dl-playground

• /~https://github.com/Kaggle/kaggle-api
• /~https://github.com/Kaggle/kaggle-api/wiki/Kernel-Metadata
• https://nthu-datalab.github.io/ml/slides/Notation.pdf
• https://hci-kdd.org/wordpress/wp-content/uploads/2016/02/HOLZINGER-Machine-Learning-Notation.pdf
• https://ctan.math.utah.edu/ctan/tex-archive/macros/latex/contrib/mlmath/mlmath.pdf

projects

• UVA CNN tutorial: Inception, ResNet, DenseNet
• Bahdanau et al. (2015) attention mechanism
• Visualizing Convolutional Neural Networks
• Adversarial FGSM attack
• Seq2Seq translation tutorial

commands

watch -n0.1 nvidia-smi

pytorch matrix operations

https://pytorch.org/docs/stable/torch.html#indexing-slicing-joining-mutating-ops

torch.bmm
torch.matmul
torch.squeeze
torch.unsqueeze
torch.detach
torch.view
torch.transpose
torch.cat

torch.arange(start, end, step)
torch.view

unusual operations

pandas

.cut
.explode
.melt
.pivot
.ewm
.rolling
.diff
.pct_change
.infer_objects
.mask
.truediv
.combine_first
.pipe
.applymap
.corrwith
.interpolate
.crosstab
.get_dummies
.factorize
.convert_dtypes

numpy

.where
.tril
.triu
.hstack
.vstack

utilities

inlay hints
user snippets
interactive notebook
https://ash12rai-weblearning.medium.com/visual-studio-code-vs-code-inlay-hints-32fee837e80
https://learn.microsoft.com/en-us/dynamics365/release-plan/2023wave2/smb/dynamics365-business-central/get-inlay-hints-source-editor-al-method-parameters-return-types