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Rapid Stochastic Gradient Descent: Accelerating Machine Learning

584

Nicol Schraudolph

The incorporation of online learning capabilities into real-time computing systems has been hampered by a lack of efficient, scalable optimization algorithms for this purpose: second-order methods ...

1h 51m 44s |

4 years ago

Videolectures.net

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Real-time computing

Gradient descent

Stochastic gradient descent

Numerical analysis

Mathematical optimization

Conjugate transpose

Nonlinear system

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Gradient Methods for Machine Learning

336

Nicol Schraudolph

Gradient methods locally optimize an unknown differentiable function, and thus provide the engines that drive much machine learning. Here we'll take a look under the hood, beginning with brief ...

3h 59m 4s |

4 years ago

Videolectures.net

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Function (mathematics)

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Convex Optimization

1180

Lieven Vandenberghe

The lectures will provide an introduction to the theory and applications of convex optimization.

2h 22m 16s |

4 years ago

Videolectures.net

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Mining Large Graphs: Laws and Tools

1126

Jure Leskovec

3h 52m 53s |

4 years ago

Videolectures.net

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Graph theory

Graph (mathematics)

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calculus y=sqr(1+4sinx) tangent equation at (0,1) grs en tgz

213

mathguyzero

calculus y=sqr(1+4sinx) tangent equation at (0,1) grs en tgz.wmv

4m 41s |

5 years ago

YouTube

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mathguyzero (YouTube)

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Poincare Conjecture

10209

VVeerla

The century old mystery was solved by Grigori Perelman (Russian mathematician who also refused to take a prize for that). The Conjecture is explained well in this video

5m 26s |

5 years ago

YouTube

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3-sphere

Grigori Perelman

VVeerla (YouTube)

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Edexcel C3 June 2007 Question 7b

203

ExamSolutions

Worked solution to this C3 core maths paper on curve sketching

6m 47s |

5 years ago

YouTube

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WildTrig13: Why spreads are better than angles

164

njwildberger

This video reconciles two different definitions of the spread between two lines. It also shows why spreads are generally superior to angles in a Cartesian framework.

9m 4s |

5 years ago

YouTube

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Trigonometry

Natural science

njwildberger (YouTube)

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AC 4.2.3 pt 1 Solve Sytems of Equations - Equal Values Metho

534

djfreeman1

Solve Systems of Linear Equations using the equal values method. This is an alternate form of the substitution method that works well when both equations are in slope intercept form.

9m 33s |

5 years ago

YouTube

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System of linear equations

djfreeman1 (YouTube)

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