Confusion matrix for LastBERT model. حسب Ahmed Akib Jawad Karim (20427740)

"…The study emphasizes the possibilities of knowledge distillation to produce effective models fit for use in resource-limited conditions, hence advancing NLP and mental health diagnosis. Furthermore underlined by the considerable decrease in model size without appreciable performance loss is the lower computational resources needed for training and deployment, hence facilitating greater applicability. …"

Student model architecture. حسب Ahmed Akib Jawad Karim (20427740)

"…The study emphasizes the possibilities of knowledge distillation to produce effective models fit for use in resource-limited conditions, hence advancing NLP and mental health diagnosis. Furthermore underlined by the considerable decrease in model size without appreciable performance loss is the lower computational resources needed for training and deployment, hence facilitating greater applicability. …"

Configuration of the LastBERT model. حسب Ahmed Akib Jawad Karim (20427740)

"…The study emphasizes the possibilities of knowledge distillation to produce effective models fit for use in resource-limited conditions, hence advancing NLP and mental health diagnosis. Furthermore underlined by the considerable decrease in model size without appreciable performance loss is the lower computational resources needed for training and deployment, hence facilitating greater applicability. …"

Confusion matrix for DistilBERT model. حسب Ahmed Akib Jawad Karim (20427740)

"…The study emphasizes the possibilities of knowledge distillation to produce effective models fit for use in resource-limited conditions, hence advancing NLP and mental health diagnosis. Furthermore underlined by the considerable decrease in model size without appreciable performance loss is the lower computational resources needed for training and deployment, hence facilitating greater applicability. …"

ROC curve for LastBERT model. حسب Ahmed Akib Jawad Karim (20427740)

"…The study emphasizes the possibilities of knowledge distillation to produce effective models fit for use in resource-limited conditions, hence advancing NLP and mental health diagnosis. Furthermore underlined by the considerable decrease in model size without appreciable performance loss is the lower computational resources needed for training and deployment, hence facilitating greater applicability. …"

Sample Posts from the ADHD dataset. حسب Ahmed Akib Jawad Karim (20427740)

"…The study emphasizes the possibilities of knowledge distillation to produce effective models fit for use in resource-limited conditions, hence advancing NLP and mental health diagnosis. Furthermore underlined by the considerable decrease in model size without appreciable performance loss is the lower computational resources needed for training and deployment, hence facilitating greater applicability. …"

Top-level overview for ADHD classification study. حسب Ahmed Akib Jawad Karim (20427740)

"…The study emphasizes the possibilities of knowledge distillation to produce effective models fit for use in resource-limited conditions, hence advancing NLP and mental health diagnosis. Furthermore underlined by the considerable decrease in model size without appreciable performance loss is the lower computational resources needed for training and deployment, hence facilitating greater applicability. …"

Effect of advanced chelate technology-based trace minerals on bone morphology and mineral contents observed in broiler chickens challenged with heat stress. حسب Taher Mohammadizad (19786989)

الموضوعات:

Architecture of Multi-Layer U-Net Model. حسب Muhammad Zubair (728141)

"…<div><p>Alzheimer’s disease (AD) is a neurodegenerative illness causing a significant decrease in cognitive function, and early, accurate diagnosis is of great therapeutic and diagnostic value. …"

GM Mask image count after preprocessing. حسب Muhammad Zubair (728141)

"…<div><p>Alzheimer’s disease (AD) is a neurodegenerative illness causing a significant decrease in cognitive function, and early, accurate diagnosis is of great therapeutic and diagnostic value. …"

Gray matter segmented views of the brain. حسب Muhammad Zubair (728141)

"…<div><p>Alzheimer’s disease (AD) is a neurodegenerative illness causing a significant decrease in cognitive function, and early, accurate diagnosis is of great therapeutic and diagnostic value. …"

Architecture of Multi-EfficientNet. حسب Muhammad Zubair (728141)

"…<div><p>Alzheimer’s disease (AD) is a neurodegenerative illness causing a significant decrease in cognitive function, and early, accurate diagnosis is of great therapeutic and diagnostic value. …"

Average Saliency Map Results. حسب Muhammad Zubair (728141)

"…<div><p>Alzheimer’s disease (AD) is a neurodegenerative illness causing a significant decrease in cognitive function, and early, accurate diagnosis is of great therapeutic and diagnostic value. …"

Visual comparison of Brain segmentation results. حسب Muhammad Zubair (728141)

"…<div><p>Alzheimer’s disease (AD) is a neurodegenerative illness causing a significant decrease in cognitive function, and early, accurate diagnosis is of great therapeutic and diagnostic value. …"

Original 2D MRI views of the brain. حسب Muhammad Zubair (728141)

"…<div><p>Alzheimer’s disease (AD) is a neurodegenerative illness causing a significant decrease in cognitive function, and early, accurate diagnosis is of great therapeutic and diagnostic value. …"

Original dataset composition (Raw from ADNI). حسب Muhammad Zubair (728141)

"…<div><p>Alzheimer’s disease (AD) is a neurodegenerative illness causing a significant decrease in cognitive function, and early, accurate diagnosis is of great therapeutic and diagnostic value. …"

Class-wise performance on the test set. حسب Muhammad Zubair (728141)

"…<div><p>Alzheimer’s disease (AD) is a neurodegenerative illness causing a significant decrease in cognitive function, and early, accurate diagnosis is of great therapeutic and diagnostic value. …"

Details of Hyperparameters. حسب Muhammad Zubair (728141)

"…<div><p>Alzheimer’s disease (AD) is a neurodegenerative illness causing a significant decrease in cognitive function, and early, accurate diagnosis is of great therapeutic and diagnostic value. …"

Ablation Study Result. حسب Muhammad Zubair (728141)

"…<div><p>Alzheimer’s disease (AD) is a neurodegenerative illness causing a significant decrease in cognitive function, and early, accurate diagnosis is of great therapeutic and diagnostic value. …"

Effect of advanced chelate technology-based trace minerals on serum antioxidant status and hormone profile observed in broiler chickens challenged with heat stress. حسب Taher Mohammadizad (19786989)

الموضوعات: