Deep learning based predictive analytics for decentralized content caching in hierarchical edge networks

Deep learning based predictive analytics for decentralized content caching in hierarchical edge networks

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

Manylion Llyfryddiaeth
Prif Awduron:	Chakraborty, Dhruba, Rabbi, Mahima, Hossain, Maisha, Khaled, Saraf Noor, Oishi, Maria Khanom
Awduron Eraill:	Alam, Md. Golam Rabiul
Fformat:	Traethawd Ymchwil
Iaith:	English
Cyhoeddwyd:	Brac University 2022
Pynciau:	Content Caching Edge networking Deep learning Recurrent Neural Network(RNN) Long short-term memory(LSTM) Decentralized Hierarchical Cognitive learning theory (Deep learning) Neural networks (Computer science)
Mynediad Ar-lein:	http://hdl.handle.net/10361/17045

Eitemau Tebyg

LSTM based content prediction for edge caching using federated learning approach
gan: Mazumder, Shafkat Ahmed, et al.
Cyhoeddwyd: (2021)

Silent voice: harnessing deep learning for lip-reading in Bangla
gan: Shaheen, Munia, et al.
Cyhoeddwyd: (2024)

Intracranial hemorrhage detection using CNN-LSTM fusion model
gan: Ahmed, Kazi sabab, et al.
Cyhoeddwyd: (2022)

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

Leveraging sequential deep learning models for detecting multitude of human action categories
gan: Pranta, Kazi Al Refat, et al.
Cyhoeddwyd: (2024)

An android application to predict human activity using a deep learning LSTM model
gan: Sikder, Debabrata
Cyhoeddwyd: (2024)

Demand forecasting on supply chain using ML and NN
gan: Hridi, Naoshin Anzum, et al.
Cyhoeddwyd: (2023)

Hybrid recommendation system of intelligent captioning using deep learning networks
gan: Wasi, Ahamed Al, et al.
Cyhoeddwyd: (2024)

Predicting effectiveness of marketing through analyzing emotional context in advertisement using deep learning
gan: Arafat, Sheikh Mohammad, et al.
Cyhoeddwyd: (2021)

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

Visual object classification from fMRI data
gan: Newaz, Syed Mishar, et al.
Cyhoeddwyd: (2022)

Analysis of transformer and CNN based approaches for classifying renal abnormality from image data
gan: Reza, S. M. Mushfiq, et al.
Cyhoeddwyd: (2024)

Sentiment analysis to determine employee job satisfaction using machine learning techniques
gan: Mouli, Nazifa, et al.
Cyhoeddwyd: (2023)

UAV assisted cooperative caching on network edge using multi agent Actor critic reinforcement learning
gan: Araf, Sadman, et al.
Cyhoeddwyd: (2021)

Analysis of real-time hostile activitiy detection from spatiotemporal features using time distributed deep convolutional neural networks, recurrent neural networks and attention-based mechanisms
gan: Siddique, Labib Ahmed, et al.
Cyhoeddwyd: (2022)

Analysis of uncertainty in different neural network structures using monte carlo dropout
gan: Islam, Md. Farhadul, et al.
Cyhoeddwyd: (2024)

Predicting regional accents of Bengali language using deep learning
gan: Ibrahim, Md. Abu, et al.
Cyhoeddwyd: (2022)

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

Bang-lish sentiment classification using deep learning
gan: Saleheen, Abrar, et al.
Cyhoeddwyd: (2023)

Deep learning-based hybrid multi-task model for adrenocortical carcinoma segmentation and classification
gan: Datta, Nirjhor, et al.
Cyhoeddwyd: (2024)

Automated detection of Malignant Lesions in the ovary using deep learning models and XAI
gan: Ifty, Md. Hasin Sarwar, et al.
Cyhoeddwyd: (2024)

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

An efficient deep learning approach to detect skin cancer using image data
gan: Chowdhury, Yaser Al Rahman, et al.
Cyhoeddwyd: (2023)

ProteoKnight: phage virion protein classification with CNN and uncertainty quantification
gan: Bhuiyan, Abir Ahammed, et al.
Cyhoeddwyd: (2024)

An efficient ML approach to detect brain tumor using MRI images
gan: Muktadir, MD. Arafat, et al.
Cyhoeddwyd: (2024)

A texture based industrial fault diagnosis model using Gammatone Filter Bank and transfer learning
gan: Morshed, Atique, et al.
Cyhoeddwyd: (2021)

Automated image caption generator in Bangla using multimodal learning
gan: Rodoshi, Mashiat Hasin, et al.
Cyhoeddwyd: (2023)

Visual object recognition using deep convolutional neural network
gan: Ahmed, Sabbir
Cyhoeddwyd: (2017)

Analysis of uncertainty in different neural network structures using Monte Carlo Dropout
gan: Islam, Md. Farhadul, et al.
Cyhoeddwyd: (2024)

Early Schizophrenia Diagnosis with 3D Convolutional Neural Network
gan: Ashraf, S.M. Nabil, et al.
Cyhoeddwyd: (2021)

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

An efficient deep learning approach to classify white blood cells
gan: Turja, Afif Ibna Kadir Khan, et al.
Cyhoeddwyd: (2024)

Efficient image processing and machine learning approach for predicting retinal diseases
gan: Hasib, Mehadi Hasan, et al.
Cyhoeddwyd: (2021)

Diabetic retinopathy detection and classification by using deep learning
gan: Hossain, Shahriar, et al.
Cyhoeddwyd: (2022)

Plant leaf disease identification
gan: Hasan Mahin, Mohammad Rakibul, et al.
Cyhoeddwyd: (2024)

Detection of handwritten text using convolutional neural network
gan: Jasim, Rabib Bin, et al.
Cyhoeddwyd: (2024)

Recognition of Bangladeshi sign language from 2D videos using openpose and LSTM based RNN
gan: Dewanjee, Tanmoy, et al.
Cyhoeddwyd: (2021)

Learning a deep neural network for predicting phishing website
gan: Das, Robat, et al.
Cyhoeddwyd: (2019)

Automatic brain tumor segmentation using U-ResUNet chain model approach
gan: Alam, Mohd Tanjeem, et al.
Cyhoeddwyd: (2022)

Autonomous fault diagnosis of commercially available PV modules using high-end deep learning frameworks
gan: Tasawar, Ihtyaz Kader, et al.
Cyhoeddwyd: (2021)