Advanced Mathematics for AI
1.1-1. Data Representation
Advanced Mathematics for AI (Week 1) #λ°μ΄ν°ννλ² #νλ ¬νν
2.1-2. Matrix Decomposition
Advanced Mathematics for AI (Week 1) #νλ ¬λΆν΄ #Eigenvalue #Eigenvector #SVD
3.1-3. SVD Application
Advanced Mathematics for AI (Week 1) #SVD #νλ ¬λΆν΄ #LatentSemanticIndexing
4.1-4. NMF
Advanced Mathematics for AI (Week 1) #NMF #λΉμλΆν΄
5.1-5. NMF Application
Advanced Mathematics for AI (Week 1) #NMF #ν ν½λͺ¨λΈλ§ #ν΄λ¬μ€ν°λ§
6.2-1. Loss Function
Advanced Mathematics for AI (Week 2) #Loss Function #μ ννκ·
7.2-2. Optimization using GD
Advanced Mathematics for AI (Week 2) #Optimization #GradientDescent #κ²½μ¬νκ°λ²
8.2-3. Stochastic Gradient Descent
Advanced Mathematics for AI (Week 2) #GD #SGD #BatchGradientDescent
9.2-4. Convex Function
Advanced Mathematics for AI (Week 2) #Convex #Concave
10.2-5. Convex Optimization
Advanced Mathematics for AI (Week 2) #ConvexFunction #LinearProgramming
11.3-1. Classification
Advanced Mathematics for AI (Week 3) #ArtificialIntelligence #MachineLearning #Classification
12.3-2. Maximal Margin Classifier
Advanced Mathematics for AI (Week 3) #Classifier #Margin #MaximalMarginClassifier
13.3-3. Soft Margin Classifier
Advanced Mathematics for AI (Week 3) #SoftMargin #Classifier
14.3-4. Support Vector Machine
Advanced Mathematics for AI (Week 3) #Kernel #KernelFunction #SVM
15.3-5. Kernels
Advanced Mathematics for AI (Week 3) #Linear #Polynomial #RBF
16.4-1. Bayes' Theorem
Advanced Mathematics for AI (Week 4) #Chainrule #Probability
17.4-2. Bayesian Inference
Advanced Mathematics for AI (Week 4) #Bayesian #PriorDistribution
18.4-3. Bayesian Inference Example
Advanced Mathematics for AI (Week 4) #Model #Prior #Posterior #ConjugatePrior
19.4-4. Bayesian Network
Advanced Mathematics for AI (Week 4) #Bayesian #BayesianNetwork
20.4-5. Independence in Bayesian Networks
Advanced Mathematics for AI (Week 4) #Independence #Collider