The Andrews curve allows multivariate data to be drawn as a large number of curves, which are created using the properties of the sample as the coefficients of the Fourier series. By coloring these curves differently for each class, data clustering can be visualized. The curves of samples belon...
If align=True is specified when creating the dtype type, then these types may be aligned according to the structure of the C-struct. The advantage of alignment is that it can improve processing efficiency. Let's look at an example of alignment: >>> print_offsets(np.dtype('u1, u1, i4,...
ALBERT September 2019 Presents certain parameter reduction techniques to lower memory consumption and increase the training speed of BERT. Distil BERT October 2019 Distills BERT on very large batches leveraging gradient accumulation, using dynamic masking and without the next sentence prediction objective....
An explanation method that is tailored for a specific type or class of algorithm application is called model-specific. These methods utilise the internal structure of the model to provide an explanation. These methods [6,11,66,76,77] are tied with specific model types. For instance, the metho...
If you want to load a trained model to perform inference once it has been trained, runpython Basic_usage_of_lightning.py --load_model MODEL_PATH. This is the basic usage of PyTorch Lightning. callback functions PyTorch Lightning is highly customizable, and we'll take a look at some of ...
An explanation method that is tailored for a specific type or class of algorithm application is called model-specific. These methods utilise the internal structure of the model to provide an explanation. These methods [6, 11, 66, 76, 77] are tied with specific model types. For instance, ...
The Entner-Doudoroff (ED) and Embden-Meyerhof-Parnas (EMP) glycolytic pathways are largely conserved across glycolytic species in nature. Is this a coincidence, convergent evolution or there exists a driving force towards either of the two pathway design
For Binary classification, both sigmoid, as well as softmax, are equally approachable but in the case of multi-class classification problems we generally use softmax and cross-entropy along with it. Fully Connected Network (FCN) View to Fully Connected Network (FCN) ...
However, current label-only membership inference attacks require a large number of queries during the generation of adversarial samples, and thus incorrect inference generates a large number of invalid queries. Therefore, we introduce a label-only membership inference attack based on model explanations....
My dream is worth fighting for. My life today is by no means a cold copy of my life yesterday. —— Stendhal, "Red and Black"