archives

Signal Processing

• Sound
• [WIP]Fourier Tansform
• [Sampling Theorem]
• [Filtering]
• [Convolution]
• [DFT and FFT]
• [라플라스 변환 and Z-변환]

Linear Algebra

• [WIP]Eigenvalues & Eigenvectors & SVD

Deep Learning

• [linear regression]
• [SGD]
• [WIP]Momentum
• [WIP]Backpropagation
• [WIP]Cross Entropy
• [BCE loss]
• [MLE]
• [Universal Approximation Theorem]
• [flash attention]
• [skip-connection]
• [Convoluition]

Machine Learning

• Linear Regression
• MLE & Bayesian Series (1/3) - Maximum Likelihood Estimation (MLE)
• Principle Component Analysis (PCA)
• AutoEncoder (AE)
• [WIP]Precision, Recall and F1 Score
• L1 & L2 Regularization

Inference and Optimization

• [WIP]ONNX
• [WIP]TensorRT
• [init]Triton

ASR

• Beam search
• Viterbi
• CTC Loss
• [WIP]RNN-T Loss
• [WIP]Wav2vec 2.0
• TLG HLG?

Algorithms

• BOJ
  • LCS2
  • 용액

summarize papers

• [init]Mamba

Quantum

Strokes

Immune system