SlideShare a Scribd company logo
1 of 27
©2017 Xanadu Big Data, LLC All Rights Reserved www.xanadubigdata.com
Xanadu Based
Big Data Deep Learning
for Medical Data Analysis
November 9, 2017
Alex G. Lee (alexglee@xanadubigdata.com)
©2017 Xanadu Big Data, LLC All Rights Reserved
Index for Part I
-Deep Learning for Medical Data Analysis Introduction
-Automated Skin Cancer Classification
-Automated Diabetic Retinopathy Classification
-Brain Tumor Research
-Alzheime Prediction
-A Survey on Medical Image Deep Learning Research
-Cardiac Arrhthymia Detection
-ICU Patient Care
©2017 Xanadu Big Data, LLC All Rights Reserved
Index for Part II
-Deep Learning Introduction
-Convolution Process Details
-Issues with Big Data Deep Learning
-Distributed Deep Learning for Medical Big Data Analysis
-Challenges of Deep Learning for Medical Data Analysis
-Content Based Image Retrieval (CBIR)
©2017 Xanadu Big Data, LLC All Rights Reserved
Index for Part III
-Xanadu Functionality
-Xanadu Commodity Storage System Use Case
-Xanadu Cloud Computing Use Case
-Xanadu + Deep Learning + Hadoop + Spark Integration
-Xanadu based Big Data Deep Learning System for Medical Data
Analysis
-Xanadu CBIR Demo
©2017 Xanadu Big Data, LLC All Rights Reserved
Medical Image Classification and Segmentation:
Analysis of X-ray, CT, MRI, Ultrasound, PET, for Computer-Aided
Diagnosis in Radiology, Cardiology, and Pathology
Analysis of Microscopy Images for Disease Quantification
Content Based Medical Image Retrieval for Diagnostic Decision Making
Support
Medical Monitoring Signal Classification and Prediction:
Monitoring Signal Analysis for Automatic Health Risk Detection
Predictive Analysis for Clinical Decision Making Support
Deep Learning for Medical Data Analysis Introduction
©2017 Xanadu Big Data, LLC All Rights Reserved
Dermatologist-level classification of skin cancer with deep
neural networks by Stanford University researchers
Train Inception v3 CNN using a dataset of 129,450 clinical consisting of 2,032
different diseases: Test its performance against 21 board-certified
dermatologists on biopsy-proven clinical images with two critical binary
classification use cases: malignant carcinomas versus benign seborrheic
keratoses; and malignant melanomas versus benign nevi. The deep learning
CNN outperforms the average of the dermatologists at skin cancer
classification .
Automated Skin Cancer Classification
source: https://cs.stanford.edu/people/esteva/nature/
©2017 Xanadu Big Data, LLC All Rights Reserved
Google's Research In Artificial Intelligence Helps In
Preventing Blindness Caused by Diabetes
Google Brain has collaborated with doctors in India and US to help them
diagnose DR. The team has collected over 128,000 images that were each
evaluated by 3-7 ophthalmologists from a panel of 54 ophthalmologists. These
images were fed to a deep learning algorithm for creating a model to detect
Diabetic Retinopathy. The predictions from Google Brain’s neural network
algorithm were so close that it is considered to be on par with the
diagnosis of experienced ophthalmologists.
Automated Diabetic Retinopathy Classification
source: https://www.youtube.com/watch?v=oOeZ7IgEN4o
©2017 Xanadu Big Data, LLC All Rights Reserved
Deep Learning for Predicting Glioblastoma Subtypes from MRI
Deep learning can identify people likely to develop Alzheimer’s in the
next three years by studying positron emission tomography (PET)
scans of the brain.
Brain Tumor Research
source: https://www.youtube.com/watch?v=LVJbvK_HAbY
Alzheime Prediction
source: https://www.technologyreview.com/s/604289/software-predicts-cognitive-decline-using-
brain-images/
©2017 Xanadu Big Data, LLC All Rights Reserved
A Survey on Medical Image Deep Learning Research
source: https://arxiv.org/abs/1702.05747
©2017 Xanadu Big Data, LLC All Rights Reserved
Cardiologist-Level Arrhythmia Detection with Convolutional Neural
Networks
The electrocardiogram (ECG) is a tool to detect the electrical signal, which
could indicates malfunction of the heart. AF (Atrial Fibrillation) is the most
common sustained cardiac arrhythmia, occurring in 1-2% of the general
population and is associated with significant mortality and morbidity
through association of risk of death, stroke, hospitalization, heart failure
and coronary artery disease, etc.
Cardiac Arrhthymia Detection
source: https://physionet.org/challenge/2017/,
https://www.youtube.com/watch?time_continue=130&v=XVDDEsmbjuE
©2017 Xanadu Big Data, LLC All Rights Reserved
Deep Learning Helps Patient Care Decisions in Intensive Care Unit
Deep learning that takes large amounts of intensive-care-unit (ICU) data,
from vitals and labs to notes and demographics, can determine what kinds
of treatments are needed for different symptoms and who is at risk for
mortality by real-time predictions. Analysis of electroencephalographic
(EEG) recordings of brain activity for better treatment (e.g., epileptic
seizure).
ICU Patient Care
source: https://www.eecs.mit.edu/news-events/announcements/using-machine-learning-improve-
patient-care
©2017 Xanadu Big Data, LLC All Rights Reserved
Deep Learning Introduction
Convolutional Neural Networks (CNNs): image/video analysis
Source: Deep Learning A-Z™: Hands-On Artificial Neural Networks by SuperDataScience@udemy
Recurrent Neural Networks (RNNs):time series analysis
Reinforcement Learning (RL): automatically determine the ideal behaviour
within a specific context, in order to maximize its performance for a specific goal
Source: Reinforcement Learning in Python by Lazy Programmer Inc.@udemy
©2017 Xanadu Big Data, LLC All Rights Reserved
Convolution Process Details
input
1 filter
3x3 Kernel 15x15 Kernel
Activation
2x2 Pooling
Activation
+
Pooling
3 filters
Source: https://hackernoon.com/visualizing-parts-of-convolutional-neural-networks-using-keras-and-cats-
5cc01b214e59
©2017 Xanadu Big Data, LLC All Rights Reserved
Deep Learning Use Cases
CNN + RNN
for Real-time Object
Identification
Source: SoftPoint Consultores S.L.
Deep RL
for Self-driving Cars
Source: Mobileye
©2017 Xanadu Big Data, LLC All Rights Reserved
Issues with Big Data Deep Learning
Big Data Deep Learning
Volume:
Size of Data
Increase in algorithm complexity and
computing time
Velocity:
Data Processing Speed
Difficulty in data learning process in a
timely manner
Variety:
Different Types of Data
Increase in data processing diversity
for different data characteristics and
behavior
Veracity:
Truthfulness of Data
Significant increase in pre-processing
of data
©2017 Xanadu Big Data, LLC All Rights Reserved
Distributed Deep Learning for Medical Big Data Analysis
Issues with medical big data deep learning:
High resolution/scale microscopy images 81,025 pixels by 86,273 pixels
(roughly 6.99 gigapixels) requires 78.12 GB memory to store
Trained on 1.28 M images and evaluated on 50 K images took 2 – 3
weeks using 8 GPU machine in MS ResNet
Distributed training:
In model parallelism, different machines in the distributed system are
responsible for the computations in different parts of a single network - for
example, each layer in the neural network may be assigned to a different
machine.
In data parallelism, different machines have a complete copy of the model;
each machine simply gets a different portion of the data, and results from
each are somehow combined.
For details: Skymind web: http://engineering.skymind.io
©2017 Xanadu Big Data, LLC All Rights Reserved
Deep learning requires massive amount of training dataset as
accuracy of deep learning is largely dependent on the quality
and size of the dataset.
Development of large medical image and signal data is very
difficult as annotation requires extensive time from medical
experts.
Challenges of Deep Learning for Medical Data Analysis
©2017 Xanadu Big Data, LLC All Rights Reserved
CBIR is a way of searching image database using visual features of an
image as a search term to find images that share the similar visual features.
Content Based Image Retrieval (CBIR)
source: http://www.sciencedirect.com/science/article/pii/S0925231217308445
©2017 Xanadu Big Data, LLC All Rights Reserved
Xanadu enables competitive big data management in the Clouds or
Enterprises
Xanadu Functionality
K
AnyTypes&SizeofData
NoSQL Database
Data De-duplication
Data Replication
Massively Scalable Fault Tolerance
Data Store
NoSQL
Database
ACID Compliance
High
Throughput
Low Latency
Data
Access
©2017 Xanadu Big Data, LLC All Rights Reserved
Xanadu Performance BMT
©2017 Xanadu Big Data, LLC All Rights Reserved
Xanadu provides a composable architecture that can be integrated with
other big data systems
Xanadu Use Case
+
Total Integration
Big Data
Applications
Big Data
IT Infrastructure
Xanadu
Data Management
Platform
GPS /
GLONASS
WCDMA /
LTE
+
©2017 Xanadu Big Data, LLC All Rights Reserved
Xanadu Commodity Storage System Use Case
©2017 Xanadu Big Data, LLC All Rights Reserved
Xanadu Cloud Computing Use Case
©2017 Xanadu Big Data, LLC All Rights Reserved
CNN/RNN architecture in
DeepLearning4J (DL4J)
Distributed deep leaning on
CPUs/GPUs (+Hadoop/Spark)
Xanadu file system used to store
images and load directly into DL4J
Local Machines & AWS Clusters
Xanadu + Deep Learning + Spark + Hadoop Integration
Source: researchgate.net.
Data Source: https://www.kaggle.com/c/diabetic-retinopathy-detection
©2017 Xanadu Big Data, LLC All Rights Reserved
Xanadu Medical Data Big Data Archive
Xanadu’s deduplication reduces the actual storage footprint by recognizing
duplicate data and maintaining only as many copies as it needs to assure its
availability.
Time stamping functionality provides inherent (built-in) backup of the database.
ACID compliance guarantees reliable and consistent data update even in the face
of the storage failure.
Xanadu enables a fast content-based search system (e.g. CBIR) with massive
scalability
Xanadu provides database for real time big data deep learning
Xanadu provides intra/inter hospital collaborative data sharing platform.
Big Data Deep Learning integrated with Xanadu Medical Image Big
Data Archive
Customized deep learning for specific applications/dataset.
High speed deep learning over multiple CPU/GPU machines.
Xanadu based Big Data Deep Learning System
for Medical Data Analysis
©2017 Xanadu Big Data, LLC All Rights Reserved
Xanadu CBIR Demo
©2017 Xanadu Big Data, LLC All Rights Reserved
Thank you
Xanadu Big Data, LLC

More Related Content

What's hot

Overview of big data in cloud computing
Overview of big data in cloud computingOverview of big data in cloud computing
Overview of big data in cloud computingViet-Trung TRAN
 
NextGen Infrastructure for Big Data
NextGen Infrastructure for Big DataNextGen Infrastructure for Big Data
NextGen Infrastructure for Big DataEd Dodds
 
Connecting Legacy Data Sources to the Data Lifecycle
 Connecting Legacy Data Sources to the Data Lifecycle Connecting Legacy Data Sources to the Data Lifecycle
Connecting Legacy Data Sources to the Data LifecyclePrecisely
 
Momentum in Big Data, IoT and Machine Intelligence
Momentum in Big Data, IoT and Machine IntelligenceMomentum in Big Data, IoT and Machine Intelligence
Momentum in Big Data, IoT and Machine IntelligenceShamshad Ansari
 
re:Invent re:Cap - Big Data & IoT at Any Scale
re:Invent re:Cap - Big Data & IoT at Any Scalere:Invent re:Cap - Big Data & IoT at Any Scale
re:Invent re:Cap - Big Data & IoT at Any ScaleAdrian Hornsby
 
Hyper-Converged Infrastructure: Big Data and IoT opportunities and challenges...
Hyper-Converged Infrastructure: Big Data and IoT opportunities and challenges...Hyper-Converged Infrastructure: Big Data and IoT opportunities and challenges...
Hyper-Converged Infrastructure: Big Data and IoT opportunities and challenges...Andrei Khurshudov
 
Big Data’s Big Impact on Businesses
Big Data’s Big Impact on BusinessesBig Data’s Big Impact on Businesses
Big Data’s Big Impact on BusinessesCRISIL Limited
 
MongoDB and the Internet of Things
MongoDB and the Internet of ThingsMongoDB and the Internet of Things
MongoDB and the Internet of ThingsMongoDB
 
Meet up roadmap cloudera 2020 - janeiro
Meet up   roadmap cloudera 2020 - janeiroMeet up   roadmap cloudera 2020 - janeiro
Meet up roadmap cloudera 2020 - janeiroThiago Santiago
 
IoT Analytics from Edge to Cloud - using IBM Informix
IoT Analytics from Edge to Cloud - using IBM InformixIoT Analytics from Edge to Cloud - using IBM Informix
IoT Analytics from Edge to Cloud - using IBM InformixPradeep Muthalpuredathe
 
Cloud-Based Big Data Analytics
Cloud-Based Big Data AnalyticsCloud-Based Big Data Analytics
Cloud-Based Big Data AnalyticsSateeshreddy N
 
Cybersecurity and the Role of Converged Infrastructure June 2016
Cybersecurity and the Role of Converged  Infrastructure June 2016Cybersecurity and the Role of Converged  Infrastructure June 2016
Cybersecurity and the Role of Converged Infrastructure June 2016David Rubal, CISSP
 
Internet of things (IoT) and big data- r.nabati
Internet of things (IoT) and big data- r.nabatiInternet of things (IoT) and big data- r.nabati
Internet of things (IoT) and big data- r.nabatinabati
 
Relationship between cloud computing and big data
Relationship between cloud computing and big dataRelationship between cloud computing and big data
Relationship between cloud computing and big dataJazan University
 
ParStream - Big Data for Business Users
ParStream - Big Data for Business UsersParStream - Big Data for Business Users
ParStream - Big Data for Business UsersParStream Inc.
 
Introduction to Cloud Computing and Big Data
Introduction to Cloud Computing and Big DataIntroduction to Cloud Computing and Big Data
Introduction to Cloud Computing and Big Datawaheed751
 
Big Data LDN 2017: The New Dominant Companies Are Running on Data
Big Data LDN 2017: The New Dominant Companies Are Running on DataBig Data LDN 2017: The New Dominant Companies Are Running on Data
Big Data LDN 2017: The New Dominant Companies Are Running on DataMatt Stubbs
 
Re-architecting the Data Center for the digital services economy
Re-architecting the Data Center for the digital services economyRe-architecting the Data Center for the digital services economy
Re-architecting the Data Center for the digital services economyRed Hat India Pvt. Ltd.
 

What's hot (20)

Overview of big data in cloud computing
Overview of big data in cloud computingOverview of big data in cloud computing
Overview of big data in cloud computing
 
NextGen Infrastructure for Big Data
NextGen Infrastructure for Big DataNextGen Infrastructure for Big Data
NextGen Infrastructure for Big Data
 
Connecting Legacy Data Sources to the Data Lifecycle
 Connecting Legacy Data Sources to the Data Lifecycle Connecting Legacy Data Sources to the Data Lifecycle
Connecting Legacy Data Sources to the Data Lifecycle
 
Momentum in Big Data, IoT and Machine Intelligence
Momentum in Big Data, IoT and Machine IntelligenceMomentum in Big Data, IoT and Machine Intelligence
Momentum in Big Data, IoT and Machine Intelligence
 
re:Invent re:Cap - Big Data & IoT at Any Scale
re:Invent re:Cap - Big Data & IoT at Any Scalere:Invent re:Cap - Big Data & IoT at Any Scale
re:Invent re:Cap - Big Data & IoT at Any Scale
 
Hyper-Converged Infrastructure: Big Data and IoT opportunities and challenges...
Hyper-Converged Infrastructure: Big Data and IoT opportunities and challenges...Hyper-Converged Infrastructure: Big Data and IoT opportunities and challenges...
Hyper-Converged Infrastructure: Big Data and IoT opportunities and challenges...
 
Big Data’s Big Impact on Businesses
Big Data’s Big Impact on BusinessesBig Data’s Big Impact on Businesses
Big Data’s Big Impact on Businesses
 
MongoDB and the Internet of Things
MongoDB and the Internet of ThingsMongoDB and the Internet of Things
MongoDB and the Internet of Things
 
Meet up roadmap cloudera 2020 - janeiro
Meet up   roadmap cloudera 2020 - janeiroMeet up   roadmap cloudera 2020 - janeiro
Meet up roadmap cloudera 2020 - janeiro
 
big data and cloud computing
big data and cloud computingbig data and cloud computing
big data and cloud computing
 
IoT Analytics from Edge to Cloud - using IBM Informix
IoT Analytics from Edge to Cloud - using IBM InformixIoT Analytics from Edge to Cloud - using IBM Informix
IoT Analytics from Edge to Cloud - using IBM Informix
 
Cloud-Based Big Data Analytics
Cloud-Based Big Data AnalyticsCloud-Based Big Data Analytics
Cloud-Based Big Data Analytics
 
Cybersecurity and the Role of Converged Infrastructure June 2016
Cybersecurity and the Role of Converged  Infrastructure June 2016Cybersecurity and the Role of Converged  Infrastructure June 2016
Cybersecurity and the Role of Converged Infrastructure June 2016
 
Internet of things (IoT) and big data- r.nabati
Internet of things (IoT) and big data- r.nabatiInternet of things (IoT) and big data- r.nabati
Internet of things (IoT) and big data- r.nabati
 
ttec - ParStream
ttec - ParStreamttec - ParStream
ttec - ParStream
 
Relationship between cloud computing and big data
Relationship between cloud computing and big dataRelationship between cloud computing and big data
Relationship between cloud computing and big data
 
ParStream - Big Data for Business Users
ParStream - Big Data for Business UsersParStream - Big Data for Business Users
ParStream - Big Data for Business Users
 
Introduction to Cloud Computing and Big Data
Introduction to Cloud Computing and Big DataIntroduction to Cloud Computing and Big Data
Introduction to Cloud Computing and Big Data
 
Big Data LDN 2017: The New Dominant Companies Are Running on Data
Big Data LDN 2017: The New Dominant Companies Are Running on DataBig Data LDN 2017: The New Dominant Companies Are Running on Data
Big Data LDN 2017: The New Dominant Companies Are Running on Data
 
Re-architecting the Data Center for the digital services economy
Re-architecting the Data Center for the digital services economyRe-architecting the Data Center for the digital services economy
Re-architecting the Data Center for the digital services economy
 

Similar to Xanadu Based Big Data Deep Learning for Medical Data Analysis

Xanadu for Big Data + IoT + Deep Learning + Cloud Integration Strategy
Xanadu for Big Data + IoT + Deep Learning + Cloud Integration StrategyXanadu for Big Data + IoT + Deep Learning + Cloud Integration Strategy
Xanadu for Big Data + IoT + Deep Learning + Cloud Integration StrategyAlex G. Lee, Ph.D. Esq. CLP
 
Xanadu Based Big Data CBIR System:Automated Diseases Classification & Diagnosis
Xanadu Based Big Data CBIR System:Automated Diseases Classification & DiagnosisXanadu Based Big Data CBIR System:Automated Diseases Classification & Diagnosis
Xanadu Based Big Data CBIR System:Automated Diseases Classification & DiagnosisAlex G. Lee, Ph.D. Esq. CLP
 
Deep Learning Image Processing Applications in the Enterprise
Deep Learning Image Processing Applications in the EnterpriseDeep Learning Image Processing Applications in the Enterprise
Deep Learning Image Processing Applications in the EnterpriseGanesan Narayanasamy
 
Smart Data Slides: Machine Learning - Case Studies
Smart Data Slides: Machine Learning - Case StudiesSmart Data Slides: Machine Learning - Case Studies
Smart Data Slides: Machine Learning - Case StudiesDATAVERSITY
 
Thesis blending big data and cloud -epilepsy global data research and inform...
Thesis  blending big data and cloud -epilepsy global data research and inform...Thesis  blending big data and cloud -epilepsy global data research and inform...
Thesis blending big data and cloud -epilepsy global data research and inform...Anup Singh
 
Bd ca m big data for context-aware monitoring - a personalized knowledge disc...
Bd ca m big data for context-aware monitoring - a personalized knowledge disc...Bd ca m big data for context-aware monitoring - a personalized knowledge disc...
Bd ca m big data for context-aware monitoring - a personalized knowledge disc...LeMeniz Infotech
 
Transform to Cognitive Healthcare with IBM Software Defined Infrastructure an...
Transform to Cognitive Healthcare with IBM Software Defined Infrastructure an...Transform to Cognitive Healthcare with IBM Software Defined Infrastructure an...
Transform to Cognitive Healthcare with IBM Software Defined Infrastructure an...Paula Koziol
 
Big Data in Bioinformatics & the Era of Cloud Computing
Big Data in Bioinformatics & the Era of Cloud ComputingBig Data in Bioinformatics & the Era of Cloud Computing
Big Data in Bioinformatics & the Era of Cloud ComputingIOSR Journals
 
Big data
Big dataBig data
Big dataCisco
 
Scalable Data Computing for Healthcare and Life Sciences Industry
Scalable Data Computing for Healthcare and Life Sciences Industry Scalable Data Computing for Healthcare and Life Sciences Industry
Scalable Data Computing for Healthcare and Life Sciences Industry Paula Koziol
 
A Novel Integrated Framework to Ensure Better Data Quality in Big Data Analyt...
A Novel Integrated Framework to Ensure Better Data Quality in Big Data Analyt...A Novel Integrated Framework to Ensure Better Data Quality in Big Data Analyt...
A Novel Integrated Framework to Ensure Better Data Quality in Big Data Analyt...IJECEIAES
 
Deep learning customer stories
Deep learning customer storiesDeep learning customer stories
Deep learning customer storiesAlison B. Lowndes
 
Intelligent Heart Attack Prediction System Using Big Data
Intelligent Heart Attack Prediction System Using Big DataIntelligent Heart Attack Prediction System Using Big Data
Intelligent Heart Attack Prediction System Using Big Datapaperpublications3
 
Big data and data mining
Big data and data miningBig data and data mining
Big data and data miningPolash Halder
 
Intel next-generation-medical-imaging-data-and-analytics
Intel next-generation-medical-imaging-data-and-analyticsIntel next-generation-medical-imaging-data-and-analytics
Intel next-generation-medical-imaging-data-and-analyticsCarestream
 
Big Data, The Community and The Commons (May 12, 2014)
Big Data, The Community and The Commons (May 12, 2014)Big Data, The Community and The Commons (May 12, 2014)
Big Data, The Community and The Commons (May 12, 2014)Robert Grossman
 

Similar to Xanadu Based Big Data Deep Learning for Medical Data Analysis (20)

Xanadu for Big Data + IoT + Deep Learning + Cloud Integration Strategy
Xanadu for Big Data + IoT + Deep Learning + Cloud Integration StrategyXanadu for Big Data + IoT + Deep Learning + Cloud Integration Strategy
Xanadu for Big Data + IoT + Deep Learning + Cloud Integration Strategy
 
Xanadu Based Big Data CBIR System:Automated Diseases Classification & Diagnosis
Xanadu Based Big Data CBIR System:Automated Diseases Classification & DiagnosisXanadu Based Big Data CBIR System:Automated Diseases Classification & Diagnosis
Xanadu Based Big Data CBIR System:Automated Diseases Classification & Diagnosis
 
Deep Learning Image Processing Applications in the Enterprise
Deep Learning Image Processing Applications in the EnterpriseDeep Learning Image Processing Applications in the Enterprise
Deep Learning Image Processing Applications in the Enterprise
 
Smart Data Slides: Machine Learning - Case Studies
Smart Data Slides: Machine Learning - Case StudiesSmart Data Slides: Machine Learning - Case Studies
Smart Data Slides: Machine Learning - Case Studies
 
Thesis blending big data and cloud -epilepsy global data research and inform...
Thesis  blending big data and cloud -epilepsy global data research and inform...Thesis  blending big data and cloud -epilepsy global data research and inform...
Thesis blending big data and cloud -epilepsy global data research and inform...
 
Bd ca m big data for context-aware monitoring - a personalized knowledge disc...
Bd ca m big data for context-aware monitoring - a personalized knowledge disc...Bd ca m big data for context-aware monitoring - a personalized knowledge disc...
Bd ca m big data for context-aware monitoring - a personalized knowledge disc...
 
Artificial Intelligence in Personalized Health
Artificial Intelligence in Personalized HealthArtificial Intelligence in Personalized Health
Artificial Intelligence in Personalized Health
 
Transform to Cognitive Healthcare with IBM Software Defined Infrastructure an...
Transform to Cognitive Healthcare with IBM Software Defined Infrastructure an...Transform to Cognitive Healthcare with IBM Software Defined Infrastructure an...
Transform to Cognitive Healthcare with IBM Software Defined Infrastructure an...
 
Big Data in Bioinformatics & the Era of Cloud Computing
Big Data in Bioinformatics & the Era of Cloud ComputingBig Data in Bioinformatics & the Era of Cloud Computing
Big Data in Bioinformatics & the Era of Cloud Computing
 
Big data mining
Big data miningBig data mining
Big data mining
 
Data mining with big data
Data mining with big dataData mining with big data
Data mining with big data
 
Big data
Big dataBig data
Big data
 
[IJET-V1I3P10] Authors : Kalaignanam.K, Aishwarya.M, Vasantharaj.K, Kumaresan...
[IJET-V1I3P10] Authors : Kalaignanam.K, Aishwarya.M, Vasantharaj.K, Kumaresan...[IJET-V1I3P10] Authors : Kalaignanam.K, Aishwarya.M, Vasantharaj.K, Kumaresan...
[IJET-V1I3P10] Authors : Kalaignanam.K, Aishwarya.M, Vasantharaj.K, Kumaresan...
 
Scalable Data Computing for Healthcare and Life Sciences Industry
Scalable Data Computing for Healthcare and Life Sciences Industry Scalable Data Computing for Healthcare and Life Sciences Industry
Scalable Data Computing for Healthcare and Life Sciences Industry
 
A Novel Integrated Framework to Ensure Better Data Quality in Big Data Analyt...
A Novel Integrated Framework to Ensure Better Data Quality in Big Data Analyt...A Novel Integrated Framework to Ensure Better Data Quality in Big Data Analyt...
A Novel Integrated Framework to Ensure Better Data Quality in Big Data Analyt...
 
Deep learning customer stories
Deep learning customer storiesDeep learning customer stories
Deep learning customer stories
 
Intelligent Heart Attack Prediction System Using Big Data
Intelligent Heart Attack Prediction System Using Big DataIntelligent Heart Attack Prediction System Using Big Data
Intelligent Heart Attack Prediction System Using Big Data
 
Big data and data mining
Big data and data miningBig data and data mining
Big data and data mining
 
Intel next-generation-medical-imaging-data-and-analytics
Intel next-generation-medical-imaging-data-and-analyticsIntel next-generation-medical-imaging-data-and-analytics
Intel next-generation-medical-imaging-data-and-analytics
 
Big Data, The Community and The Commons (May 12, 2014)
Big Data, The Community and The Commons (May 12, 2014)Big Data, The Community and The Commons (May 12, 2014)
Big Data, The Community and The Commons (May 12, 2014)
 

More from Alex G. Lee, Ph.D. Esq. CLP

[Presentation] Webinar on Patent Management and Patent Asset STO in the ChatG...
[Presentation] Webinar on Patent Management and Patent Asset STO in the ChatG...[Presentation] Webinar on Patent Management and Patent Asset STO in the ChatG...
[Presentation] Webinar on Patent Management and Patent Asset STO in the ChatG...Alex G. Lee, Ph.D. Esq. CLP
 
Metaverse x AI x Web3 x Sustainability Convergence
Metaverse x AI x  Web3 x Sustainability ConvergenceMetaverse x AI x  Web3 x Sustainability Convergence
Metaverse x AI x Web3 x Sustainability ConvergenceAlex G. Lee, Ph.D. Esq. CLP
 
Tokenization, Securitization, Monetization of Real-World Assets
Tokenization, Securitization, Monetization of Real-World AssetsTokenization, Securitization, Monetization of Real-World Assets
Tokenization, Securitization, Monetization of Real-World AssetsAlex G. Lee, Ph.D. Esq. CLP
 
Maximizing Innovation through ChatGPT Powered Patent Analysis
Maximizing Innovation through ChatGPT Powered Patent AnalysisMaximizing Innovation through ChatGPT Powered Patent Analysis
Maximizing Innovation through ChatGPT Powered Patent AnalysisAlex G. Lee, Ph.D. Esq. CLP
 
Maximizing AI Business Value Creation Utilizing Patents
Maximizing AI Business Value Creation Utilizing PatentsMaximizing AI Business Value Creation Utilizing Patents
Maximizing AI Business Value Creation Utilizing PatentsAlex G. Lee, Ph.D. Esq. CLP
 
Real-World Assets STO + Institutional DeFi Integration
Real-World Assets STO + Institutional DeFi IntegrationReal-World Assets STO + Institutional DeFi Integration
Real-World Assets STO + Institutional DeFi IntegrationAlex G. Lee, Ph.D. Esq. CLP
 
Metaverse & Web3 Technology Innovation & Business Development
Metaverse & Web3 Technology Innovation & Business DevelopmentMetaverse & Web3 Technology Innovation & Business Development
Metaverse & Web3 Technology Innovation & Business DevelopmentAlex G. Lee, Ph.D. Esq. CLP
 
웹3.0기반 메타버스 응용을 위한 NFT 가치개발과 가치평가 특강
웹3.0기반 메타버스 응용을 위한 NFT 가치개발과 가치평가 특강웹3.0기반 메타버스 응용을 위한 NFT 가치개발과 가치평가 특강
웹3.0기반 메타버스 응용을 위한 NFT 가치개발과 가치평가 특강Alex G. Lee, Ph.D. Esq. CLP
 
NFT for Web3 Based Metaverse Monetization Webinar.pdf
NFT for Web3 Based Metaverse Monetization Webinar.pdfNFT for Web3 Based Metaverse Monetization Webinar.pdf
NFT for Web3 Based Metaverse Monetization Webinar.pdfAlex G. Lee, Ph.D. Esq. CLP
 
FAME UNIVERSE Fashion NFT Monetization Platform Introduction
FAME UNIVERSE Fashion NFT Monetization Platform IntroductionFAME UNIVERSE Fashion NFT Monetization Platform Introduction
FAME UNIVERSE Fashion NFT Monetization Platform IntroductionAlex G. Lee, Ph.D. Esq. CLP
 
NAVIGATING THE METAVERSE (Wiley) One Page Book Summary
NAVIGATING THE METAVERSE (Wiley)  One Page Book SummaryNAVIGATING THE METAVERSE (Wiley)  One Page Book Summary
NAVIGATING THE METAVERSE (Wiley) One Page Book SummaryAlex G. Lee, Ph.D. Esq. CLP
 

More from Alex G. Lee, Ph.D. Esq. CLP (20)

[Presentation] Webinar on Patent Management and Patent Asset STO in the ChatG...
[Presentation] Webinar on Patent Management and Patent Asset STO in the ChatG...[Presentation] Webinar on Patent Management and Patent Asset STO in the ChatG...
[Presentation] Webinar on Patent Management and Patent Asset STO in the ChatG...
 
Metaverse x AI x Web3 x Sustainability Convergence
Metaverse x AI x  Web3 x Sustainability ConvergenceMetaverse x AI x  Web3 x Sustainability Convergence
Metaverse x AI x Web3 x Sustainability Convergence
 
Tokenization, Securitization, Monetization of Real-World Assets
Tokenization, Securitization, Monetization of Real-World AssetsTokenization, Securitization, Monetization of Real-World Assets
Tokenization, Securitization, Monetization of Real-World Assets
 
Maximizing Innovation through ChatGPT Powered Patent Analysis
Maximizing Innovation through ChatGPT Powered Patent AnalysisMaximizing Innovation through ChatGPT Powered Patent Analysis
Maximizing Innovation through ChatGPT Powered Patent Analysis
 
Maximizing AI Business Value Creation Utilizing Patents
Maximizing AI Business Value Creation Utilizing PatentsMaximizing AI Business Value Creation Utilizing Patents
Maximizing AI Business Value Creation Utilizing Patents
 
Real-World Assets STO + Institutional DeFi Integration
Real-World Assets STO + Institutional DeFi IntegrationReal-World Assets STO + Institutional DeFi Integration
Real-World Assets STO + Institutional DeFi Integration
 
Metaverse x Web3 Interoperability Overview
Metaverse x Web3 Interoperability OverviewMetaverse x Web3 Interoperability Overview
Metaverse x Web3 Interoperability Overview
 
AI for Metaverse x Web3 Overview
AI for Metaverse x Web3 OverviewAI for Metaverse x Web3 Overview
AI for Metaverse x Web3 Overview
 
NFT Web3 Metaverse Global Leaders Roundtable
NFT Web3 Metaverse Global Leaders RoundtableNFT Web3 Metaverse Global Leaders Roundtable
NFT Web3 Metaverse Global Leaders Roundtable
 
Fame Universe Introduction
Fame Universe IntroductionFame Universe Introduction
Fame Universe Introduction
 
Metaverse Fashion Overview
Metaverse Fashion OverviewMetaverse Fashion Overview
Metaverse Fashion Overview
 
Global Metaverse Fashion Innovators Roadshow
Global Metaverse Fashion Innovators RoadshowGlobal Metaverse Fashion Innovators Roadshow
Global Metaverse Fashion Innovators Roadshow
 
NFT Financialization Overview
NFT Financialization OverviewNFT Financialization Overview
NFT Financialization Overview
 
Metaverse & Web3 Technology Innovation & Business Development
Metaverse & Web3 Technology Innovation & Business DevelopmentMetaverse & Web3 Technology Innovation & Business Development
Metaverse & Web3 Technology Innovation & Business Development
 
NFT Monetization Innovation Webinar
NFT Monetization Innovation WebinarNFT Monetization Innovation Webinar
NFT Monetization Innovation Webinar
 
웹3.0기반 메타버스 응용을 위한 NFT 가치개발과 가치평가 특강
웹3.0기반 메타버스 응용을 위한 NFT 가치개발과 가치평가 특강웹3.0기반 메타버스 응용을 위한 NFT 가치개발과 가치평가 특강
웹3.0기반 메타버스 응용을 위한 NFT 가치개발과 가치평가 특강
 
NFT for Web3 Based Metaverse Monetization Webinar.pdf
NFT for Web3 Based Metaverse Monetization Webinar.pdfNFT for Web3 Based Metaverse Monetization Webinar.pdf
NFT for Web3 Based Metaverse Monetization Webinar.pdf
 
FAME UNIVERSE Fashion NFT Monetization Platform Introduction
FAME UNIVERSE Fashion NFT Monetization Platform IntroductionFAME UNIVERSE Fashion NFT Monetization Platform Introduction
FAME UNIVERSE Fashion NFT Monetization Platform Introduction
 
NAVIGATING THE METAVERSE (Wiley) One Page Book Summary
NAVIGATING THE METAVERSE (Wiley)  One Page Book SummaryNAVIGATING THE METAVERSE (Wiley)  One Page Book Summary
NAVIGATING THE METAVERSE (Wiley) One Page Book Summary
 
FAME Universe Introduction
FAME Universe IntroductionFAME Universe Introduction
FAME Universe Introduction
 

Recently uploaded

Discover the Art Deco Style at Spa Dental
Discover the Art Deco Style at Spa DentalDiscover the Art Deco Style at Spa Dental
Discover the Art Deco Style at Spa DentalA-dec Australia
 
Advance Directives and Advance Care Planning: Ensuring Patient Voices Are Heard
Advance Directives and Advance Care Planning: Ensuring Patient Voices Are HeardAdvance Directives and Advance Care Planning: Ensuring Patient Voices Are Heard
Advance Directives and Advance Care Planning: Ensuring Patient Voices Are HeardVITASAuthor
 
LABORATORY PROCEDURES-ALTERATION IN THE ENDOCRINE SYSTEM
LABORATORY PROCEDURES-ALTERATION IN THE ENDOCRINE SYSTEMLABORATORY PROCEDURES-ALTERATION IN THE ENDOCRINE SYSTEM
LABORATORY PROCEDURES-ALTERATION IN THE ENDOCRINE SYSTEMRommel Luis III Israel
 
Emergency ambulance portal-PPT-3g2pqy.pptx
Emergency ambulance portal-PPT-3g2pqy.pptxEmergency ambulance portal-PPT-3g2pqy.pptx
Emergency ambulance portal-PPT-3g2pqy.pptxdragonaklevel7
 
Nursing Diagnosis: The Second Phase of The Nursing Process
Nursing Diagnosis: The Second Phase of The Nursing ProcessNursing Diagnosis: The Second Phase of The Nursing Process
Nursing Diagnosis: The Second Phase of The Nursing ProcessRommel Luis III Israel
 
Preventing Common Nutritional Deficiencies In Poultry Flocks (PPT).pdf
Preventing Common Nutritional Deficiencies In Poultry Flocks (PPT).pdfPreventing Common Nutritional Deficiencies In Poultry Flocks (PPT).pdf
Preventing Common Nutritional Deficiencies In Poultry Flocks (PPT).pdfAditiAlishetty
 
BURNS AND ITS MANAGEMENT.pptx PREPARED BY NEHA KEWAT
BURNS AND ITS MANAGEMENT.pptx PREPARED BY NEHA KEWATBURNS AND ITS MANAGEMENT.pptx PREPARED BY NEHA KEWAT
BURNS AND ITS MANAGEMENT.pptx PREPARED BY NEHA KEWATNehaKewat
 
arpita 1-1.pptx management of nursing service and education
arpita 1-1.pptx management of nursing service and educationarpita 1-1.pptx management of nursing service and education
arpita 1-1.pptx management of nursing service and educationNursing education
 
EHR Market Growth is The Boom Over - Jasper Colin
EHR Market Growth is The Boom Over - Jasper ColinEHR Market Growth is The Boom Over - Jasper Colin
EHR Market Growth is The Boom Over - Jasper ColinJasper Colin
 
Test bank criminal behavior a psychological approach 12e bartol.pdf
Test bank criminal behavior a psychological approach 12e bartol.pdfTest bank criminal behavior a psychological approach 12e bartol.pdf
Test bank criminal behavior a psychological approach 12e bartol.pdfmarcuskenyatta275
 
Understanding Cholera: Epidemiology, Prevention, and Control.pdf
Understanding Cholera: Epidemiology, Prevention, and Control.pdfUnderstanding Cholera: Epidemiology, Prevention, and Control.pdf
Understanding Cholera: Epidemiology, Prevention, and Control.pdfSasikiranMarri
 
AMIKINHAL Presentation Journal Club (3).pptx
AMIKINHAL Presentation Journal Club (3).pptxAMIKINHAL Presentation Journal Club (3).pptx
AMIKINHAL Presentation Journal Club (3).pptxDileepRedemption
 
CASE STUDY ON CHRONIC KIDNEY DISEASE.pptx
CASE  STUDY ON CHRONIC KIDNEY DISEASE.pptxCASE  STUDY ON CHRONIC KIDNEY DISEASE.pptx
CASE STUDY ON CHRONIC KIDNEY DISEASE.pptxdrsriram2001
 
Local Advanced Esophageal Cancer (T3-4N0-2M0): Artificial Intelligence, Syner...
Local Advanced Esophageal Cancer (T3-4N0-2M0): Artificial Intelligence, Syner...Local Advanced Esophageal Cancer (T3-4N0-2M0): Artificial Intelligence, Syner...
Local Advanced Esophageal Cancer (T3-4N0-2M0): Artificial Intelligence, Syner...Oleg Kshivets
 
AI in Pediatrics: Taking Baby Steps in the Big World of Data
AI in Pediatrics: Taking Baby Steps in the Big World of DataAI in Pediatrics: Taking Baby Steps in the Big World of Data
AI in Pediatrics: Taking Baby Steps in the Big World of DataIris Thiele Isip-Tan
 
Immediate care of newborn, midwifery and obstetrical nursing
Immediate care of newborn, midwifery and obstetrical nursingImmediate care of newborn, midwifery and obstetrical nursing
Immediate care of newborn, midwifery and obstetrical nursingNursing education
 
Enhancing Health Through Personalized Nutrition
Enhancing Health Through Personalized NutritionEnhancing Health Through Personalized Nutrition
Enhancing Health Through Personalized NutritionNeighborhood Trainer
 
The Best Diet for Preventing and Managing Kidney Stones .pptx
The Best Diet for Preventing and Managing Kidney Stones .pptxThe Best Diet for Preventing and Managing Kidney Stones .pptx
The Best Diet for Preventing and Managing Kidney Stones .pptxBarshaBarsha6
 
Weighing the Risks and Benefits: Angioplasty at Gokuldas Hospitals
Weighing the Risks and Benefits: Angioplasty at Gokuldas HospitalsWeighing the Risks and Benefits: Angioplasty at Gokuldas Hospitals
Weighing the Risks and Benefits: Angioplasty at Gokuldas HospitalsGokuldas Hospital
 

Recently uploaded (20)

Discover the Art Deco Style at Spa Dental
Discover the Art Deco Style at Spa DentalDiscover the Art Deco Style at Spa Dental
Discover the Art Deco Style at Spa Dental
 
Advance Directives and Advance Care Planning: Ensuring Patient Voices Are Heard
Advance Directives and Advance Care Planning: Ensuring Patient Voices Are HeardAdvance Directives and Advance Care Planning: Ensuring Patient Voices Are Heard
Advance Directives and Advance Care Planning: Ensuring Patient Voices Are Heard
 
LABORATORY PROCEDURES-ALTERATION IN THE ENDOCRINE SYSTEM
LABORATORY PROCEDURES-ALTERATION IN THE ENDOCRINE SYSTEMLABORATORY PROCEDURES-ALTERATION IN THE ENDOCRINE SYSTEM
LABORATORY PROCEDURES-ALTERATION IN THE ENDOCRINE SYSTEM
 
Emergency ambulance portal-PPT-3g2pqy.pptx
Emergency ambulance portal-PPT-3g2pqy.pptxEmergency ambulance portal-PPT-3g2pqy.pptx
Emergency ambulance portal-PPT-3g2pqy.pptx
 
Nursing Diagnosis: The Second Phase of The Nursing Process
Nursing Diagnosis: The Second Phase of The Nursing ProcessNursing Diagnosis: The Second Phase of The Nursing Process
Nursing Diagnosis: The Second Phase of The Nursing Process
 
Sarah A Reed: A Rennaissance Women her spirit lives one 153 Years Later
Sarah A Reed: A Rennaissance Women her spirit lives one 153 Years LaterSarah A Reed: A Rennaissance Women her spirit lives one 153 Years Later
Sarah A Reed: A Rennaissance Women her spirit lives one 153 Years Later
 
Preventing Common Nutritional Deficiencies In Poultry Flocks (PPT).pdf
Preventing Common Nutritional Deficiencies In Poultry Flocks (PPT).pdfPreventing Common Nutritional Deficiencies In Poultry Flocks (PPT).pdf
Preventing Common Nutritional Deficiencies In Poultry Flocks (PPT).pdf
 
BURNS AND ITS MANAGEMENT.pptx PREPARED BY NEHA KEWAT
BURNS AND ITS MANAGEMENT.pptx PREPARED BY NEHA KEWATBURNS AND ITS MANAGEMENT.pptx PREPARED BY NEHA KEWAT
BURNS AND ITS MANAGEMENT.pptx PREPARED BY NEHA KEWAT
 
arpita 1-1.pptx management of nursing service and education
arpita 1-1.pptx management of nursing service and educationarpita 1-1.pptx management of nursing service and education
arpita 1-1.pptx management of nursing service and education
 
EHR Market Growth is The Boom Over - Jasper Colin
EHR Market Growth is The Boom Over - Jasper ColinEHR Market Growth is The Boom Over - Jasper Colin
EHR Market Growth is The Boom Over - Jasper Colin
 
Test bank criminal behavior a psychological approach 12e bartol.pdf
Test bank criminal behavior a psychological approach 12e bartol.pdfTest bank criminal behavior a psychological approach 12e bartol.pdf
Test bank criminal behavior a psychological approach 12e bartol.pdf
 
Understanding Cholera: Epidemiology, Prevention, and Control.pdf
Understanding Cholera: Epidemiology, Prevention, and Control.pdfUnderstanding Cholera: Epidemiology, Prevention, and Control.pdf
Understanding Cholera: Epidemiology, Prevention, and Control.pdf
 
AMIKINHAL Presentation Journal Club (3).pptx
AMIKINHAL Presentation Journal Club (3).pptxAMIKINHAL Presentation Journal Club (3).pptx
AMIKINHAL Presentation Journal Club (3).pptx
 
CASE STUDY ON CHRONIC KIDNEY DISEASE.pptx
CASE  STUDY ON CHRONIC KIDNEY DISEASE.pptxCASE  STUDY ON CHRONIC KIDNEY DISEASE.pptx
CASE STUDY ON CHRONIC KIDNEY DISEASE.pptx
 
Local Advanced Esophageal Cancer (T3-4N0-2M0): Artificial Intelligence, Syner...
Local Advanced Esophageal Cancer (T3-4N0-2M0): Artificial Intelligence, Syner...Local Advanced Esophageal Cancer (T3-4N0-2M0): Artificial Intelligence, Syner...
Local Advanced Esophageal Cancer (T3-4N0-2M0): Artificial Intelligence, Syner...
 
AI in Pediatrics: Taking Baby Steps in the Big World of Data
AI in Pediatrics: Taking Baby Steps in the Big World of DataAI in Pediatrics: Taking Baby Steps in the Big World of Data
AI in Pediatrics: Taking Baby Steps in the Big World of Data
 
Immediate care of newborn, midwifery and obstetrical nursing
Immediate care of newborn, midwifery and obstetrical nursingImmediate care of newborn, midwifery and obstetrical nursing
Immediate care of newborn, midwifery and obstetrical nursing
 
Enhancing Health Through Personalized Nutrition
Enhancing Health Through Personalized NutritionEnhancing Health Through Personalized Nutrition
Enhancing Health Through Personalized Nutrition
 
The Best Diet for Preventing and Managing Kidney Stones .pptx
The Best Diet for Preventing and Managing Kidney Stones .pptxThe Best Diet for Preventing and Managing Kidney Stones .pptx
The Best Diet for Preventing and Managing Kidney Stones .pptx
 
Weighing the Risks and Benefits: Angioplasty at Gokuldas Hospitals
Weighing the Risks and Benefits: Angioplasty at Gokuldas HospitalsWeighing the Risks and Benefits: Angioplasty at Gokuldas Hospitals
Weighing the Risks and Benefits: Angioplasty at Gokuldas Hospitals
 

Xanadu Based Big Data Deep Learning for Medical Data Analysis

  • 1. ©2017 Xanadu Big Data, LLC All Rights Reserved www.xanadubigdata.com Xanadu Based Big Data Deep Learning for Medical Data Analysis November 9, 2017 Alex G. Lee (alexglee@xanadubigdata.com)
  • 2. ©2017 Xanadu Big Data, LLC All Rights Reserved Index for Part I -Deep Learning for Medical Data Analysis Introduction -Automated Skin Cancer Classification -Automated Diabetic Retinopathy Classification -Brain Tumor Research -Alzheime Prediction -A Survey on Medical Image Deep Learning Research -Cardiac Arrhthymia Detection -ICU Patient Care
  • 3. ©2017 Xanadu Big Data, LLC All Rights Reserved Index for Part II -Deep Learning Introduction -Convolution Process Details -Issues with Big Data Deep Learning -Distributed Deep Learning for Medical Big Data Analysis -Challenges of Deep Learning for Medical Data Analysis -Content Based Image Retrieval (CBIR)
  • 4. ©2017 Xanadu Big Data, LLC All Rights Reserved Index for Part III -Xanadu Functionality -Xanadu Commodity Storage System Use Case -Xanadu Cloud Computing Use Case -Xanadu + Deep Learning + Hadoop + Spark Integration -Xanadu based Big Data Deep Learning System for Medical Data Analysis -Xanadu CBIR Demo
  • 5. ©2017 Xanadu Big Data, LLC All Rights Reserved Medical Image Classification and Segmentation: Analysis of X-ray, CT, MRI, Ultrasound, PET, for Computer-Aided Diagnosis in Radiology, Cardiology, and Pathology Analysis of Microscopy Images for Disease Quantification Content Based Medical Image Retrieval for Diagnostic Decision Making Support Medical Monitoring Signal Classification and Prediction: Monitoring Signal Analysis for Automatic Health Risk Detection Predictive Analysis for Clinical Decision Making Support Deep Learning for Medical Data Analysis Introduction
  • 6. ©2017 Xanadu Big Data, LLC All Rights Reserved Dermatologist-level classification of skin cancer with deep neural networks by Stanford University researchers Train Inception v3 CNN using a dataset of 129,450 clinical consisting of 2,032 different diseases: Test its performance against 21 board-certified dermatologists on biopsy-proven clinical images with two critical binary classification use cases: malignant carcinomas versus benign seborrheic keratoses; and malignant melanomas versus benign nevi. The deep learning CNN outperforms the average of the dermatologists at skin cancer classification . Automated Skin Cancer Classification source: https://cs.stanford.edu/people/esteva/nature/
  • 7. ©2017 Xanadu Big Data, LLC All Rights Reserved Google's Research In Artificial Intelligence Helps In Preventing Blindness Caused by Diabetes Google Brain has collaborated with doctors in India and US to help them diagnose DR. The team has collected over 128,000 images that were each evaluated by 3-7 ophthalmologists from a panel of 54 ophthalmologists. These images were fed to a deep learning algorithm for creating a model to detect Diabetic Retinopathy. The predictions from Google Brain’s neural network algorithm were so close that it is considered to be on par with the diagnosis of experienced ophthalmologists. Automated Diabetic Retinopathy Classification source: https://www.youtube.com/watch?v=oOeZ7IgEN4o
  • 8. ©2017 Xanadu Big Data, LLC All Rights Reserved Deep Learning for Predicting Glioblastoma Subtypes from MRI Deep learning can identify people likely to develop Alzheimer’s in the next three years by studying positron emission tomography (PET) scans of the brain. Brain Tumor Research source: https://www.youtube.com/watch?v=LVJbvK_HAbY Alzheime Prediction source: https://www.technologyreview.com/s/604289/software-predicts-cognitive-decline-using- brain-images/
  • 9. ©2017 Xanadu Big Data, LLC All Rights Reserved A Survey on Medical Image Deep Learning Research source: https://arxiv.org/abs/1702.05747
  • 10. ©2017 Xanadu Big Data, LLC All Rights Reserved Cardiologist-Level Arrhythmia Detection with Convolutional Neural Networks The electrocardiogram (ECG) is a tool to detect the electrical signal, which could indicates malfunction of the heart. AF (Atrial Fibrillation) is the most common sustained cardiac arrhythmia, occurring in 1-2% of the general population and is associated with significant mortality and morbidity through association of risk of death, stroke, hospitalization, heart failure and coronary artery disease, etc. Cardiac Arrhthymia Detection source: https://physionet.org/challenge/2017/, https://www.youtube.com/watch?time_continue=130&v=XVDDEsmbjuE
  • 11. ©2017 Xanadu Big Data, LLC All Rights Reserved Deep Learning Helps Patient Care Decisions in Intensive Care Unit Deep learning that takes large amounts of intensive-care-unit (ICU) data, from vitals and labs to notes and demographics, can determine what kinds of treatments are needed for different symptoms and who is at risk for mortality by real-time predictions. Analysis of electroencephalographic (EEG) recordings of brain activity for better treatment (e.g., epileptic seizure). ICU Patient Care source: https://www.eecs.mit.edu/news-events/announcements/using-machine-learning-improve- patient-care
  • 12. ©2017 Xanadu Big Data, LLC All Rights Reserved Deep Learning Introduction Convolutional Neural Networks (CNNs): image/video analysis Source: Deep Learning A-Z™: Hands-On Artificial Neural Networks by SuperDataScience@udemy Recurrent Neural Networks (RNNs):time series analysis Reinforcement Learning (RL): automatically determine the ideal behaviour within a specific context, in order to maximize its performance for a specific goal Source: Reinforcement Learning in Python by Lazy Programmer Inc.@udemy
  • 13. ©2017 Xanadu Big Data, LLC All Rights Reserved Convolution Process Details input 1 filter 3x3 Kernel 15x15 Kernel Activation 2x2 Pooling Activation + Pooling 3 filters Source: https://hackernoon.com/visualizing-parts-of-convolutional-neural-networks-using-keras-and-cats- 5cc01b214e59
  • 14. ©2017 Xanadu Big Data, LLC All Rights Reserved Deep Learning Use Cases CNN + RNN for Real-time Object Identification Source: SoftPoint Consultores S.L. Deep RL for Self-driving Cars Source: Mobileye
  • 15. ©2017 Xanadu Big Data, LLC All Rights Reserved Issues with Big Data Deep Learning Big Data Deep Learning Volume: Size of Data Increase in algorithm complexity and computing time Velocity: Data Processing Speed Difficulty in data learning process in a timely manner Variety: Different Types of Data Increase in data processing diversity for different data characteristics and behavior Veracity: Truthfulness of Data Significant increase in pre-processing of data
  • 16. ©2017 Xanadu Big Data, LLC All Rights Reserved Distributed Deep Learning for Medical Big Data Analysis Issues with medical big data deep learning: High resolution/scale microscopy images 81,025 pixels by 86,273 pixels (roughly 6.99 gigapixels) requires 78.12 GB memory to store Trained on 1.28 M images and evaluated on 50 K images took 2 – 3 weeks using 8 GPU machine in MS ResNet Distributed training: In model parallelism, different machines in the distributed system are responsible for the computations in different parts of a single network - for example, each layer in the neural network may be assigned to a different machine. In data parallelism, different machines have a complete copy of the model; each machine simply gets a different portion of the data, and results from each are somehow combined. For details: Skymind web: http://engineering.skymind.io
  • 17. ©2017 Xanadu Big Data, LLC All Rights Reserved Deep learning requires massive amount of training dataset as accuracy of deep learning is largely dependent on the quality and size of the dataset. Development of large medical image and signal data is very difficult as annotation requires extensive time from medical experts. Challenges of Deep Learning for Medical Data Analysis
  • 18. ©2017 Xanadu Big Data, LLC All Rights Reserved CBIR is a way of searching image database using visual features of an image as a search term to find images that share the similar visual features. Content Based Image Retrieval (CBIR) source: http://www.sciencedirect.com/science/article/pii/S0925231217308445
  • 19. ©2017 Xanadu Big Data, LLC All Rights Reserved Xanadu enables competitive big data management in the Clouds or Enterprises Xanadu Functionality K AnyTypes&SizeofData NoSQL Database Data De-duplication Data Replication Massively Scalable Fault Tolerance Data Store NoSQL Database ACID Compliance High Throughput Low Latency Data Access
  • 20. ©2017 Xanadu Big Data, LLC All Rights Reserved Xanadu Performance BMT
  • 21. ©2017 Xanadu Big Data, LLC All Rights Reserved Xanadu provides a composable architecture that can be integrated with other big data systems Xanadu Use Case + Total Integration Big Data Applications Big Data IT Infrastructure Xanadu Data Management Platform GPS / GLONASS WCDMA / LTE +
  • 22. ©2017 Xanadu Big Data, LLC All Rights Reserved Xanadu Commodity Storage System Use Case
  • 23. ©2017 Xanadu Big Data, LLC All Rights Reserved Xanadu Cloud Computing Use Case
  • 24. ©2017 Xanadu Big Data, LLC All Rights Reserved CNN/RNN architecture in DeepLearning4J (DL4J) Distributed deep leaning on CPUs/GPUs (+Hadoop/Spark) Xanadu file system used to store images and load directly into DL4J Local Machines & AWS Clusters Xanadu + Deep Learning + Spark + Hadoop Integration Source: researchgate.net. Data Source: https://www.kaggle.com/c/diabetic-retinopathy-detection
  • 25. ©2017 Xanadu Big Data, LLC All Rights Reserved Xanadu Medical Data Big Data Archive Xanadu’s deduplication reduces the actual storage footprint by recognizing duplicate data and maintaining only as many copies as it needs to assure its availability. Time stamping functionality provides inherent (built-in) backup of the database. ACID compliance guarantees reliable and consistent data update even in the face of the storage failure. Xanadu enables a fast content-based search system (e.g. CBIR) with massive scalability Xanadu provides database for real time big data deep learning Xanadu provides intra/inter hospital collaborative data sharing platform. Big Data Deep Learning integrated with Xanadu Medical Image Big Data Archive Customized deep learning for specific applications/dataset. High speed deep learning over multiple CPU/GPU machines. Xanadu based Big Data Deep Learning System for Medical Data Analysis
  • 26. ©2017 Xanadu Big Data, LLC All Rights Reserved Xanadu CBIR Demo
  • 27. ©2017 Xanadu Big Data, LLC All Rights Reserved Thank you Xanadu Big Data, LLC