Канал: Daniel O'Connor

Ingredients of Deep Learning Algorithms, part 2

Ingredients of Deep Learning Algorithms, part 2

My standup comedy debut

My standup comedy debut

Stars (Ariana Grande)

Stars (Ariana Grande)

The Ingredients of Deep Learning Algorithms (Part 1)

The Ingredients of Deep Learning Algorithms (Part 1)

Introduction to decision trees

Introduction to decision trees

Implementing a Lasso solver from scratch in Python

Implementing a Lasso solver from scratch in Python

Dogs vs. Cats 2: Transfer learning using Keras

Dogs vs. Cats 2: Transfer learning using Keras

Dogs vs. Cats: Data augmentation using Keras

Dogs vs. Cats: Data augmentation using Keras

Setting up triple integrals

Setting up triple integrals

The proximal operator of the L1 norm

The proximal operator of the L1 norm

The Lasso problem: Using L1 regularization for feature selection

The Lasso problem: Using L1 regularization for feature selection

Observing the effect of regularization (including Dropout)

Observing the effect of regularization (including Dropout)

Office hours: Integrating over a type II region

Office hours: Integrating over a type II region

Introduction to convolutional neural networks

Introduction to convolutional neural networks

The max-pooling operation

The max-pooling operation

Edge detection: an example of how the convolution operation is useful

Edge detection: an example of how the convolution operation is useful

The convolution operation in machine learning

The convolution operation in machine learning

Using the Fundamental Strategy of Calculus to discover the chain rule

Using the Fundamental Strategy of Calculus to discover the chain rule

Regularization and a recipe for machine learning algorithms

Regularization and a recipe for machine learning algorithms

Fubini's theorem for triple integrals

Fubini's theorem for triple integrals

Introduction to triple integrals

Introduction to triple integrals

Three examples of double integrals using polar coordinates

Three examples of double integrals using polar coordinates

Training a neural network to predict housing prices using TensorFlow

Training a neural network to predict housing prices using TensorFlow

Integrating over a polar region

Integrating over a polar region

Integration using polar coordinates

Integration using polar coordinates

Introduction to polar coordinates

Introduction to polar coordinates

Classifying Reuters newswires using Tensorflow

Classifying Reuters newswires using Tensorflow

Examples of integrating a function f(x,y) over a region of type 1 or type 2

Examples of integrating a function f(x,y) over a region of type 1 or type 2

Training a neural network to classify IMDB movie reviews using tensorflow

Training a neural network to classify IMDB movie reviews using tensorflow

Introduction to neural networks and tensorflow

Introduction to neural networks and tensorflow

Evaluating double integrals over Type I and Type II regions.

Evaluating double integrals over Type I and Type II regions.

Three examples of using Fubini's theorem to evaluate a double integral

Three examples of using Fubini's theorem to evaluate a double integral

Using Google Colab and Installing tensorflow on macOS using Conda

Using Google Colab and Installing tensorflow on macOS using Conda

Implementing multiclass logistic regression from scratch (using stochastic gradient descent)

Implementing multiclass logistic regression from scratch (using stochastic gradient descent)

Example of using Fubini's theorem to integrate a function over a rectangle

Example of using Fubini's theorem to integrate a function over a rectangle

Expressing an integral over a rectangle as an iterated integral (Fubini's theorem)

Expressing an integral over a rectangle as an iterated integral (Fubini's theorem)

A physical interpretation of integration (computing mass from density)

A physical interpretation of integration (computing mass from density)

Interpreting integral as volume of region under a surface

Interpreting integral as volume of region under a surface

Integrating a function of two variables

Integrating a function of two variables

Integrating a function of a single variable

Integrating a function of a single variable

Braid epilogue -- Falling through platform

Braid epilogue -- Falling through platform

inpaintingLena

inpaintingLena

Calculus explained

Calculus explained

curiousSnakesColorAndMotion taxiFailure

curiousSnakesColorAndMotion taxiFailure

curiousSnakesColorAndMotion_taxiSuccess.avi

curiousSnakesColorAndMotion_taxiSuccess.avi

flowGardenReduced_innerVelocityOnly.avi

flowGardenReduced_innerVelocityOnly.avi

bus_motionAndColor_expDist.avi

bus_motionAndColor_expDist.avi

intersection_motionAndColor1.avi

intersection_motionAndColor1.avi

flowerGarden_motionAndColor.avi

flowerGarden_motionAndColor.avi

chanVeseRedFlowers_GMM_full_cyan2.avi

chanVeseRedFlowers_GMM_full_cyan2.avi

chanVeseRedFlowers_GMM.avi

chanVeseRedFlowers_GMM.avi

chanVeseRedFlowersFail.avi

chanVeseRedFlowersFail.avi

flowerGardenMotionComp1.avi

flowerGardenMotionComp1.avi

flower garden (motion competition, coarse-to-fine velocity estimates)

flower garden (motion competition, coarse-to-fine velocity estimates)

cameramotionSegMovie

cameramotionSegMovie

handSegMovie

handSegMovie

fishSegMovie.avi

fishSegMovie.avi

modifiedChanVese_heartFullUpperLeft.avi

modifiedChanVese_heartFullUpperLeft.avi

modifiedChanVese_heartFullLowerRight.avi

modifiedChanVese_heartFullLowerRight.avi

modifiedChanVese_heartReducedLowerRight.avi

modifiedChanVese_heartReducedLowerRight.avi

modifiedChanVese_heartReducedUpperLeft.avi

modifiedChanVese_heartReducedUpperLeft.avi

modifiedChanVese_flatwormExample.avi

modifiedChanVese_flatwormExample.avi

modifiedChanVeseExample002_seedGrows.avi

modifiedChanVeseExample002_seedGrows.avi

modifiedMotionCompetitionExampleBus001.avi

modifiedMotionCompetitionExampleBus001.avi

modifiedMotionCompetitionExample001.avi

modifiedMotionCompetitionExample001.avi

modifiedChanVeseExample001_5fps.avi

modifiedChanVeseExample001_5fps.avi

intersectionMotCompRedistanceGenericCircle_Feb4_2010.avi

intersectionMotCompRedistanceGenericCircle_Feb4_2010.avi

retinaChanVese.avi

retinaChanVese.avi

chanVeseTaxi_level.avi

chanVeseTaxi_level.avi

intersection_dt1_level.avi

intersection_dt1_level.avi

chanVeseBasic_level.avi

chanVeseBasic_level.avi

bus_dt1_ThirtyFPS_level.avi

bus_dt1_ThirtyFPS_level.avi

motionCompFixedLookoutVenezia threefps

motionCompFixedLookoutVenezia threefps

coastguard motionCompFixedLookout

coastguard motionCompFixedLookout

twoPhase Failure

twoPhase Failure

singlePhaseTriesEightMotionData

singlePhaseTriesEightMotionData

faces 152 153 172 unwarpedEvolution

faces 152 153 172 unwarpedEvolution

face172unwarpedEvolution

face172unwarpedEvolution

face153unwarpedEvolution

face153unwarpedEvolution

face152unwarpedEvolution

face152unwarpedEvolution

faces 152 153 172 evolution

faces 152 153 172 evolution

eightMotionsThreeCircles (nonconvergence)

eightMotionsThreeCircles (nonconvergence)

eightMotionsManyCircles (nonconvergence)

eightMotionsManyCircles (nonconvergence)

multiphaseUC nonconvergence

multiphaseUC nonconvergence

multiphaseUCL

multiphaseUCL

manyCirclesRed

manyCirclesRed

oneCircleRed

oneCircleRed