second is hostname Jupyter Notebook VS Code • Install the Python extension. • ???????????? Install the Remote Development extension. • Python files can be run like Jupyter notebooks by delimiting cells/sections which smoothly integrates with the Python data science stack. • It can be considered as NumPy extension to GPUs. • Computational graphs − PyTorch provides an excellent platform which offers dynamic computational load_state_dict(torch.load(PATH)) • model.eval() • CONVENTION IS TO SAVE MODELS USING EITHER A .PT OR A .PTH EXTENSION https://pytorch.org/tutorials/beginner/saving_loading_models.html Saving / Loading Weights (continued)

= � y P(X = x | Y = y)P(Y = y) pY (y) = � x P(X = x, Y = y) = � x P(Y = y | X = x)P(Y = x) Extension to multiple random variables X1, X2, X3, · · · , Xn pX(x1, x2, · · · , xn) = P(X1 = x1, X2 = x2 functions fX(x) = � ∞ −∞ f (x, y)dy for − ∞ < x < ∞ fY (x) = � ∞ −∞ f (x, y)dx for − ∞ < y < ∞ Extension to more than two random variables P(a1 ≤ X1 ≤ b1, · · · , an ≤ Xn ≤ bn) = � b1 a1 · · · � bn

samples by learning the intrinsic properties of a training set. These models can be viewed as an extension of mixing techniques as statistical or deep learning techniques are equivalent to mixing a large (learnings) from a larger model or an ensemble of models to a smaller model. In a way, it is an extension of model based data augmentation techniques like GANs such that instead of training a generator

existing multiclass classification techniques can be categorized into Transformation to binary Extension from binary Hierarchical classification Feng Li (SDU) Logistic Regression September 20, 2023 24

Bayesian Optimization picks future trials in regions that were more favorable. Source. As an extension to HPO, Neural Architecture Search (NAS) can help go beyond just learning hyper-parameters, and

repos getting closer together. ‣ APEx, an extension providing utilities for FP16 and multi-gpu training. For more information, see APEx: A PyTorch Extension and APEx. ‣ Ubuntu 16.04 with April 2018 updates