Wiki
feed.xml ↗Technical knowledge base — fundamentals, tools, and architecture decisions.
ai-ml / deep-learning / architectures
Convolutional Neural Network (CNN)
cnnconvolutionimagecomputer-visiondeep-learning
Diffusion Models
diffusionddpmstable-diffusionimage-generationdeep-learning
Generative Adversarial Network (GAN)
gangenerativeadversarialimage-generationdeep-learning
RNN / LSTM / GRU
rnnlstmgrusequencetime-seriesdeep-learning
Transformer
transformerattentionself-attentionllmdeep-learning
ai-ml / deep-learning / fundamentals
ai-ml / deep-learning / models
ai-ml / foundations
Bias-Variance Tradeoff
biasvarianceoverfittingunderfittingfundamentals
Ensemble Methods
ensemblebaggingboostingstackingfundamentals
Model Evaluation
evaluationaccuracyprecisionrecallf1aucfundamentals
Loss Functions
lossmsecross-entropyhingefundamentals
Optimization: SGD → Momentum → Adam
optimizationsgdadammomentumlearning-ratefundamentals
Regularization
regularizationl1l2dropoutoverfittingfundamentals
ai-ml / history
ai-ml / reinforcement-learning
ai-ml / supervised / classification
Decision Tree
classificationdecision-treeentropyginiinterpretablesupervised
Gradient Boosting / XGBoost / LightGBM
classificationboostingxgboostlightgbmkagglesupervised
k-Nearest Neighbors (k-NN)
classificationknndistancenon-parametricsupervised
Logistic Regression
classificationlogisticsigmoidprobabilitysupervised
Naive Bayes
classificationbayesprobabilitytextsupervised
Random Forest
classificationrandom-forestensemblebaggingsupervised
Support Vector Machine (SVM)
classificationsvmkernelmarginsupervised
ai-ml / supervised / regression
ai-ml / unsupervised / clustering
ai-ml / unsupervised / dimensionality-reduction
frontend / architecture
frontend / frameworks
frontend / fundamentals
frontend / libraries
frontend / tools
math / calculus
math / information-theory
math / linear-algebra
Dot Product & Projection
linear-algebradot-productcosine-similarityprojection
Eigenvalues & Eigenvectors
linear-algebraeigenvalueeigenvectordecomposition
Matrix Decomposition (SVD, Eigendecomposition)
linear-algebrasvdeigendecompositionfactorization
Vectors & Matrices
linear-algebravectormatrixtransformation
math / optimization
math / probability
projects
Autonomous AI Agent — design notes
agenticllmtool-usesandboxsecurity
Audio Intelligence — design notes
whisperdistilbertnlppipeline
Consulate Chatbot — design notes
ragbm25embeddingskoreangovernment
Responsive Lamp — design notes
visiongazeyolomediapipethree-js
Investment Operations Suite — design notes
opsfintechfastapisimulation
Quant Trading Platform — design notes
quanthmmfinbertibkrtimescaledb
Radiology AI — design notes
medical-aidensenetclipgradcamfhir
Reinforcement Learning Lab — design notes
rldqnmctsalphazerowebsocket