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AI39

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Agentic AI Theory8

Open topic 🎐 Agentic AI - advanced reasoning 🎐 Agentic AI - Definition & Framework 🎐 Agentic AI - design patterns 🎐 Agentic AI - Memory 🎐 Agentic AI - Plug-in, subagents 🎐 Agentic AI - runtime, model 🎐 Agentic AI - skills 🎐 Agentic AI - tools

Deep learning14

Open topic Anomaly Detection Ch1. Optimization for Deep Learning Ch2_1. Regression Ch3_1. Classification_Perceptron Ch3_2. Classification_Logistic Regression Ch4. Gradient decent algorithm Convolutional AutoEncoder(CAE) Diffusion Model Generative Adversarial Network(GAN) Image Segmentation, Object detection. Physical Informed Neural Network (PINN) & Operator Learning Pre-trained Model & Transfer Learning Recurrent Neural Network(RNN) & LSTM Self-Supervised Learning

Machine Learning11

Open topic Ch3 Probability - Multi model - GMM ch3 Probability - part1 - Multivariant Gaussian Distribution ch3 probability - part2, Linear Gaussian systems Ch3 probability - part3, the exponential Family, multi model Ch4 Laminar Flow Ch4 Laminar flow - Hele Shaw flow Ch4 Laminar flow - Stoke's First Theorem Ch4 Statistics - Bayesian Statistics Ch4 Statistics - Maximum Likelihood Estimation(MLE) Ch4 Statistics - Other Estimation Methods - MAP, Regularization Ch5 Low Reynolds number flow - Stokes Flow part1

Sensitivity Analysis3

Open topic Gaussian Process Regression(GRP) Random Forest Sobol Indices

Claude3

Open topic Claude - Code (CLI) Claude - Cowork (Desktop) Claude - Intro

Mechanical190

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Blood Flow and Metabolism12

Open topic [Pulsatile flow] 1. Flow on a elastic tube [Pulsatile flow] 2. Force on the elastic tube wall [Pulsatile flow] 3. Coupling with Fluid motion on the elastic tube wall [Pulsatile flow] 4. Coupling with Fluid motion on the elastic tube wall2- Boundary condition [Pulsatile flow] on a rigid tube _ 1. Velocity [Pulsatile flow] Steady flow _Poiseuille flow Blood Viscosity Cerebral Circulation & composition Coronary Artery Heart blood circulation Lumped Parameter modeling_ coronary artery inlet boundary condition Physiology of Blood Flow and Metabolism

CardioVascular Diseases8

Open topic [Cardiovascular disease] 1. Plaque [Cardiovascular disease] Aneurysm _ part1 [Cardiovascular disease] Aneurysm _ part2_ CT [Cardiovascular disease] Aneurysm _ part2_MRA [Cardiovascular disease] Aneurysm _ part2_MRI [Cardiovascular disease] Aneurysm _ part3 [Cardiovascular disease] Aneurysm _ part4 Calcification on Coronary Artery - Plaque composition 1

Computational Fluid Dynamics14

Open topic Ch1 Introduction to Numerical heat transfer and fluid flows Ch2 Mathematical description of Physical Phenomena Ch3 Discretization method - part1 ( FDM, Ritz method) Ch3 Discretization method - part2 ( WRM, FVM) Ch3 Discretization method - part3 (4 Basic rules) Ch3 Discretization method - summary Ch4 Heat conduction - part1 (Harmonic Mean) Ch4 Heat conduction - part2 (Source term Linearization) Ch4 Heat conduction - part3 (Boundary Conditions, TDMA) Ch4 Heat conduction - part4 (Implicit, Explicit) Ch5 Convection and Diffusion - part1 (Upwind Scheme) Ch5 Convection and Diffusion - part2 (exact solution vs upwind scheme) Ch5 Convection and Diffusion - part3 (Expotential, hybrid scheme) Ch5 Convection and Diffusion - part4 (general scheme form)

Computational Linear Algebra15

Open topic 1. Intro - Numerical Linear Algebra 2. QR Factorization - part1 (Gram Schmedit) 2. QR factorization - part2 (Householder) 2. QR Factorization - part3 (Given QR method) 3. Least Square Problem 4. Eigen Value Problem - part2 4. Eigen Value Problems - Part1 5. Singular Value Decomposition(SVD) - part1 5. Singular Value decomposition(SVD) - part2 ch (?) Fenicsx and Parallel Computing Ch6. Conditioning and Stability - part1 Ch6. Conditioning and Stability - part2 Ch7 State of Equation - last of direct method. Ch8 Classical Iterative Method - part1 Ch8. Krylov subspace

Continuum Mechanics9

Open topic Ch1 Kinematics part4 - (B,e), Volume and Area deformation Ch1 Kinematics part5 - Time rate of change of a material element. Ch1 Kinematics-part1 Ch1 Kinematics-part2 (F,C) Ch1 Kinematics-part3 - Strain tensor(E*, E) Ch2 Stress - part1 (σ, P) ch2 Stress - part2 (σ, Cauchy stress tensor) , Equation of Motion ch2 Stress - part3 (P, PIOLA KIRCHHOFF STRESS TENSORS) ch2 Stress - part4 (Stress power)

Engineering Mathematics14

Finite Element Method1

Open topic Finite element Method Ch1 strong and weak form.

Fluid Mechanics18

Open topic [Fluid mechanics] #Viscous dissipation rate [Fluid Mechanics] Ch 3. Integral Relations for a Control Volume [Fluid Mechanics] Ch 4. Differential Relations for fluid flow - Linear momentum [Fluid Mechanics] Ch 4. Differential Relations for fluid flow - mass conservation [Fluid mechanics] Ch 4. The stream function [Fluid mechanics] Ch 4. Vorticity and Irrotationality [Fluid mechanics] Ch 6. Law of the wall. [Fluid mechanics] Ch 6. Turbulence modeling [Fluid mechanics] Ch 6. Viscous Flow in Ducts - Moody chart [Fluid Mechanics] Ch 7. Boundary layer Equation- Laminar, Blasius Equation. [Fluid Mechanics] Ch 7. Boundary layer Equation- Momentum Integral Relation [Fluid mechanics] Ch 7. Flow past immersed bodies - flow separation [Fluid mechanics] Reynolds Stress [Fluid mechanics] Strain tensor [Fluid mechanics] Stress tensor_Lame's Parameters [Fluid mechanics] Stress tensor_Lame's Parameters part2 [Turbulent] ch2 - The Equation of Fluid motion [Turbulent] ch3 - The statistical description of turbulent flows

Gas Dynamics24

Open topic [Gas Dynamics] Ch 1 Basic properties [Gas Dynamics] Ch 10 Rayleigh Flow - part 1 [Gas Dynamics] Ch 10 Rayleigh Flow - part 2 - shock and Heat chocking [Gas dynamics] Ch 2 - Control volume analysis - Application of Reynolds Transport Theorem [Gas Dynamics] Ch 2 Control Volume Analysis - Reynolds Transport theorem [Gas Dynamics] Ch 3 Control Volume analysis - Pressure-E Eq.+Bernoulli's Eq. [Gas Dynamics] Ch 3 Control volume analysis - Stagnation concept [Gas Dynamics] Ch 3 Internal flow friction factor [Gas Dynamics] Ch 4 Introduction to Compressible Flow - part1 [Gas Dynamics] Ch 4 Introduction to Compressible Flow - part2 [Gas Dynamics] Ch 5 Varying - Area Adiabatic Flow - part1 [Gas Dynamics] Ch 5 Varying - Area Adiabatic Flow - part2 [Gas Dynamics] Ch 5 Varying - Area Adiabatic Flow - part3- Converging-only nozzle [Gas Dynamics] Ch 5 Varying - Area Adiabatic Flow - part4- Converging-diverging nozzle [Gas Dynamics] Ch 6 Varying - Standing Normal shock - part 1 [Gas Dynamics] Ch 6 Varying - Standing Normal shock - part 2 문제풀이 [Gas Dynamics] Ch 7 Moving and Oblique Shocks - part 1 [Gas Dynamics] Ch 7 Moving and Oblique Shocks - part 2 [Gas Dynamics] Ch 8 Prandtl-Meyer Flow - Application - Airfoil [Gas Dynamics] Ch 8 Prandtl-Meyer Flow - Application - Nozzle [Gas Dynamics] Ch 8 Prandtl-Meyer Flow - Compression flow [Gas Dynamics] Ch 8 Prandtl-Meyer Flow - Expansion Flow [Gas Dynamics] Ch 9 Fanno Flow - part 1 [Gas Dynamics] Ch 9 Fanno Flow - part 2 - with shock

Heat transfer8

Open topic [Heat and Mass transfer] Ch 3 ,1-Dimensional, Steady-State Conduction - Area change [Heat and Mass transfer] Ch 3 ,1-Dimensional, Steady-State Conduction - Extended surface [Heat and Mass transfer] Ch 3 ,1-Dimensional, Steady-State Conduction - Overall surface efficiency [Heat and Mass transfer] Ch 3 ,1-Dimensional, Steady-State Conduction - Uniform E generation [Heat and Mass transfer] Ch 3 1-Dimensional, Steady-State Conduction-Thermal Resistance [Heat and Mass transfer] Ch 5. Transient Conduction - part 1 [Heat and Mass transfer] Ch 5. Transient Conduction - part 2 [Heat transfer] Ch 1. Introduction

Solid Mechanics25

Thermodynamics14

Viscous Flow28

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