Robert Stewart

Applied natural language processing in mental health big data

2020 · Neuropsychopharmacology

‘Big data’ has transformative potential in mental health research, including the use of data from electronic health records and the ‘unlocking’ of text-field information contained here through natural language processing (NLP). Over the last 10 …

Optimising Hardware Accelerated Neural Networks with Quantisation and a Knowledge Distillation Evolutionary Algorithm

2021 · Electronics

This paper compares the latency, accuracy, training time and hardware costs of neural networks compressed with our new multi-objective evolutionary algorithm called NEMOKD, and with quantisation. We evaluate NEMOKD on Intel’s Movidius Myriad X VPU …