SlideShare a Scribd company logo
1 of 35
Download to read offline
MACHINE
LEARNING I N
IMAGE
PROCESSING
PA R I N YA S A N G U A N S AT
Asst. Parinya Sanguansat, Ph.D.
Computer Engineering,
Panyapiwat Institute of Management
MACHINE LEARNING
(WITH MATLAB)
CONTENTS
• Introduction
• Feature Extraction
• Machine Learning approaches
– Image to image
– Image to non-image
• Applications
– Face Recognition
– Face Hallucination
– Object Detection
– Augmented Reality
• Tools
INTRODUCTION
• Classification
• Regression
MachineData Class
Label
MachineData Data
Discrete
Continues
CLASSIFICATION VS
REGRESSION
Classification Regression
INTRODUCTION
• Supervised Learning
• Unsupervised Learning
MachineTraining
Data
learning Training
Target
learningTest Data classify Test
Target
MachineTraining
Data
learningTest Data cluster Data
Cluster
SUPERVISED VS
UNSUPERVISED
Supervised Unsupervised
FEATURE EXTRACTION
• Normal data
• Image data
A1 A2 A3 A4 A5 A6
O1 1 2 1 1 2 3
O2 1 4 2 5 3 1
O3 2 1 5 2 1 3
O4 3 2 4 5 2 4
O1
O2
O3
VECTORIZATION
O1
O2
O3
O1 O2 O3
PROBLEMS:
• High-Dimensional feature vector
• Very large memory
• Very long processing time
• Singularity problem
• Small Sample Size problem
SCALE INVARIANT FEATURE
TRANSFORM (SIFT)
• To detect and describe local features in an images, wildly used in image search,
object recognition, video tracking, gesture recognition, etc.
• Speeded Up Robust Features (SURF)
EIGENVECTOR
https://en.wikipedia.org/wiki/Eigenvalues_and_eigenvectors
𝐴𝑣 = 𝜆𝑣
BAG OF (VISUAL) WORDS
OTHER FEATURE
EXTRACTIONS
• Color
• Texture
• Shape
• Statistic
ALIGNMENT
http://www.csc.kth.se/~vahidk/face_ert.html
CLASSIFIERS
• K-NN
• Neural network
• SVM
• CNN
MACHINE
LEARNING
APPROACHES
IMAGE TO NON-IMAGE
Machine LearningImage Information
Object detection and tracking
Image recognition and classification
IMAGE TO IMAGE
Machine LearningImage Image
Image retrieval
Image enhancement
Extrapolated art (http://extrapolated-art.com/)
NEURAL ARTIST STYLE
https://medium.com/@genekogan/machine-learning-for-artists-e93d20fdb097#.kf92ef5u8
http://www.kdnuggets.com/2015/09/deep-learning-art-style.html
APPLICATIONS
FACE RECOGNITION
PreprocessingFace image Feature
Extraction
Classifier Label
PCA
Crop &
Resize
m
n
Vectorize
mn
M
M
1
1
( )( )
M
T
k k
kM 
      C
Covariance matrix
Dimension = mn x mn
( ), 1,2,3, ,T
i i d y = x max( )d MPC
Scalar
2DPCA
Crop &
Resize
m
n
VectorizeM
1
1
( ) ( )
M
T
k k
kM 
  G A A A A
Image covariance matrix
Dimension = n x n
, 1,2,3, ,i i i dY = Ax max( )d nPCV
Vector
IMAGE COVARIANCE MATRIX
• Optimization Problem: Maximize the trace of covariance matrix (Sx)
( ) { [( )( ) ]}T
xtr tr E E E  S Y Y Y Y
( ) { [( )( ) ]}
{ [( ) ( ) ]}
{ [ ( ) ( ) ]}
{ [( ) ( )] }
{ }
T
x
T T
T T
T T
T
tr tr E E E
tr E E E
tr E E E
tr E E E
tr
  
  
  
  

S Y Y Y Y
A A XX A A
X A A A A X
X A A A A X
X GX
Y = AX
( ) ( )tr XY tr YX
1
1
( ) ( )
M
T
k k
kM 
  G A A A A
FACE HALLUCINATION
Hallucinating
INPUT
OUTPUT
INPUT
Baseline BaselineProposed Proposed
CCTV SAMPLES
• Asian on Asian database
• European on Asian database
OBJECT DETECTION
• Viola Jones method
Positive
samples
Negative
samples
Cascade Classifier
(Adaboost)
AUGMENTED REALITY
matchFeatures
estimateGeometricTransform + imwarp
detectSURFFeatures
Create Marker
TOOLS
OPENCV
• http://opencv.org/
MATLAB
• http://www.mathworks.com/products/matlab/
ALTERNATIVE TO MATLAB
• Opensource Mostly compatible
Different Syntax
PythonBrowser-based
OCR
https://code.google.com/p/tesseract-ocr/downloads/list

More Related Content

What's hot

Convolutional Neural Networks (CNN)
Convolutional Neural Networks (CNN)Convolutional Neural Networks (CNN)
Convolutional Neural Networks (CNN)Gaurav Mittal
 
Image classification using convolutional neural network
Image classification using convolutional neural networkImage classification using convolutional neural network
Image classification using convolutional neural networkKIRAN R
 
Object detection with deep learning
Object detection with deep learningObject detection with deep learning
Object detection with deep learningSushant Shrivastava
 
Image segmentation with deep learning
Image segmentation with deep learningImage segmentation with deep learning
Image segmentation with deep learningAntonio Rueda-Toicen
 
Convolution Neural Network (CNN)
Convolution Neural Network (CNN)Convolution Neural Network (CNN)
Convolution Neural Network (CNN)Suraj Aavula
 
Neural networks and deep learning
Neural networks and deep learningNeural networks and deep learning
Neural networks and deep learningJörgen Sandig
 
Intro to deep learning
Intro to deep learning Intro to deep learning
Intro to deep learning David Voyles
 
Image classification using CNN
Image classification using CNNImage classification using CNN
Image classification using CNNNoura Hussein
 
Histogram Processing
Histogram ProcessingHistogram Processing
Histogram ProcessingAmnaakhaan
 
Introduction to Deep learning
Introduction to Deep learningIntroduction to Deep learning
Introduction to Deep learningleopauly
 
Presentation on supervised learning
Presentation on supervised learningPresentation on supervised learning
Presentation on supervised learningTonmoy Bhagawati
 
Introduction to Machine Learning with SciKit-Learn
Introduction to Machine Learning with SciKit-LearnIntroduction to Machine Learning with SciKit-Learn
Introduction to Machine Learning with SciKit-LearnBenjamin Bengfort
 
What Is Deep Learning? | Introduction to Deep Learning | Deep Learning Tutori...
What Is Deep Learning? | Introduction to Deep Learning | Deep Learning Tutori...What Is Deep Learning? | Introduction to Deep Learning | Deep Learning Tutori...
What Is Deep Learning? | Introduction to Deep Learning | Deep Learning Tutori...Simplilearn
 
Convolutional Neural Network Models - Deep Learning
Convolutional Neural Network Models - Deep LearningConvolutional Neural Network Models - Deep Learning
Convolutional Neural Network Models - Deep LearningMohamed Loey
 

What's hot (20)

Convolutional Neural Networks (CNN)
Convolutional Neural Networks (CNN)Convolutional Neural Networks (CNN)
Convolutional Neural Networks (CNN)
 
Image classification using convolutional neural network
Image classification using convolutional neural networkImage classification using convolutional neural network
Image classification using convolutional neural network
 
Object detection with deep learning
Object detection with deep learningObject detection with deep learning
Object detection with deep learning
 
Image recognition
Image recognitionImage recognition
Image recognition
 
Image segmentation with deep learning
Image segmentation with deep learningImage segmentation with deep learning
Image segmentation with deep learning
 
Machine Learning
Machine LearningMachine Learning
Machine Learning
 
Convolution Neural Network (CNN)
Convolution Neural Network (CNN)Convolution Neural Network (CNN)
Convolution Neural Network (CNN)
 
Neural networks and deep learning
Neural networks and deep learningNeural networks and deep learning
Neural networks and deep learning
 
Intro to deep learning
Intro to deep learning Intro to deep learning
Intro to deep learning
 
Naive bayes
Naive bayesNaive bayes
Naive bayes
 
Image classification using CNN
Image classification using CNNImage classification using CNN
Image classification using CNN
 
Histogram Processing
Histogram ProcessingHistogram Processing
Histogram Processing
 
Machine learning
Machine learningMachine learning
Machine learning
 
Introduction to Deep learning
Introduction to Deep learningIntroduction to Deep learning
Introduction to Deep learning
 
Presentation on supervised learning
Presentation on supervised learningPresentation on supervised learning
Presentation on supervised learning
 
Image Processing ppt
Image Processing pptImage Processing ppt
Image Processing ppt
 
Introduction to Machine Learning with SciKit-Learn
Introduction to Machine Learning with SciKit-LearnIntroduction to Machine Learning with SciKit-Learn
Introduction to Machine Learning with SciKit-Learn
 
What Is Deep Learning? | Introduction to Deep Learning | Deep Learning Tutori...
What Is Deep Learning? | Introduction to Deep Learning | Deep Learning Tutori...What Is Deep Learning? | Introduction to Deep Learning | Deep Learning Tutori...
What Is Deep Learning? | Introduction to Deep Learning | Deep Learning Tutori...
 
Deep learning
Deep learningDeep learning
Deep learning
 
Convolutional Neural Network Models - Deep Learning
Convolutional Neural Network Models - Deep LearningConvolutional Neural Network Models - Deep Learning
Convolutional Neural Network Models - Deep Learning
 

Similar to Machine learning in image processing

مدخل إلى تعلم الآلة
مدخل إلى تعلم الآلةمدخل إلى تعلم الآلة
مدخل إلى تعلم الآلةFares Al-Qunaieer
 
introduction to machine learning 3c-feature-extraction.pptx
introduction to machine learning 3c-feature-extraction.pptxintroduction to machine learning 3c-feature-extraction.pptx
introduction to machine learning 3c-feature-extraction.pptxPratik Gohel
 
Face recognition and deep learning โดย ดร. สรรพฤทธิ์ มฤคทัต NECTEC
Face recognition and deep learning  โดย ดร. สรรพฤทธิ์ มฤคทัต NECTECFace recognition and deep learning  โดย ดร. สรรพฤทธิ์ มฤคทัต NECTEC
Face recognition and deep learning โดย ดร. สรรพฤทธิ์ มฤคทัต NECTECBAINIDA
 
Data Science and Machine Learning with Tensorflow
 Data Science and Machine Learning with Tensorflow Data Science and Machine Learning with Tensorflow
Data Science and Machine Learning with TensorflowShubham Sharma
 
Deep learning with TensorFlow
Deep learning with TensorFlowDeep learning with TensorFlow
Deep learning with TensorFlowBarbara Fusinska
 
Automated attendance system based on facial recognition
Automated attendance system based on facial recognitionAutomated attendance system based on facial recognition
Automated attendance system based on facial recognitionDhanush Kasargod
 
Lab lecture 1 line_algo
Lab lecture 1 line_algoLab lecture 1 line_algo
Lab lecture 1 line_algosimpleok
 
DiffuseMorph: Unsupervised Deformable Image Registration Using Diffusion Model
DiffuseMorph: Unsupervised Deformable Image Registration Using Diffusion ModelDiffuseMorph: Unsupervised Deformable Image Registration Using Diffusion Model
DiffuseMorph: Unsupervised Deformable Image Registration Using Diffusion ModelBoahKim2
 
5 DimensionalityReduction.pdf
5 DimensionalityReduction.pdf5 DimensionalityReduction.pdf
5 DimensionalityReduction.pdfRahul926331
 
CARI-2020, Application of LSTM architectures for next frame forecasting in Se...
CARI-2020, Application of LSTM architectures for next frame forecasting in Se...CARI-2020, Application of LSTM architectures for next frame forecasting in Se...
CARI-2020, Application of LSTM architectures for next frame forecasting in Se...Mokhtar SELLAMI
 
3.point operation and histogram based image enhancement
3.point operation and histogram based image enhancement3.point operation and histogram based image enhancement
3.point operation and histogram based image enhancementmukesh bhardwaj
 
DimensionalityReduction.pptx
DimensionalityReduction.pptxDimensionalityReduction.pptx
DimensionalityReduction.pptx36rajneekant
 
Hanjun Dai, PhD Student, School of Computational Science and Engineering, Geo...
Hanjun Dai, PhD Student, School of Computational Science and Engineering, Geo...Hanjun Dai, PhD Student, School of Computational Science and Engineering, Geo...
Hanjun Dai, PhD Student, School of Computational Science and Engineering, Geo...MLconf
 
Machine Learning With R
Machine Learning With RMachine Learning With R
Machine Learning With RDavid Chiu
 
Supervised Learning of Semantic Classes for Image Annotation and Retrieval
Supervised Learning of Semantic Classes for Image Annotation and RetrievalSupervised Learning of Semantic Classes for Image Annotation and Retrieval
Supervised Learning of Semantic Classes for Image Annotation and RetrievalLukas Tencer
 

Similar to Machine learning in image processing (20)

PPT1
PPT1PPT1
PPT1
 
مدخل إلى تعلم الآلة
مدخل إلى تعلم الآلةمدخل إلى تعلم الآلة
مدخل إلى تعلم الآلة
 
introduction to machine learning 3c-feature-extraction.pptx
introduction to machine learning 3c-feature-extraction.pptxintroduction to machine learning 3c-feature-extraction.pptx
introduction to machine learning 3c-feature-extraction.pptx
 
Practical data analysis with wine
Practical data analysis with winePractical data analysis with wine
Practical data analysis with wine
 
Face recognition and deep learning โดย ดร. สรรพฤทธิ์ มฤคทัต NECTEC
Face recognition and deep learning  โดย ดร. สรรพฤทธิ์ มฤคทัต NECTECFace recognition and deep learning  โดย ดร. สรรพฤทธิ์ มฤคทัต NECTEC
Face recognition and deep learning โดย ดร. สรรพฤทธิ์ มฤคทัต NECTEC
 
Data Science and Machine Learning with Tensorflow
 Data Science and Machine Learning with Tensorflow Data Science and Machine Learning with Tensorflow
Data Science and Machine Learning with Tensorflow
 
Deep learning with TensorFlow
Deep learning with TensorFlowDeep learning with TensorFlow
Deep learning with TensorFlow
 
Automated attendance system based on facial recognition
Automated attendance system based on facial recognitionAutomated attendance system based on facial recognition
Automated attendance system based on facial recognition
 
Lab lecture 1 line_algo
Lab lecture 1 line_algoLab lecture 1 line_algo
Lab lecture 1 line_algo
 
DiffuseMorph: Unsupervised Deformable Image Registration Using Diffusion Model
DiffuseMorph: Unsupervised Deformable Image Registration Using Diffusion ModelDiffuseMorph: Unsupervised Deformable Image Registration Using Diffusion Model
DiffuseMorph: Unsupervised Deformable Image Registration Using Diffusion Model
 
5 DimensionalityReduction.pdf
5 DimensionalityReduction.pdf5 DimensionalityReduction.pdf
5 DimensionalityReduction.pdf
 
CARI-2020, Application of LSTM architectures for next frame forecasting in Se...
CARI-2020, Application of LSTM architectures for next frame forecasting in Se...CARI-2020, Application of LSTM architectures for next frame forecasting in Se...
CARI-2020, Application of LSTM architectures for next frame forecasting in Se...
 
3.point operation and histogram based image enhancement
3.point operation and histogram based image enhancement3.point operation and histogram based image enhancement
3.point operation and histogram based image enhancement
 
DimensionalityReduction.pptx
DimensionalityReduction.pptxDimensionalityReduction.pptx
DimensionalityReduction.pptx
 
Inverse problems in medical imaging
Inverse problems in medical imagingInverse problems in medical imaging
Inverse problems in medical imaging
 
Hanjun Dai, PhD Student, School of Computational Science and Engineering, Geo...
Hanjun Dai, PhD Student, School of Computational Science and Engineering, Geo...Hanjun Dai, PhD Student, School of Computational Science and Engineering, Geo...
Hanjun Dai, PhD Student, School of Computational Science and Engineering, Geo...
 
Machine Learning With R
Machine Learning With RMachine Learning With R
Machine Learning With R
 
Parking space detect
Parking space detectParking space detect
Parking space detect
 
Tracking[1]
Tracking[1]Tracking[1]
Tracking[1]
 
Supervised Learning of Semantic Classes for Image Annotation and Retrieval
Supervised Learning of Semantic Classes for Image Annotation and RetrievalSupervised Learning of Semantic Classes for Image Annotation and Retrieval
Supervised Learning of Semantic Classes for Image Annotation and Retrieval
 

More from Data Science Thailand

Drawing Your career in business analytics and data science
Drawing Your career in business analytics and data scienceDrawing Your career in business analytics and data science
Drawing Your career in business analytics and data scienceData Science Thailand
 
Microsoft R Server for Data Sciencea
Microsoft R Server for Data ScienceaMicrosoft R Server for Data Sciencea
Microsoft R Server for Data ScienceaData Science Thailand
 
Electronic Medical Records - Paperless to Big Data Initiative
Electronic Medical Records - Paperless to Big Data InitiativeElectronic Medical Records - Paperless to Big Data Initiative
Electronic Medical Records - Paperless to Big Data InitiativeData Science Thailand
 
CUSTOMER ANALYTICS & SEGMENTATION FOR CUSTOMER CENTRIC ORGANIZATION & MARKETI...
CUSTOMER ANALYTICS & SEGMENTATION FOR CUSTOMER CENTRIC ORGANIZATION & MARKETI...CUSTOMER ANALYTICS & SEGMENTATION FOR CUSTOMER CENTRIC ORGANIZATION & MARKETI...
CUSTOMER ANALYTICS & SEGMENTATION FOR CUSTOMER CENTRIC ORGANIZATION & MARKETI...Data Science Thailand
 
Data Science Application in Business Portfolio & Risk Management
Data Science Application in Business Portfolio & Risk ManagementData Science Application in Business Portfolio & Risk Management
Data Science Application in Business Portfolio & Risk ManagementData Science Thailand
 
Precision Medicine - The Future of Healthcare
Precision Medicine - The Future of HealthcarePrecision Medicine - The Future of Healthcare
Precision Medicine - The Future of HealthcareData Science Thailand
 
Big Data Analytics to Enhance Security
Big Data Analytics to Enhance SecurityBig Data Analytics to Enhance Security
Big Data Analytics to Enhance SecurityData Science Thailand
 
Single Nucleotide Polymorphism Analysis (SNPs)
Single Nucleotide Polymorphism Analysis (SNPs)Single Nucleotide Polymorphism Analysis (SNPs)
Single Nucleotide Polymorphism Analysis (SNPs)Data Science Thailand
 
Technology behind-real-time-log-analytics
Technology behind-real-time-log-analytics Technology behind-real-time-log-analytics
Technology behind-real-time-log-analytics Data Science Thailand
 
Predictive Analytics in Manufacturing
Predictive Analytics in ManufacturingPredictive Analytics in Manufacturing
Predictive Analytics in ManufacturingData Science Thailand
 

More from Data Science Thailand (20)

Data Science Thailand Meetup#11
Data Science Thailand Meetup#11Data Science Thailand Meetup#11
Data Science Thailand Meetup#11
 
Define Your Data (Science) Career
Define Your Data (Science) CareerDefine Your Data (Science) Career
Define Your Data (Science) Career
 
Drawing Your career in business analytics and data science
Drawing Your career in business analytics and data scienceDrawing Your career in business analytics and data science
Drawing Your career in business analytics and data science
 
Data Science fuels Creativity
Data Science fuels CreativityData Science fuels Creativity
Data Science fuels Creativity
 
Microsoft R Server for Data Sciencea
Microsoft R Server for Data ScienceaMicrosoft R Server for Data Sciencea
Microsoft R Server for Data Sciencea
 
Electronic Medical Records - Paperless to Big Data Initiative
Electronic Medical Records - Paperless to Big Data InitiativeElectronic Medical Records - Paperless to Big Data Initiative
Electronic Medical Records - Paperless to Big Data Initiative
 
Text Mining and Thai NLP
Text Mining and Thai NLP Text Mining and Thai NLP
Text Mining and Thai NLP
 
CUSTOMER ANALYTICS & SEGMENTATION FOR CUSTOMER CENTRIC ORGANIZATION & MARKETI...
CUSTOMER ANALYTICS & SEGMENTATION FOR CUSTOMER CENTRIC ORGANIZATION & MARKETI...CUSTOMER ANALYTICS & SEGMENTATION FOR CUSTOMER CENTRIC ORGANIZATION & MARKETI...
CUSTOMER ANALYTICS & SEGMENTATION FOR CUSTOMER CENTRIC ORGANIZATION & MARKETI...
 
Bioinformatics in a Nutshell
Bioinformatics in a NutshellBioinformatics in a Nutshell
Bioinformatics in a Nutshell
 
Data Science Application in Business Portfolio & Risk Management
Data Science Application in Business Portfolio & Risk ManagementData Science Application in Business Portfolio & Risk Management
Data Science Application in Business Portfolio & Risk Management
 
Myths of Data Science
Myths of Data ScienceMyths of Data Science
Myths of Data Science
 
Hr Analytics
Hr AnalyticsHr Analytics
Hr Analytics
 
Marketing analytics
Marketing analyticsMarketing analytics
Marketing analytics
 
Precision Medicine - The Future of Healthcare
Precision Medicine - The Future of HealthcarePrecision Medicine - The Future of Healthcare
Precision Medicine - The Future of Healthcare
 
Big Data Analytics to Enhance Security
Big Data Analytics to Enhance SecurityBig Data Analytics to Enhance Security
Big Data Analytics to Enhance Security
 
Single Nucleotide Polymorphism Analysis (SNPs)
Single Nucleotide Polymorphism Analysis (SNPs)Single Nucleotide Polymorphism Analysis (SNPs)
Single Nucleotide Polymorphism Analysis (SNPs)
 
Using hadoop for big data
Using hadoop for big dataUsing hadoop for big data
Using hadoop for big data
 
My Spark Journey
My Spark JourneyMy Spark Journey
My Spark Journey
 
Technology behind-real-time-log-analytics
Technology behind-real-time-log-analytics Technology behind-real-time-log-analytics
Technology behind-real-time-log-analytics
 
Predictive Analytics in Manufacturing
Predictive Analytics in ManufacturingPredictive Analytics in Manufacturing
Predictive Analytics in Manufacturing
 

Recently uploaded

YourView Panel Book.pptx YourView Panel Book.
YourView Panel Book.pptx YourView Panel Book.YourView Panel Book.pptx YourView Panel Book.
YourView Panel Book.pptx YourView Panel Book.JasonViviers2
 
5 Ds to Define Data Archiving Best Practices
5 Ds to Define Data Archiving Best Practices5 Ds to Define Data Archiving Best Practices
5 Ds to Define Data Archiving Best PracticesDataArchiva
 
Cash Is Still King: ATM market research '2023
Cash Is Still King: ATM market research '2023Cash Is Still King: ATM market research '2023
Cash Is Still King: ATM market research '2023Vladislav Solodkiy
 
Persuasive E-commerce, Our Biased Brain @ Bikkeldag 2024
Persuasive E-commerce, Our Biased Brain @ Bikkeldag 2024Persuasive E-commerce, Our Biased Brain @ Bikkeldag 2024
Persuasive E-commerce, Our Biased Brain @ Bikkeldag 2024Guido X Jansen
 
The Universal GTM - how we design GTM and dataLayer
The Universal GTM - how we design GTM and dataLayerThe Universal GTM - how we design GTM and dataLayer
The Universal GTM - how we design GTM and dataLayerPavel Šabatka
 
Strategic CX: A Deep Dive into Voice of the Customer Insights for Clarity
Strategic CX: A Deep Dive into Voice of the Customer Insights for ClarityStrategic CX: A Deep Dive into Voice of the Customer Insights for Clarity
Strategic CX: A Deep Dive into Voice of the Customer Insights for ClarityAggregage
 
AI for Sustainable Development Goals (SDGs)
AI for Sustainable Development Goals (SDGs)AI for Sustainable Development Goals (SDGs)
AI for Sustainable Development Goals (SDGs)Data & Analytics Magazin
 
Master's Thesis - Data Science - Presentation
Master's Thesis - Data Science - PresentationMaster's Thesis - Data Science - Presentation
Master's Thesis - Data Science - PresentationGiorgio Carbone
 
Virtuosoft SmartSync Product Introduction
Virtuosoft SmartSync Product IntroductionVirtuosoft SmartSync Product Introduction
Virtuosoft SmartSync Product Introductionsanjaymuralee1
 
MEASURES OF DISPERSION I BSc Botany .ppt
MEASURES OF DISPERSION I BSc Botany .pptMEASURES OF DISPERSION I BSc Botany .ppt
MEASURES OF DISPERSION I BSc Botany .pptaigil2
 
Mapping the pubmed data under different suptopics using NLP.pptx
Mapping the pubmed data under different suptopics using NLP.pptxMapping the pubmed data under different suptopics using NLP.pptx
Mapping the pubmed data under different suptopics using NLP.pptxVenkatasubramani13
 
How is Real-Time Analytics Different from Traditional OLAP?
How is Real-Time Analytics Different from Traditional OLAP?How is Real-Time Analytics Different from Traditional OLAP?
How is Real-Time Analytics Different from Traditional OLAP?sonikadigital1
 
Elements of language learning - an analysis of how different elements of lang...
Elements of language learning - an analysis of how different elements of lang...Elements of language learning - an analysis of how different elements of lang...
Elements of language learning - an analysis of how different elements of lang...PrithaVashisht1
 
CI, CD -Tools to integrate without manual intervention
CI, CD -Tools to integrate without manual interventionCI, CD -Tools to integrate without manual intervention
CI, CD -Tools to integrate without manual interventionajayrajaganeshkayala
 
TINJUAN PEMROSESAN TRANSAKSI DAN ERP.pptx
TINJUAN PEMROSESAN TRANSAKSI DAN ERP.pptxTINJUAN PEMROSESAN TRANSAKSI DAN ERP.pptx
TINJUAN PEMROSESAN TRANSAKSI DAN ERP.pptxDwiAyuSitiHartinah
 
SFBA Splunk Usergroup meeting March 13, 2024
SFBA Splunk Usergroup meeting March 13, 2024SFBA Splunk Usergroup meeting March 13, 2024
SFBA Splunk Usergroup meeting March 13, 2024Becky Burwell
 
ChistaDATA Real-Time DATA Analytics Infrastructure
ChistaDATA Real-Time DATA Analytics InfrastructureChistaDATA Real-Time DATA Analytics Infrastructure
ChistaDATA Real-Time DATA Analytics Infrastructuresonikadigital1
 

Recently uploaded (17)

YourView Panel Book.pptx YourView Panel Book.
YourView Panel Book.pptx YourView Panel Book.YourView Panel Book.pptx YourView Panel Book.
YourView Panel Book.pptx YourView Panel Book.
 
5 Ds to Define Data Archiving Best Practices
5 Ds to Define Data Archiving Best Practices5 Ds to Define Data Archiving Best Practices
5 Ds to Define Data Archiving Best Practices
 
Cash Is Still King: ATM market research '2023
Cash Is Still King: ATM market research '2023Cash Is Still King: ATM market research '2023
Cash Is Still King: ATM market research '2023
 
Persuasive E-commerce, Our Biased Brain @ Bikkeldag 2024
Persuasive E-commerce, Our Biased Brain @ Bikkeldag 2024Persuasive E-commerce, Our Biased Brain @ Bikkeldag 2024
Persuasive E-commerce, Our Biased Brain @ Bikkeldag 2024
 
The Universal GTM - how we design GTM and dataLayer
The Universal GTM - how we design GTM and dataLayerThe Universal GTM - how we design GTM and dataLayer
The Universal GTM - how we design GTM and dataLayer
 
Strategic CX: A Deep Dive into Voice of the Customer Insights for Clarity
Strategic CX: A Deep Dive into Voice of the Customer Insights for ClarityStrategic CX: A Deep Dive into Voice of the Customer Insights for Clarity
Strategic CX: A Deep Dive into Voice of the Customer Insights for Clarity
 
AI for Sustainable Development Goals (SDGs)
AI for Sustainable Development Goals (SDGs)AI for Sustainable Development Goals (SDGs)
AI for Sustainable Development Goals (SDGs)
 
Master's Thesis - Data Science - Presentation
Master's Thesis - Data Science - PresentationMaster's Thesis - Data Science - Presentation
Master's Thesis - Data Science - Presentation
 
Virtuosoft SmartSync Product Introduction
Virtuosoft SmartSync Product IntroductionVirtuosoft SmartSync Product Introduction
Virtuosoft SmartSync Product Introduction
 
MEASURES OF DISPERSION I BSc Botany .ppt
MEASURES OF DISPERSION I BSc Botany .pptMEASURES OF DISPERSION I BSc Botany .ppt
MEASURES OF DISPERSION I BSc Botany .ppt
 
Mapping the pubmed data under different suptopics using NLP.pptx
Mapping the pubmed data under different suptopics using NLP.pptxMapping the pubmed data under different suptopics using NLP.pptx
Mapping the pubmed data under different suptopics using NLP.pptx
 
How is Real-Time Analytics Different from Traditional OLAP?
How is Real-Time Analytics Different from Traditional OLAP?How is Real-Time Analytics Different from Traditional OLAP?
How is Real-Time Analytics Different from Traditional OLAP?
 
Elements of language learning - an analysis of how different elements of lang...
Elements of language learning - an analysis of how different elements of lang...Elements of language learning - an analysis of how different elements of lang...
Elements of language learning - an analysis of how different elements of lang...
 
CI, CD -Tools to integrate without manual intervention
CI, CD -Tools to integrate without manual interventionCI, CD -Tools to integrate without manual intervention
CI, CD -Tools to integrate without manual intervention
 
TINJUAN PEMROSESAN TRANSAKSI DAN ERP.pptx
TINJUAN PEMROSESAN TRANSAKSI DAN ERP.pptxTINJUAN PEMROSESAN TRANSAKSI DAN ERP.pptx
TINJUAN PEMROSESAN TRANSAKSI DAN ERP.pptx
 
SFBA Splunk Usergroup meeting March 13, 2024
SFBA Splunk Usergroup meeting March 13, 2024SFBA Splunk Usergroup meeting March 13, 2024
SFBA Splunk Usergroup meeting March 13, 2024
 
ChistaDATA Real-Time DATA Analytics Infrastructure
ChistaDATA Real-Time DATA Analytics InfrastructureChistaDATA Real-Time DATA Analytics Infrastructure
ChistaDATA Real-Time DATA Analytics Infrastructure
 

Machine learning in image processing