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A recap on gradient descent (aka., the batch gradient descent)
The algorithm of gradient descent (aka., the batch gradient descent)
The issues with gradient descent (aka., the batch gradient descent)
Stochastic Gradient Descent (SGD)
An example: defining a model, and a loss function and computing partial derivatives
Visualizing the loss surface
The noise of estimation in SGD
An animation of how SGD travels on the loss surfaces
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