recursive neural network : ujava.org 12th deep learning workshop
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Recursive Neural Network
ujava.org 12th Deep Learning Workshop
2015-08-22
www.idosi.com
CEO Shindong KANG
()
ujava.org
spaceapi.org
Recurrent Neural Network
Recursive Neural Network
List Structure
Tree Structure
one-hot encoding
Continuous word representation
Continuous word representation
Continuous word representation
Why distance is a bad idea
Use angle instead of distance
From angles to cosines
Bag-of-Words (word2vec)
Bag-of-Words (word2vec)
Skip-gram, N-gram (word2vec)
CBOW and Skip-gram
From Words To Phrases
Recursive merge
Word Vector Space Model
Phrases into a vector space
Sentence Parsing
Learn Structure and Representation
Recursive Neural Network Definition
Parsing a sentence with an RNN
Parsing a sentence
Parsing a sentence
spaceapi.org
Short Paraphrase Detection
Scene Parsing
Algorithm for Parsing Images
Multi-class segmentation
Gaussian function
Laplacian
Laplacian , Scalar
Laplacian for edge
Images Pyramid
Gaussian Image Pyramid
Laplacian of Gaussian Image Pyramid
Laplacian of Gaussian
DoG (Difference of Gaussians)
DoG (Difference of Gaussians) filtering
Harris Corner Detector, translation, rotation, not resizing
Keypoint of Image
Image gradient histogram
SIFT (Scale Invariant Feature Transformation)
SIFT keypoint
SIFT keypoints detection
SIFT matching
Bag of Features
Image Classification
Difficulties within class variations
Data sets
Bag of Features
Features Histogram
Bag of Words Model
Bag of Visual Words model
Generate the visual vocabulary
Histogram or bag of words
K-Means Clustering
Examples for visual words
Image representation
Learn a decision rule (classifier)
Image Tree Construction
Thank you !
()Intelligent City Ltd.
Shindong KANG
www.idosi.com
www.idosi.com
www.idosi.com
www.idosi.com
www.idosi.com