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Dmitry Sokolov | PDP for Q1 2024 (my copy) - Coggle Diagram
Dmitry Sokolov | PDP for Q1 2024 (my copy)
DL
loss function
segmentation
shape-aware ☆☆☆☆☆
lovász-softmax
focal ★★★★☆
dice ★★★★☆
tversky ★★☆☆☆
detection
Yolo ★★★★★
CSE ☆☆☆☆☆
d/g/cIoU ★★☆☆☆
IoU ★★★★★
classification
angular loss ★★★☆☆
cross-entropy
+binary, weighted
★★★★☆
Logistic ★☆☆☆☆
Hinge ★★★☆☆
CTC-loss ★☆☆☆☆
Kullback-Leibler Divengence ★★☆☆☆
Hellinger Distance ★☆☆☆☆
activation functions
ReLU
Leaky ReLU ★★★★☆
ELU ★★☆☆☆
SELU ★★☆☆☆
GELU ★★☆☆☆
PReLU ★☆☆☆☆
Sigmoid ★★★★☆
Tanh ★★★★☆
Softmax ★★★★☆
Softplus ★☆☆☆☆
Maxout ★☆☆☆☆
architectures
transformer ★★★☆☆
attention ★★★☆☆
tools
lightning ★★★☆☆
optimization
openvino ★☆☆☆☆
torch jit/script ★★☆☆☆
onnx ★★☆☆☆
services
paperswithcode ★★★☆☆
hugging face ★★★★☆
optimization
distillation ★★☆☆☆
quantization ★★☆☆☆
pruning ★★★☆☆
fusing ★☆☆☆☆
MLOps
clearml ★★★★☆
monitoring
sentry ★☆☆☆☆
git ★★★★☆
pre-commit ★☆☆☆☆
gradient check ★☆☆☆☆
linters
flake8 ★★☆☆☆
computer vision
classic
SIFT ★★★☆☆
RANSAC ★☆☆☆☆
HOG ★★☆☆☆
Optical FLow ★★★☆☆
affine transformation ★★★☆☆
base problems
OCR ★★★☆☆
softs
problem solver ★★★★☆
solution justification, interpretation ★★★☆☆
pre-sale ★☆☆☆☆
sharing knowledge ★★☆☆☆
meetup ★☆☆☆☆
code review ★★★☆☆