+ All Categories

Home > Documents > Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Date post:	20-Dec-2015
Category:	Documents
View:	225 times
Download:	2 times

Download Report this document

Share this document with a friend

Embed Size (px):

39

Learning Bit by Bit Clustering

Transcript

Page 1: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Learning Bit by Bit

Clustering

Page 2: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Supervised vs. Unsupervised

• Training vs. Exploring

Page 3: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Supervised vs. Unsupervised

• Training vs. Exploring• The “right answer”

Page 4: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Supervised vs. Unsupervised

• Training vs. Exploring• The “right answer”• Data

Page 5: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Supervised vs. Unsupervised

• Training vs. Exploring• The “right answer”• Data• Error

Page 6: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Clustering

• Hierarchical or Agglomerative• K-means

Page 7: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Clustering

Page 8: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Clustering

• Cat =– Fluffy– Whiskers– Triangular perky ears– Long tail

Page 9: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Clustering

Page 10: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

catcat

Page 11: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Hierarchical Clustering

Page 12: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Hierarchical Clustering

Page 13: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Hierarchical Clustering

Page 14: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Hierarchical Clustering

Page 15: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Hierarchical Clustering

Page 16: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Hierarchical Clustering

Page 17: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Hierarchical Clustering

Page 18: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Hierarchical Clustering

Page 19: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Dendrogram

Page 20: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Single Link

Page 21: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Single Link

Page 22: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Single Link

Page 23: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Single Link

Page 24: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Clustering Demos

Page 25: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Hierarchical Clustering

• Problem?

Page 26: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

K-Means Clustering

Page 27: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

K-Means Clustering

Page 28: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

K-Means Clustering

Page 29: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

K-Means Clustering

Page 30: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

K-Means Clustering

Page 31: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

K-Means Clustering

Page 32: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

K-Means Clustering

Page 33: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

K-Means Clustering

Page 34: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

K-Means Clustering

Page 35: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

K-Means Clustering

Page 36: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

K-Means Clustering

• Demo

Page 37: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Homework

Page 38: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Homework

Page 39: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring.

Homework

Recommended

1 1 Slide Classification. 2 2 Supervised vs. Unsupervised Learning n Supervised learning (classification) Supervision: The training data (observations,

HRO 12-bit High Resolution Oscilloscopes Datasheetcdn.teledynelecroy.com/files/pdf/hro-12bit_datasheet.pdf · 4 8-BIT VS. 12-BIT EXAMPLES Switched Mode Power Supplies • Switched

Objectives: Adaptation Resources: RS: Unsupervised vs. Supervised

OpenSSL and Java 7 vs. 512-bit proxy keys

Probabilistic & Unsupervised Learning - UCLProbabilistic & Unsupervised Learning Week 1: Introduction, Statistical Basics, and a bit of Information Theory Maneesh Sahani [email protected]

8 BIT VS. 16 BIT Joe Sukenick DigiQuest .

Morphology-based vs Unsupervised Word Clustering for ...acta.uni-obuda.hu/Ostrogonac_Pakoci_Secujski_Miskovic_89.pdf · Stevan J. Ostrogonac1, Edvin T. Pakoci2, Milan S. Sečujski1,

Supervised vs. unsupervised learning

80960KA EMBEDDED 32-BIT MICROPROCESSOR - · PDF fileUsing advanced RISC technology, ... 32-BIT GLOBAL REGISTERS 64- BY 32-BIT LOCAL REGISTER CACHE ... Typical Supply Current vs

32bit vs 64 Bit

1 to many OpenRISC SMP - · PDF fileOpenRISC vs Other soft codes Open MMU Arch Linux Silicon OpenRISC 32-bit Limited RISC-V Kinda 64-bit 4.15 Multi Nios2 32-bit Microblaze 32-bit

Lecture 11 - csd.uwo.ca · Lecture 11 Unsupervised Learning EM. Today • New Topic: Unsupervised Learning • supervised vs. unsupervised learning • unsupervised learning • nonparametric

3-Bit Dictator Testing: 1 vs. 5 - Carnegie Mellon School ...odonnell/papers/3bit-testing.pdf · 3-Bit Dictator Testing: 1 vs. 5/8 Ryan O’Donnell Carnegie Mellon University ∗ [email protected]

Lecture notes Knowledge Discovery in Databases · Lecture notes Knowledge Discovery in Databases ... Supervised vs Unsupervised learning. ... Steinbach M., Kumar V.

Clustering Supervised vs. Unsupervised Learning Examples of clustering in Web IR Characteristics of clustering Clustering algorithms Cluster Labeling 1.

Unsupervised Learning Learning Unsupervised...Unsupervised Learning and Data Mining Learning Mining Unsupervised Learning and Data Mining Unsupervised Data Clustering Supervised Learning

Deep-Learningperso.mines-paristech.fr/fabien.moutarde/ES_LSML/Slides/deepLearn… · Deep vs Shallow Learning techniques overview DEEP SHALLOW GAN. Unsupervised Generative Deep-Learning:

Decision Trees in the Big Picture Classification (vs. Rule Pattern Discovery) Supervised Learning (vs. Unsupervised) Inductive Generation (vs. Discrimination)