STOCHASTIC Gradient Descent (in 3 minutes)
Visual and intuitive Overview of stochastic gradient descent in 3 minutes. ------------------- References: The third explanation is from here: https://arxiv.org/abs/1802.06175 Other references mentioned in the video: https://arxiv.org/abs/1509.01240, https://proceedings.mlr.press/v40/Ge1... AI plays hide and seek: https://openai.com/blog/emergent-tool... AI plays Dota 2: https://openai.com/five/ InterFaceGAN: • InterFaceGAN Demo (CVPR 2020) Boyd and Vandenberghe's book on Convex Optimization (Sections 9.2 and 9.3): https://web.stanford.edu/class/ee364a... https://web.stanford.edu/~boyd/cvxboo... ------------------ Timestamps: 0:00 Intro 0:27 Definition 1:00 Stochastic Gradient Descent is too good 1:37 First Explanation 1:52 Second Explanation 2:13 Third Explanation 2:40 Outro ------------------- Music: www.bensound.com This video would not have been possible without the help of Gökçe Dayanıklı.

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[RE-UPLOAD] MOMENTUM Gradient Descent (in 3 minutes) *** No Background Music***

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