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FINALIST DESIGN FOR THE ENVIRONMENT
WINNER BIG IDEAS, SMALL BUDGET
WINNER INTERNATIONAL OR UK COMMUNAL LANDSCAPES & GARDENS
FINALIST STUDENT DESIGN DOMESTIC
FINALIST SMALL RESIDENTIAL LANDSCAPES & GARDENS
FINALIST PLANTING DESIGN
FINALIST LARGE RESIDENTIAL LANDSCAPES & GARDENS
WINNER FRESH DESIGNER LANDSCAPES & GARDENS
FINALIST HEALING, LEARNING OR COMMUNITY LANDSCAPES & GARDENS
WINNER STUDENT DESIGN COMMERCIAL
High Dimensional Optimization
Minimization Problems
The Least Squares Problem
Homogenization Effect
Standard Diffusion Approximation
The Diffusion Coefficient of Homogenized Sgd
Actual Sgd Increment Covariance Matrix
Covariance or Diffusion Coefficient of Sgd
Assumptions on the Matrices
The Deterministic Equivalent of the Loss
Talking about course project
Talking about the midterm exam
Talking about my courses in summer 2023
Momentum
Steepest descent
Backpropagation
Accelerated Gradient Method (AGM)
Stochastic Gradient Descent (SGD)
Mini-batch Stochastic Gradient Descent
Stochastic Average Gradient (SAG)
Stochastic Variance Reduced Gradient (SVRG)
Adaptive Gradient (AdaGrad)
Root Mean Square Propagation (RMSProp)
Adaptive Moment Estimation (Adam)
Coding a neural network with PyTorch in Python
Object-oriented programming (explaining by Plato's theory of Ideas)
Continuing coding a neural network