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.

Dettagli Bibliografici
Autori principali:	Khan, Mahir Asaf, Ashraf, Adib, Amin, Tahmid Adib
Altri autori:	Rashid, Warida
Natura:	Tesi
Lingua:	English
Pubblicazione:	Brac University 2023
Soggetti:	Optimization landscape Policy optimization Deep reinforcement learning Variance reduction Control variates Cognitive learning theory Machine learning
Accesso online:	http://hdl.handle.net/10361/18306

Documenti analoghi

Implementation of reinforcement learning architecture to augment an AI that can self-learn to play video games
di: Mahmud, Aqil, et al.
Pubblicazione: (2023)

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

Combinatorial optimization : algorithms and complexity /
di: Papadimitriou, Christos H.
Pubblicazione: (1998)

Convex optimization /
di: Boyd, Stephen P.
Pubblicazione: (2004)

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

Optimal energy rendering approach from lightning return stroke
di: Chowdhury, A.S.M. Mishkat Hussain, et al.
Pubblicazione: (2016)

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

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

Convex optimization /
di: Boyd, Stephen P.
Pubblicazione: (1994)

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

Implementation of real-time learning on homomorphically encrypted visual inputs
di: Bhuiyan, Emtiaz MD Tafsir, et al.
Pubblicazione: (2021)

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

Early stage detection and classification of colon cancer using deep learning and explainable AI on histopathological images
di: Hossain, Mainul, et al.
Pubblicazione: (2022)

Character animation using reinforcement learning and imitation learning algorithms
di: Tahmid, Tokey, et al.
Pubblicazione: (2021)

Traﬃc congestion reduction in SUMO using reinforcement learning method
di: Mouly, Radia Rahman, et al.
Pubblicazione: (2021)

Skin cancer detection and classification using multiple optimized deep convolutional neural network
di: Sakir, Adnan, et al.
Pubblicazione: (2023)

Applied shape optimization for fluids
di: Mohammadi, B.

Dynamic power management by reinforcement learning
di: Hossain, Safayet, et al.
Pubblicazione: (2016)

Accelerating ant colony optimization by using local search
di: Tabassum, Nabila, et al.
Pubblicazione: (2015)

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

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

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

An efficient deep learning approach to detect skin Cancer
di: Islam, Ashfaqul, et al.
Pubblicazione: (2022)

Mechanism Design
di: Rakesh V. Vohra
Pubblicazione: (2013)

Yoga posture recognition using the deep learning process
di: Islam, Abidul, et al.
Pubblicazione: (2023)

ShopUp: transforming business through product optimization
di: Tamim, Farhad Hassan
Pubblicazione: (2018)

Reinforcement learning : an introduction /
di: Sutton, Richard S., et al.
Pubblicazione: (2018)

Resource optimization in cloud computing using dynamic load balancing technique
di: Rafid, Mutasim, et al.
Pubblicazione: (2021)

Reinforcement learning based electricity price forecasting in Blockchain based smart grid environment
di: Moti, Md Mahraj Murshalin Al, et al.
Pubblicazione: (2021)

Real-time mastitis detection in livestock using deep learning and machine learning leveraging edge devices
di: Ghosh, Kawshik Kumar, et al.
Pubblicazione: (2023)

A conventional & deep learning strategy for analyzing & detecting Bengali fake news in online medium
di: Ahmed, Istiak, et al.
Pubblicazione: (2023)

Classification of peripheral blood cell images using deep learning
di: Aadi, Oyshik Ahmed, et al.
Pubblicazione: (2024)

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

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

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

A modern technique to detect potholes by Computer Vision and Deep Learning
di: Saif, Muntasir Mahmud, et al.
Pubblicazione: (2023)

Corn leaf disease detection using deep convolution neural network
di: Rabbi, Rawhatur, et al.
Pubblicazione: (2023)

Prospect Theory
di: Peter P. Wakker
Pubblicazione: (2012)

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

Reinforcement learning based autonomous vehicle for exploration and exploitation of undiscovered track
di: Issa, Razin Bin, et al.
Pubblicazione: (2020)