Confusion matrix for LastBERT model. by 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. by 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. by 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. by 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. by 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. by 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. by 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. …”

Incidence, ASIR, and Relative change of Tuberculosis in children and Adolescence in global and 21 regions, with EAPC from 1990 and 2021. by Xue Li (285380)

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ASDR of Tuberculosis for the 21 Global Burden of Disease regions by SDI, 1990-2021. by Xue Li (285380)

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Temporal trends of tuberculosis ASIR by Xue Li (285380)

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The incidence, death and DALYs in individuals aged 0 to 19 years in 204 countries and territories in 2021. by Xue Li (285380)

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Composition ratio of each type of tuberculosis age-standardized incidence rate in 21 regions in 1990 and 2021. by Xue Li (285380)

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Each types of tuberculosis ASMR in 1990 and 2021. by Xue Li (285380)

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DALYs, ASDR, and Relative change of Tuberculosis in children and Adolescence in global and 21 regions, with EAPC from 1990 and 2021. by Xue Li (285380)

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Age standardized incidence rates of Tuberculosis for the 21 Global Burden of Disease regions by SDI, 1990-2021. by Xue Li (285380)

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Death number, ASMR under the age of 20 in 204 countries and territories in 2021. by Xue Li (285380)

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ASMR of Tuberculosis for the 21 Global Burden of Disease regions by SDI, 1990-2021. by Xue Li (285380)

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Each types of tuberculosis ASDR in 1990 and 2021. by Xue Li (285380)

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Each types of tuberculosis ASIR in 1990 and 2021. by Xue Li (285380)

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Death, ASMR, and Relative change of Tuberculosis in children and Adolescence in global and 21 regions, with EAPC from 1990 and 2021. by Xue Li (285380)

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