Natural Language Understanding at AI and Machine Learning in Clinical Trials Summit 2018

•

1 recomendación•268 vistas

Karim Damji, SVP of Products and Marketing, and Malaikannan Sankarasubbu, VP of AI Research at Saama Technologies spoke at the AI and Machine Learning in Clinical Trials Summit 2018 on Accelerating Clinical Trials using Natural Language Understanding. Pharma has a big text problem. Lots of useful information buried in unstructured data formats that is difficult to use. Natural Language Understanding will help to turn what was once unusable data into meaningful insights that can be applied to the clinical trial development continuum. NLU engines also open up the possibility for users to have a more interactive relationship with their vast data stores using speech or chat messaging in a conversational experience.

Datos y análisis

Copyright © 2018, Saama Technologies
Delivering Analytics Advantage
to the Global 2000
Natural Language Understanding
Malai Sankarasubbu
Karim Damji

2
Copyright © 2018, Saama Technologies
About Saama
AI and machine augmented analytics company delivering
“Business Outcomes” for life sciences

3
Copyright © 2018, Saama Technologies
What Do We Do?
𝑒
−
𝑑𝑣
𝑑𝑡
∙ min 𝑐𝑙𝑖𝑛𝑖𝑐𝑎𝑙 𝑡𝑟𝑖𝑎𝑙𝑠

4
Copyright © 2018, Saama Technologies
Solve the Equation, Win a Drone!
𝑒
−
𝑑𝑣
𝑑𝑡 ∙ min 𝑐𝑙𝑖𝑛𝑖𝑐𝑎𝑙 𝑡𝑟𝑖𝑎𝑙𝑠

6
Copyright © 2018, Saama Technologies
Data Science in Pharma is Nothing New

7
Copyright © 2018, Saama Technologies
Linearly Separable Needs to be separated in 5D space
The Importance of AI – a Salt and Pepper Example…

8
Copyright © 2018, Saama Technologies
Perception Understanding Reasoning
Artificial Intelligence

9
Copyright © 2018, Saama Technologies
27 million articles
Pharma has a Slight Text Challenge…
270,435 research studies

10
Copyright © 2018, Saama Technologies
Structured Data from Unstructured Text
Tom Smith, who has been living in 123 Piscataway, Durham, NC, has been suffering
from migraines for the past 3 years. Mr. Smith was admitted to a hospital previously on
08/01/2017 since he broke his hand. He can be reached at his office number
5555557777. He has been taking Vioxx for an extended period of time.
name address
condition
condition
dt_time
dt_time
phone dt_timedrug
Seems simple enough?

11
Copyright © 2018, Saama Technologies
Too Many Variations

12
Copyright © 2018, Saama Technologies
Computers are usually really
good at understanding binary
language.
– but not human language.

13
Copyright © 2018, Saama Technologies
Adverse Drug Event (ADE) Eextraction

14
Copyright © 2018, Saama Technologies
An Attentive Sequence Model for
Adverse Drug Event Extraction
from Biomedical Text

15
Copyright © 2018, Saama Technologies
Life Science Analytics Cloud – Digital Transformation through
Orchestration
Clinical Development
Optimizer
Trial Planning
Optimizer
Journey of a Drug Via Clinical Trial
Discovery Phase 1 Phase 2 Phase 3 Approval
Post-
Approval
Planning Start-up Study Conduct
Cohort Builder
Delivers Clinical Data Analytics and Management as a Service (CDaaS) and the implementation of Operational Data Repositories
(ODR) and Patient Data Repositories (PDR)
Data Manager

16
Copyright © 2018, Saama Technologies
Pancreatic Cancer – Inclusion Criteria

17
Copyright © 2018, Saama Technologies
Pancreatic Cancer – Search Result

18
Copyright © 2018, Saama Technologies
Entity Extraction and Patient Matching for EHR Data

19
Copyright © 2018, Saama Technologies
Life Science Analytics Cloud – Digital Transformation through
Orchestration
Clinical Development
Optimizer
Trial Planning
Optimizer
Journey of a Drug Via Clinical Trial
Discovery Phase 1 Phase 2 Phase 3 Approval
Post-
Approval
Planning Start-up Study Conduct
Cohort Builder
Delivers Clinical Data Analytics and Management as a Service (CDaaS) and the implementation of Operational Data Repositories
(ODR) and Patient Data Repositories (PDR)
Data Manager

21
Copyright © 2018, Saama Technologies
UX CX
Impersonal Dashboard to Personalized Analytics

22
Copyright © 2018, Saama Technologies
“Smart Assistant” for Clinical Operations

25
Copyright © 2018, Saama Technologies
Initiate a conversation over
multiple natural channels of
engagement
Identify Intent and extract entities
using AI
Generate a response from the
knowledge base and system APIs
Build a natural response/dialog
and continue the interaction
INTERACT INTERPRET
INTEGRATEENGAGE
What is Smart Assistant with AI?
A software agent that can perform tasks or services for an individual using text, voice and other methods of interaction.

26
Copyright © 2018, Saama Technologies
How do I build one?

28
Copyright © 2018, Saama Technologies
How do I build one?

29
Copyright © 2018, Saama Technologies
Intent Extractor
Understand what the user
means!
“What was Saama’s
revenue in 2017 ?”
Intent: revenue
Entity Extractor
Extract entities to make an
action!
“What was Saama’s revenue
in 2017 ?”
Company: Saama
Year: 2017
You Need a Good NLU Engine!

30
Copyright © 2018, Saama Technologies
One question one answer system is not good CX.
They should have ability to hold conversation.
Users respond with please and thank you after 6 responses
You Need a Good NLU Engine!

31
Copyright © 2018, Saama Technologies
Where are you in the conversation?
What have you said before?
Conversation State

32
Copyright © 2018, Saama Technologies
NLU engine generalizes well with ~20 samples per Intent
Customized NLU Engine for Pharma

33
Copyright © 2018, Saama Technologies
“The best way to predict the
future is to create it.”
– Peter Drucker

34
Copyright © 2018, Saama Technologies
34
Thank You

Más contenido relacionado

La actualidad más candente

Five steps to getting maximum value from Real World Data

Saama

Curious about how Amazon machine learning (ML) services can enable healthcare organizations to find the insights they need to survive and thrive? Join us to learn how Takeda researchers built and trained their own disease-specific ML models, including deep-learning models using Deloitte ConvergeHEALTH running on AWS to simulate and quantify the overall disease burden and identify potential risks. This session is brought to you by AWS partner, Deloitte Consulting LLP.

Patient-Focused Data Science: Machine Learning for Complex Diseases (AIM203-S...

Amazon Web Services

Jump Start Analytics in Your HIE (webinar)

Health Catalyst

13 2792 big-data_keynote_presentation_finalpass_05_d_v02

Erin Kerrigan

Join Jeff Kelly, Pivotal’s Big Data Strategist and Chris Roche, Aridhia’s CEO, to learn how Big Data and data science are being applied to clinical research. Learn… • Why research-oriented healthcare delivery organizations and academic medical centers need an ACRIS • How improving collaboration and productivity accelerates the discovery of insights and increases competitiveness • Why robust data security is critical to modernizing engagement between academia, industry and healthcare • How to reduce research costs while improving commercialization opportunities • Why enabling transparent analysis and reproducibility of research are key to scientific progress • Best practices to get started on your digital transformation and Big Data journey

Challenges in Clinical Research: Aridhia Disrupts Technology Approach to Rese...

VMware Tanzu

Io t analytics panel

MassTLC

HPE Security Keynote from Istanbul 20th Jan 2016

SteveAtHPE

Hadoop Enabled Healthcare

DataWorks Summit

Exponentially influencing business outcomes with Big Data Analytics

Saama

Oracle big data publix sector 1

Redazione InnovaPuglia

Topic: Incidents, Indicators, Insights – the emergence of the Security Analytics Platform Presented by Keith Swanson, IBA Event. As cyber investment continues, many organisations have brought on a myriad of capabilities and technologies across operational and productivity platforms. Moving from threat and incident response to hunting as part of a risk based approach, the Security Analytics Platform is cementing its importance in bridging these investments and information across operational and productivity investments.

Incidents, Indicators, Insights – the emergence of the Security Analytics Pla...

SAS Institute India Pvt. Ltd

Santosh Tiwari, Analytics Expert, SAS presented on the topic "Data Driven Business" at IDG CIO Summit 8-9 Feb 2018, in which he talked about modern, open platform Viya built for analytics innovation, and shared a vision on how the future of analytics looks like. During this session, he also emphasized on Artificial Intelligence & Machine Learning to build automated agile analytics platforms for customer engagement and business decisions.

Data driven-business

SAS Institute India Pvt. Ltd

Government agencies are collecting and producing data at an accelerating rate, and constituents want access to this data with decreasing latency. Meeting a digitally savvy polity's desire for data while ensuring that data is open, accessible, and interpretable by all comes with unique challenges. I'll share some of these while walking through how governments are building their own data products using open data as well as empowering civic hackers. I'll also walk through why data science at the government level is fundamentally different than data science in the private sector.

Digital Government: Data + Government Isn't Enough | Wrangle Conference 2017

Cloudera, Inc.

Data Discovery and Governance

ibi

3 Things to Learn: -There are many challenges in the way financial firms deal with regulatory compliance today -Some of these challenges are related to data management and can be solved by big data technologies -Cloudera and its partners Trifacta and Qlik are offering a solution that can accelerate the time to obtain compliance reports by using automated workflows and fast analytics that work on top of Cloudera’s Enterprise Data Hub.

Optimizing Regulatory Compliance with Big Data

Cloudera, Inc.

IoT is reshaping the manufacturing and industrial processes, effectively changing the paradigm from one of repair and replace to more of predict and prevent. Using data streaming from connected equipment and machinery, organizations can now monitor the health of their assets and effectively predict when and how an asset might fail. However, without the right data management strategy and tools, investments in IoT can yield limited results. Join Cloudera and Tata Consultancy Services (TCS) for a joint webinar to learn more about how organizations are using advanced analytics and machine learning to drive IoT enabled predictive maintenance.

IoT-Enabled Predictive Maintenance

Cloudera, Inc.

Artificial Intelligence The SAS Perspective

SAS Institute India Pvt. Ltd

Luke Stewart, Product Manager at Saama, spoke at ExL's Trial Protocol Optimization even on July 18. With most trials failing to meet enrollment timelines, current approaches for feasibility are failing to identify and minimize risk. Sponsors must arm themselves with the right tools to own this analysis throughout the trial lifecycle. We will discuss a quantitative approach that operationalizes feasibility score tracking.

Who’s Keeping Score? A Quantitative Approach to Trial Feasibility

Saama

Accenture surveyed public and private employees to find out what they really think of their pension plans and retirement readiness. Four critical takeaways? Members value their pensions benefits as much as their healthcare benefits. People may not be as prepared for retirement as they think they are. The hunger for digital retirement services like coaching is intensifying. And opportunities abound for pensions agencies to engage members at all phases of the pensions lifecycle, balancing member needs with fiduciary responsibilities.

The Pulse of Pensions: What Members Really Think of Their Pension Plans and R...

accenture

This webinar will review the evolution of the value-based contracting world, identifying key insights into impactable contract levers, and delineating systematic steps that lead to sustainable value-based contracting success. Health Catalyst team members Bobbi Brown, SVP, a healthcare finance executive with over 40 years’ experience, and Jonas Varnum, a population health and value-based care strategic consultant expert, will present on many of their battle-scarred experiences working with the financial, clinical, analytical, and operational components of value-based contracting delivery models including: 1) Shared qualities of successful value-based contracting delivery systems. 2) The intensifying need for robust data to drive success. 3) Refining and optimizing core competencies. 4) Increasing sustainability by impacting key contract levers.

How to Achieve the Competencies of Successful Value-based Contracting Delive...

Health Catalyst

La actualidad más candente (20)

Five steps to getting maximum value from Real World Data

Patient-Focused Data Science: Machine Learning for Complex Diseases (AIM203-S...

Jump Start Analytics in Your HIE (webinar)

13 2792 big-data_keynote_presentation_finalpass_05_d_v02

Challenges in Clinical Research: Aridhia Disrupts Technology Approach to Rese...

Io t analytics panel

HPE Security Keynote from Istanbul 20th Jan 2016

Hadoop Enabled Healthcare

Exponentially influencing business outcomes with Big Data Analytics

Oracle big data publix sector 1

Incidents, Indicators, Insights – the emergence of the Security Analytics Pla...

Data driven-business

Digital Government: Data + Government Isn't Enough | Wrangle Conference 2017

Data Discovery and Governance

Optimizing Regulatory Compliance with Big Data

IoT-Enabled Predictive Maintenance

Artificial Intelligence The SAS Perspective

Who’s Keeping Score? A Quantitative Approach to Trial Feasibility

The Pulse of Pensions: What Members Really Think of Their Pension Plans and R...

How to Achieve the Competencies of Successful Value-based Contracting Delive...

Similar a Natural Language Understanding at AI and Machine Learning in Clinical Trials Summit 2018

DataRobot Cloud, built on AWS, helped Trupanion create an automated method for building data models using machine learning that reduced the time required to process claims from minutes to seconds. Join our webinar to hear how Trupanion transformed itself into an AI-driven organization, with robust data analysis and data science project prototyping that empowered the company to make better decisions and optimize business processes in less time and at a reduced cost. Join our webinar to learn: - Why you don’t need to be an expert in data science to create accurate predictive models. - How you can build and deploy predictive models in less time on AWS. - How to take full advantage of AI and machine learning to make better predictions faster and improve your bottom line.

How Trupanion Became an AI-driven Company for Pets

Amazon Web Services

Artificial intelligence in Pharma by Malai Sankarasubbu

Saama

[MINDs Lab]abridged company report, July 2018

Eunjee Lee

As the shortage of trained data scientists threatens to prevent firms from reaching their analytical potential, a new class of products and services is emerging that promises to relieve the stress on enterprise management. These new tools are making it easier for “citizen data scientists” to create and use models based on their understanding of the business logic and their data, rather than data science fundamentals. This webinar will present an overview of the new tool landscape and highlight features, benefits, and potential pitfalls for naive adopters. Will they eliminate the need for Data Scientists? Not yet, but they may be just what your firm needs now.

The Disappearing Data Scientist

DATAVERSITY

To compete in today’s digital economy, enterprises require new ways to expand AI across their entire organization. Nearly all firms want to do more with data science, but they don't know where to begin or how to properly empower citizen data scientists to avoid common AI gone wrong accidents. In this session, we will discuss how to approach your journey into citizen data science with existing analytics talent. Proven best practices and lessons learned from successful early adopters of augmented data science will be shared. We will walk through example initiative roadmaps, recommended staffing, upskilling, mentoring and ongoing governance.

Designing a Successful Governed Citizen Data Science Strategy

DATAVERSITY

** Data Scientist Masters' Program: https://www.edureka.co/masters-program/data-scientist-certification ** This Edureka PPT on "Who is a Data Scientist" will help you understand what a data scientist does, their roles and responsibilities, and what the data science profile is all about. You will also get a glimpse of what kind of salary packages and career opportunities the data science domain offers. Below topics are covered in this PPT: Who is a Data Scientist? What is Data Science? Who can take up Data Science? How to become a Data Scientist? Data Scientist Skills Data Scientist Roles & Responsibilities Data Scientist Salary Follow us to never miss an update in the future. Instagram: https://www.instagram.com/edureka_learning/ Facebook: https://www.facebook.com/edurekaIN/ Twitter: https://twitter.com/edurekain LinkedIn: https://www.linkedin.com/company/edureka

Who is a Data Scientist? | How to become a Data Scientist? | Data Science Cou...

Edureka!

Better Business from Exploring Ideas - Modern Data Architectures on AWS In this session you will learn how organisations are able to drive better business outcomes from products and deliver more personalised and real-time experiences to customers. We will walk through a common customer journey that shows how to quickly test ideas and get insights, built on top of data lakes, data pipelines, and sandboxes using the same platform advantages of Modern Data Architectures on AWS as some of our most prominent customers. See how to serve the needs of your business users, business analysts, and data scientists using AWS services for analytics, Big Data, and Machine Learning. Craig Stires, APAC Head of Analytics, Big Data, and AI, Amazon Web Services

Better Business From Exploring Ideas - AWS Summit Sydney 2018

Amazon Web Services

Ai in Learning Thought Paper

Marek Hyla

Informatics systems used by research scientists today have significant limitations, since they come from many vendors, use different data formats, and were developed with various UI standards. These limitations create barriers to accessing and integrating heterogeneous, siloed research data in a meaningful way to facilitate innovation and collaboration. In this session, Accenture and Merck discuss the expanded capabilities and benefits—for drug discovery organizations and software providers—of a newly launched research platform that gives the research science world a highly elastic, cloud infrastructure with a single UI and advanced computing power that accelerates drug discovery activities and enables competitive differentiation. This session is brought to you by AWS partner, Accenture.

Drug Discovery Innovation in a Precompetitive Cloud Platform (LFS302-S) - AWS...

Amazon Web Services

Amazon has a long heritage in data and machine learning. Many of the innovations you’ve heard about, personalisation, drones, Alexa, are driven by data rich, machine learning models. We’ve been working for years to try make smart use of the data we have for the benefit of our customers. As leaders and builders, we now want you to have the same opportunity. During this 60-minute webinar leaders at National Australia Bank, Amazon Web Services and Fonterra showcased how they used real time data insights to create rapid experiments designed to improve customer outcomes. We also discussed how agile team structures and a culture of experimentation can help you accelerate the development of your own Data Driven Business.

Building Data Driven Businesses with NAB and Fonterra

Amazon Web Services

( Python Data Science Training : https://www.edureka.co/python ) This Edureka video on "Python For Data Science" explains the fundamental concepts of data science using python. It will also help you to analyze, manipulate and implement machine learning using various python libraries such as NumPy, Pandas and Scikit-learn. This video helps you to learn the below topics: 1. Need of Data Science 2. What is Data Science? 3. How Python is used for Data Science? 4. Data Manipulation in Python 5. Implement Machine Learning using Python 6. Demo Subscribe to our channel to get video updates. Hit the subscribe button above. Check out our Python Training Playlist: https://goo.gl/Na1p9G

Python for Data Science | Python Data Science Tutorial | Data Science Certifi...

Edureka!

Predictive analytics for retail

Deepak Panguluri

Do It for Your Patients: Drive Better Patient Outcomes at Speed With Intellig...

accenture

Artificial Intelligence

Oracle Developers

Title: Fingerprinting Latent Structure in Data Abstract: As data-hungry algorithms find wide spread applications, there is an increased interest in exploring these algorithms in the context of small-data. In many niche industrial applications, data is not only held in secrecy for reasons of privacy and competitive advantage, but is also limited in volume and variety. Under these constraints, data-driven algorithms are expected to exhibit low application misbehavior. If one can discard data that does not match capabilities of underlying algorithms, there is better control over how unexpected data can influence the application behavior. In this talk, data fingerprinting techniques are presented in the context of small-data and application behavior. Capturing and representing a latent structure in data as a fingerprint helps evolve algorithm complexity, thereby improving application reliability. As an illustration, problems involving question answering, cell structure detection, and recognition of classes of short textual messages will be discussed.

Data fingerprinting

Mrityunjay Kumar

Learn how organisations are able to drive better business outcomes from big data products and in turn, deliver personalised, real-time experiences to customers. We will walk through a common customer journey and demonstrate how to quickly test ideas and gather insights from data lakes, data pipelines, and sandboxes. See how to serve the needs of your business users, business analysts, and data scientists using AWS services for analytics, Big Data, and Machine Learning. Speaker: Vicky Falconer, Business Development Manager - Big Data, AWS

Better Business from Exploring Ideas - Modern Data Architectures on AWS

Amazon Web Services

DataRobot 머신러닝 자동화 플랫폼은 전 세계 Top Data Scientist 들의 지식, 경험 및 모범 사례를 바탕으로 최고 수준의 자동화와 사용 편리성을 확보한 가장 진보된 머신러닝 자동화 솔루션 입니다. DataRobot을 통해 비즈니스 관계자, 분석가 및 데이터 과학자 등 기술 수준과 관계 없이 모든 사용자가 기존 모델링 기법에 비해 아주 빠르게, 매우 정확한 예측 모델을 수립하고 구축, 관리할 수 있습니다.

DataRobot - 머신러닝 자동화 플랫폼

Sutaek Kim

Take a journey with Preston, an Amazon Sumerian host, to diagnose and explore a 3D printed jet engine in virtual reality. Preston follows your commands to control and explore different parts of the engine. Preston can also show you the future state of your machine in virtual reality and provide recommendations by analyzing data collected from a physical jet turbine engine using IoT sensors. Learn how to build your own virtual assistant with Amazon AI services, AWS IoT services, and Amazon Sumerian virtual reality.

Meet Preston, and Explore Your Digital Twin in Virtual Reality (GPSTEC321) - ...

Amazon Web Services

L'intelligenza Artificiale è qui questa volta, per restare. Per le aziende, l'intelligenza artificiale si concretizza in soluzioni che migliorano l'esperienza dei clienti ottimizzando, automatizzando e personalizzando attività ad alto volume e riducendo al contempo costi e tempi, accelerando notevolmente il ritmo di innovazione. In questa sessione, approfondiremo i servizi AI di AWS che promuovo l'innovazione in azienda mantenendo la conformità con diversi regimi come HIPAA, PCI e altro. Infine, presenteremo le architetture AWS necessarie per supportare i carichi di lavoro di apprendimento automatico e deep learning.

Artificial Intelligence nella realtà di oggi: come utilizzarla al meglio

Amazon Web Services

The abundance of data available today has been described as a sea change and its own economy. Data has enabled new products, services, businesses, and economies. How can designers thrive as data-savvy innovators in this new economy? What do designers need to know about data, machine learning, and artificial intelligence? In this talk, Jodi Forlizzi draws from multiple research and development efforts to present relevant findings about how to design in a new data-driven economy.

Designing for a Data-Driven Economy (AIS307) - AWS re:Invent 2018

Amazon Web Services

Similar a Natural Language Understanding at AI and Machine Learning in Clinical Trials Summit 2018 (20)

How Trupanion Became an AI-driven Company for Pets

Artificial intelligence in Pharma by Malai Sankarasubbu

[MINDs Lab]abridged company report, July 2018

The Disappearing Data Scientist

Designing a Successful Governed Citizen Data Science Strategy

Who is a Data Scientist? | How to become a Data Scientist? | Data Science Cou...

Better Business From Exploring Ideas - AWS Summit Sydney 2018

Ai in Learning Thought Paper

Drug Discovery Innovation in a Precompetitive Cloud Platform (LFS302-S) - AWS...

Building Data Driven Businesses with NAB and Fonterra

Python for Data Science | Python Data Science Tutorial | Data Science Certifi...

Predictive analytics for retail

Do It for Your Patients: Drive Better Patient Outcomes at Speed With Intellig...

Artificial Intelligence

Data fingerprinting

Better Business from Exploring Ideas - Modern Data Architectures on AWS

DataRobot - 머신러닝 자동화 플랫폼

Meet Preston, and Explore Your Digital Twin in Virtual Reality (GPSTEC321) - ...

Artificial Intelligence nella realtà di oggi: come utilizzarla al meglio

Designing for a Data-Driven Economy (AIS307) - AWS re:Invent 2018

Más de Saama

Building a Next Generation Clinical and Scientific Data Management Solution

Saama

Karim Damji, SVP Product Management and Marketing at Saama discusses how to spend less time wrangling your data. Learn about the latest technological advances have enabled a platform-based approach to help solve complex problems in a data source-agnostic manner. Improve data processing, standardization and creation of analytics-ready datasets. Introduce machine learning capabilities to improve predictions of risks. Enhance the user experience through the use of a conversational experience. Create executive summaries embedded with relevant persona-based insights.

Tear Down Data Silos - CROWN 2019 conference

Saama

Bridging Health Care and Clinical Trial Data through Technology

Saama

Srinivasan Anandakumar spoke at ExL's Clinical Performance Metrics Summit in Philadelphia on December 5, 2017. His talk includes discussion around how to manage and control both trial effectiveness and submission pathway through clinical metrics collected from operational data and patient data, how to get a 360-degree view of trial operations with a next-generation clinical operations repository, that contains all clinical domains—based on a Big Data platform with multiple varieties of data– sponsor, syndicated, and external data, and how to enable the AI to allow high levels of self-service and to provide predictive analytics on clinical operations data.

Build a Next-Generation Clinical Operational Metrics Solution

Saama

Enabling Better Clinical Operations through a Clinical Operations Store

Saama

Supporting a Collaborative R&D Organization with a Dynamic Big Data Solution

Saama

Karim Damji presents at SCDM 2017 Annual Conference in Orlando, Florida in the Unstructured and Structured Big Data Convergence for Bridging Clinical, Regulatory, and Commercialization session. Abstract: Are you fully leveraging the data you generate from trials, regulatory submissions and post-approval marketing to maximize business outcomes? With the deluge of structured, unstructured, and syndicated data, the use of varied data for targeted outcomes remains difficult, despite increased industry efforts to address the issue. New technologies are federating the ability to leverage analytic-ready data for innovations in clinical development and drug commercialization. With the application of clinical data-as-a-service and meta-data core, centralized clinical data lakes have the power to improve data quality, evidence generation, and time-to-insights.

Centralizing Data to Address Imperatives in Clinical Development

Saama

Future of RWE Digital Pharma West presentation

Saama

Future of RWE - Big Data and Analytics for Pharma 2017 presentation

Saama

Leverage Big Data Analytics to Enhance Clinical Trials from Planning to Execu...

Saama

With most trials failing to meet enrollment timelines, current approaches for feasibility fall short of identifying and minimizing risk. Sponsors must arm themselves with the right tools to own this analysis throughout the trial lifecycle. We will discuss a quantitative approach that operationalizes feasibility score tracking. Luke Stewart used this presentation at Clinical Trial Innovation Summit in Boston on April 25, 2017.

Who's Keeping Score? A Quantitative Approach to Trial Feasibility

Saama

The clinical development data deluge is reaching critical mass for pharmaceuticals. Use of varied data for targeted outcomes remains difficult, despite studies that generate evidence of the risk-benefit profile of investigational products. New technologies are federating the ability to leverage analytic-ready data for innovations in clinical operations and clinical science. With the application of clinical data-as-a-service and meta-data core, centralized clinical data lakes have the power to improve data quality, evidence generation, and time-to-insights. Karim Damji and Benzi Mathews presented this deck at the Clinical Trial Innovation Summit held in Boston on April 24-26.

Next Gen Clinical Data Sciences

Saama

We all know that consumer behavior has changed dramatically. How consumers engage with companies, do research and even purchase leaves a deluge of data that companies have never had. Those companies that can parse that data drive business results like never before. This session presentation at Dog Food Con 2016 helps you to learn how Big Data technology can drive business outcomes from data ingestion to cloud and talks about one company’s journey to Customer 360 and their decision process when moving to the cloud.

Journey to analytics in the cloud

Saama

Social Media Analytics

Saama

Predictive Maintenance

Saama

Más de Saama (15)

Building a Next Generation Clinical and Scientific Data Management Solution

Tear Down Data Silos - CROWN 2019 conference

Bridging Health Care and Clinical Trial Data through Technology

Build a Next-Generation Clinical Operational Metrics Solution

Enabling Better Clinical Operations through a Clinical Operations Store

Supporting a Collaborative R&D Organization with a Dynamic Big Data Solution

Centralizing Data to Address Imperatives in Clinical Development

Future of RWE Digital Pharma West presentation

Future of RWE - Big Data and Analytics for Pharma 2017 presentation

Leverage Big Data Analytics to Enhance Clinical Trials from Planning to Execu...

Who's Keeping Score? A Quantitative Approach to Trial Feasibility

Next Gen Clinical Data Sciences

Journey to analytics in the cloud

Social Media Analytics

Predictive Maintenance

Último

Digital Transformation Playbook by Graham Ware

Graham Ware

Context 1. Housing Agent collected resale prices on HDB apartments in Singapore. Objective 2. To predict resale prices in to advise his potential clients. Strategies 3. Explore & Clean data for analysis. 4. Perform K-Means Clustering, in Orange, to find possible segments in the customer data. 5. Tune the model to improve its performance. 6. Visualise the findings, share conclusions, and give insight-driven recommendations. Author: Anthony mok Date: 18 Nov 2023 Email: xxiaohao@yahoo.com

Predicting HDB Resale Prices - Conducting Linear Regression Analysis With Orange

ThinkInnovation

SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...

Elaine Werffeli

原版定制【微信:176555708】【圣地亚哥州立大学毕业证（SDSU毕业证书）】【微信:176555708】（留信学历认证永久存档查询）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。【业务选择办理准则】一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信176555708】文凭即可二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信176555708】即可三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。留信网认证的作用: 1:该专业认证可证明留学生真实身份 2:同时对留学生所学专业登记给予评定 3:国家专业人才认证中心颁发入库证书 4:这个认证书并且可以归档倒地方 5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息 6:个人职称评审加20分 7:个人信誉贷款加10分 8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才留信网服务项目： 1、留学生专业人才库服务（留信分析） 2、国（境）学习人员提供就业推荐信服务 3、留学人员区块链存储服务 → 【关于价格问题（保证一手价格）】我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子我给客户的都是第一手的代理价格，因为我想坦诚对待大家不想跟大家在价格方面浪费时间对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。选择实体注册公司办理，更放心，更安全！我们的承诺：可来公司面谈，可签订合同，会陪同客户一起到教育部认证窗口递交认证材料，客户在教育部官方认证查询网站查询到认证通过结果后付款，不成功不收费！

怎样办理圣地亚哥州立大学毕业证（SDSU毕业证书）成绩单学校原版复制

vexqp

High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girls Near 5 Star Hotel Booking Now open +91- 9332606886 Pune VIP Call Girls is highly qualified professionals. #S10 They will offer only top quality services and never try to scam or drain you of money; in fact, they strive to give complete satisfaction so that each cent spent was worth its worth. Furthermore, these professionals pride themselves in keeping customer details confidential; any information gleaned will never be shared with any third party.$V15 Two shots with one girl: ₹4500/in-call, ₹7500/out-call Body to body massage with : ₹5500/in-call Full night for one person: ₹7000/in-call, ₹12000/out-call •𝐂𝐨𝐥𝐥𝐞𝐠𝐞 𝐆𝐢𝐫𝐥𝐬 •𝐇𝐨𝐮𝐬𝐞𝐰𝐢𝐯𝐞𝐬 •𝐇𝐢𝐠𝐡 𝐏𝐫𝐨𝐟𝐢𝐥𝐞 𝐆𝐢𝐫𝐥𝐬 •𝐑𝐚𝐦𝐩 𝐌𝐨𝐝𝐞𝐥𝐬 •𝐅𝐨𝐫𝐞𝐢𝐠𝐧𝐞𝐫 𝐆𝐢𝐫𝐥𝐬 𝐎𝐮𝐫 𝐞𝐬𝐜𝐨𝐫𝐭 𝐬𝐞𝐫𝐯𝐢𝐜𝐞𝐬 •𝐇𝐉 (𝐇𝐚𝐧𝐝 𝐉𝐨𝐛) •𝐁𝐉 (𝐁𝐥𝐨𝐰𝐣𝐨𝐛) # Completion # (Oral To Completion) # Special Massage # O-Level (Oral ) # Oral With A Noncondom) # COB (Come On Body) # Extraball (Have Many Times) # All Meetings 100%Safe

High Profile Call Girls Service in Jalore { 9332606886 } VVIP NISHA Call Girl...

kumargunjan9515

Sonagachi * best call girls in Kolkata | ₹,9500 Pay Cash 8005736733 Free Home Delivery Escorts Service Our agency presents a selection of young, charming call girls #J11 available for bookings at Oyo Hotels. Experience high-class escort services at pocket-friendly rates, with our female escorts exuding both beauty and a delightful personality, ready to meet your desires. Whether it's Housewives,#J11 College girls, Russian girls, Muslim girls, or any other preference, we offer a diverse range of options to cater to your tastes. We provide both in-call and out-call services for your convenience. Our in-call location in Kolkata ensures cleanliness, hygiene, and 100% safety, while our out-call services offer doorstep delivery for added ease. We value your time and money, hence we kindly request pic collectors, time-passers, and bargain hunters to refrain from contacting us. Our services feature various packages at competitive rates: One shot: ₹2000/in-call, ₹5000/out-call Two shots with one girl: ₹3500/in-call, ₹6000/out-call Body to body massage with sex: ₹3000/in-call Full night for one person: ₹7000/in-call, ₹10000/out-call Full night for more than 1 person: Contact us at 🔝 8005736733 🔝. for details Operating 24/7, we serve various locations in Kolkata, including Green Park, near metro stations. For premium call girl services in Kolkata 🔝 8005736733 🔝. Thank you for considering us!

Sonagachi * best call girls in Kolkata | ₹,9500 Pay Cash 8005736733 Free Home...

HyderabadDolls

5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed

amy56318795

Vadodara 💋 Call Girl 7737669865 Call Girls in Vadodara Escort service book now Booking Contact Details :- WhatsApp Chat :- +91-7737669865 We offer all types of girls of your choice with space. Our escorts are fully cooperative and understand your needs. All types of call girls like Housewives, College girls,#K09 Russian girls, Muslim girls, Afghani girls, Bengali girls, Working girls, south Indian girls, Punjabi girls, etc. In-Call: — You Can Reach At Our Place in Bangalore Our place Which Is Very Clean Hygienic 100% safe Accommodation. Out-Call: — Service for Out Call You have To Come Pick The Girl From My Place We Also Provide Door-Step Services Hygienic: — Full Ac Neat And Clean Rooms Available In Hotel 24 * 7 Hrs In Bangalore Our Services and Rates: – One Shot — 2500/in call (time ½ hour), 5000/out call Two shot with one girl — 5000/in call (time 1 hour), 6000/out call Body to body massage with sex- 3000/in call (time 1 hour) full night for one person– 8000/in call, 10000/out call (shot limit 4 shot) We are available 24*7 all days of the year

Vadodara 💋 Call Girl 7737669865 Call Girls in Vadodara Escort service book now

gargpaaro

20240412-SmartCityIndex-2024-Full-Report.pdf

khraisr

Digital advertising, or paid media, encompasses the strategic deployment of online advertisements to reach target audiences efficiently and effectively. This includes any digital platform that supports advertising to deliver unique messages for any objective. Understanding the mechanics of digital advertising platforms, along with insights into audience behaviors and preferences, allows marketers to optimize their ad spend and achieve significant engagement and conversion rates. This lecture is for Advanced Digital & Social Media Strategy (MGMTX 466.05) at UCLA Extension.

Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...

Valters Lauzums

Nirala Nagar / Cheap Call Girls In Lucknow Phone No 9548273370 Elite Escort Service Available 24/7 Hire CALL GIRL IN Lucknow 9548273370 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRL IN #j11 We are Providing :- ● – Private independent collage Going girls . ● – independent Models . ● – House Wife’s . ● – Private Independent House Wife’s ● – Corporate M.N.C Working Profiles . ● – Call Center Girls . ● – Live Band Girls . ●- Foreigners & Many More . Service type: 1.In call 2.out call 3. full Lip to Lip kiss 4.69 5.b-job without Condom 6. Hard Core sex & Much More. 7 Body to Body Touch 8 Kissing 9 Sucking Boobs and More 10 Enjoy by Hand 11 Relax By Oral 12 Sex with Happy Ending • In Call and Out Call Service • 3* 5* 7* Hotels Service • 24 Hours Available • Indian, Russian, Punjabi, Kashmiri Escorts • Real Models, College Girls, House Wife, Also Available • Short Time and Full Time Service Available • Hygienic Full AC Neat and Clean Rooms Avail. In Hotel 24 hours • Daily Escorts Staff Available • Minimum to Maximu m Range Available.c

Nirala Nagar / Cheap Call Girls In Lucknow Phone No 9548273370 Elite Escort S...

HyderabadDolls

Gartner's Data Analytics Maturity Model.pptx

chadhar227

Gulbai Tekra * Cheap Call Girls In Ahmedabad Phone No 8005736733 Elite Escort Service Available 24/7 Hire Booking Contact Details :- WhatsApp Chat :- +91-6378878445 We offer all types of girls of your choice with space. Our escorts are fully cooperative and understand your needs.#K09 All types of call girls like Housewives, College girls,#K09 Russian girls, Muslim girls, Afghani girls, Bengali girls, Working girls, south Indian girls, Punjabi girls, etc. In-Call: — You Can Reach At Our Place in Bangalore Our place Which Is Very Clean Hygienic 100% safe Accommodation. Out-Call: — Service for Out Call You have To Come Pick The Girl From My Place We Also Provide Door-Step Services Hygienic: — Full Ac Neat And Clean Rooms Available In Hotel 24 * 7 Hrs In Bangalore Our Services and Rates: – One Shot — 2500/in call (time ½ hour), 5000/out call Two shot with one girl — 5000/in call (time 1 hour), 6000/out call Body to body massage with sex- 3000/in call (time 1 hour) full night for one person– 8000/in call, 10000/out call (shot limit 4 shot) We are available 24*7 all days of the year

Gulbai Tekra * Cheap Call Girls In Ahmedabad Phone No 8005736733 Elite Escort...

gragchanchal546

Sealdah % High Class Call Girls Kolkata - 450+ Call Girl Cash Payment 8005736733 Neha Thakur Our agency presents a selection of young, charming call girls #J11 available for bookings at Oyo Hotels. Experience high-class escort services at pocket-friendly rates, with our female escorts exuding both beauty and a delightful personality, ready to meet your desires. Whether it's Housewives,#J11 College girls, Russian girls, Muslim girls, or any other preference, we offer a diverse range of options to cater to your tastes. We provide both in-call and out-call services for your convenience. Our in-call location in Kolkata ensures cleanliness, hygiene, and 100% safety, while our out-call services offer doorstep delivery for added ease. We value your time and money, hence we kindly request pic collectors, time-passers, and bargain hunters to refrain from contacting us. Our services feature various packages at competitive rates: One shot: ₹2000/in-call, ₹5000/out-call Two shots with one girl: ₹3500/in-call, ₹6000/out-call Body to body massage with sex: ₹3000/in-call Full night for one person: ₹7000/in-call, ₹10000/out-call Full night for more than 1 person: Contact us at 🔝 8005736733 🔝. for details Operating 24/7, we serve various locations in Kolkata, including Green Park, near metro stations. For premium call girl services in Kolkata 🔝 8005736733 🔝. Thank you for considering us!

Sealdah % High Class Call Girls Kolkata - 450+ Call Girl Cash Payment 8005736...

HyderabadDolls

Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We are available 24*7 Booking Contact Details :- WhatsApp Chat :- +91-7014168258 If you're looking for India Call girls you've come to the right place. You'll find some of the most beautiful call girls in our location with. These ladies have pleasing personalities, hot figures, and a passion for physical pleasure. Call girls in India Lucknow Many men have booked them for their erotic and soul-mixing performances, which are sure to leave you with unforgettable memories. #K09 Escort Service India is available in the city for men and women of all ages. They can satisfy your sexual needs and will make your experience even more enjoyable and memorable. Whether you're looking for a blow-job, stripping, lovemaking, or other dirty acts, you'll be able to find a match for your tastes and budget. These highly trained professionals will help you have an unforgettable night. One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7014168258 We are available 24*7 all days of the year. Call us — 7014168258 Thank you for Visiting.

Top profile Call Girls In Latur [ 7014168258 ] Call Me For Genuine Models We ...

gajnagarg

Gomti Nagar & best call girls in Lucknow | 9548273370 Independent Escorts & Dating Escorts Service CALL GIRL IN Lucknow 9548273370 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRL IN #j11 We are Providing :- ● – Private independent collage Going girls . ● – independent Models . ● – House Wife’s . ● – Private Independent House Wife’s ● – Corporate M.N.C Working Profiles . ● – Call Center Girls . ● – Live Band Girls . ●- Foreigners & Many More . Service type: 1.In call 2.out call 3. full Lip to Lip kiss 4.69 5.b-job without Condom 6. Hard Core sex & Much More. 7 Body to Body Touch 8 Kissing 9 Sucking Boobs and More 10 Enjoy by Hand 11 Relax By Oral 12 Sex with Happy Ending • In Call and Out Call Service • 3* 5* 7* Hotels Service • 24 Hours Available • Indian, Russian, Punjabi, Kashmiri Escorts • Real Models, College Girls, House Wife, Also Available • Short Time and Full Time Service Available • Hygienic Full AC Neat and Clean Rooms Avail. In Hotel 24 hours • Daily Escorts Staff Available • Minimum to Maximu m Range Available.c

Gomti Nagar & best call girls in Lucknow | 9548273370 Independent Escorts & D...

HyderabadDolls

Discover how TrafficWave Generator can drive targeted, engaging visitors to your online assets and propel your business to new heights. Unlock the power of free, set-and-forget traffic today. Featuring a user-friendly interface, set-and-forget functionality, and the ability to monetize the traffic with your affiliate links or product offers, TrafficWave Generator is a game-changer for online entrepreneurs, bloggers, and e-commerce store owners alike. Backed by a 30-day money-back guarantee and comprehensive bonus offerings, this software has the potential to transform your traffic-generation and content-creation efforts, unlocking new levels of success in the digital marketing landscape.

TrafficWave Generator Will Instantly drive targeted and engaging traffic back...

SOFTTECHHUB

Jodhpur Park | Call Girls in Kolkata Phone No 8005736733 Elite Escort Service Available 24/7 Hire Our agency presents a selection of young, charming call girls #J11 available for bookings at Oyo Hotels. Experience high-class escort services at pocket-friendly rates, with our female escorts exuding both beauty and a delightful personality, ready to meet your desires. Whether it's Housewives,#J11 College girls, Russian girls, Muslim girls, or any other preference, we offer a diverse range of options to cater to your tastes. We provide both in-call and out-call services for your convenience. Our in-call location in Kolkata ensures cleanliness, hygiene, and 100% safety, while our out-call services offer doorstep delivery for added ease. We value your time and money, hence we kindly request pic collectors, time-passers, and bargain hunters to refrain from contacting us. Our services feature various packages at competitive rates: One shot: ₹2000/in-call, ₹5000/out-call Two shots with one girl: ₹3500/in-call, ₹6000/out-call Body to body massage with sex: ₹3000/in-call Full night for one person: ₹7000/in-call, ₹10000/out-call Full night for more than 1 person: Contact us at 🔝 8005736733 🔝. for details Operating 24/7, we serve various locations in Kolkata, including Green Park, near metro stations. For premium call girl services in Kolkata 🔝 8005736733 🔝. Thank you for considering us!

Jodhpur Park | Call Girls in Kolkata Phone No 8005736733 Elite Escort Service...

HyderabadDolls

Computer science Sql cheat sheet.pdf.pdf

SayantanBiswas37

Yilin Xia (yilinx2@illinois.edu), Shawn Bowers (bowers@gonzaga.edu), Lan Li (lanl2@illinois.edu), and Bertram Ludäscher (ludaesch@illinois.edu) Presented at IDCC-2024 in Edinburg. ABSTRACT. We propose a new approach for modeling and reconciling conflicting data cleaning actions. Such conflicts arise naturally in collaborative data curation settings where multiple experts work independently and then aim to put their efforts together to improve and accelerate data cleaning. The key idea of our approach is to model conflicting updates as a formal argumentation framework (AF). Such argumentation frameworks can be automatically analyzed and solved by translating them to a logic program PAF whose declarative semantics yield a transparent solution with many desirable properties, e.g., uncontroversial updates are accepted, unjustified ones are rejected, and the remaining ambiguities are exposed and presented to users for further analysis. After motivating the problem, we introduce our approach and illustrate it with a detailed running example introducing both well-founded and stable semantics to help understand the AF solutions. We have begun to develop open source tools and Jupyter notebooks that demonstrate the practicality of our approach. In future work we plan to develop a toolkit for conflict resolution that can be used in conjunction with OpenRefine, a popular interactive data cleaning tool.

Reconciling Conflicting Data Curation Actions: Transparency Through Argument...

Bertram Ludäscher

Natural Language Understanding at AI and Machine Learning in Clinical Trials Summit 2018

10. 10 Copyright © 2018, Saama Technologies Structured Data from Unstructured Text Tom Smith, who has been living in 123 Piscataway, Durham, NC, has been suffering from migraines for the past 3 years. Mr. Smith was admitted to a hospital previously on 08/01/2017 since he broke his hand. He can be reached at his office number 5555557777. He has been taking Vioxx for an extended period of time. name address condition condition dt_time dt_time phone dt_timedrug Seems simple enough?

15. 15 Copyright © 2018, Saama Technologies Life Science Analytics Cloud – Digital Transformation through Orchestration Clinical Development Optimizer Trial Planning Optimizer Journey of a Drug Via Clinical Trial Discovery Phase 1 Phase 2 Phase 3 Approval Post- Approval Planning Start-up Study Conduct Cohort Builder Delivers Clinical Data Analytics and Management as a Service (CDaaS) and the implementation of Operational Data Repositories (ODR) and Patient Data Repositories (PDR) Data Manager

19. 19 Copyright © 2018, Saama Technologies Life Science Analytics Cloud – Digital Transformation through Orchestration Clinical Development Optimizer Trial Planning Optimizer Journey of a Drug Via Clinical Trial Discovery Phase 1 Phase 2 Phase 3 Approval Post- Approval Planning Start-up Study Conduct Cohort Builder Delivers Clinical Data Analytics and Management as a Service (CDaaS) and the implementation of Operational Data Repositories (ODR) and Patient Data Repositories (PDR) Data Manager

25. 25 Copyright © 2018, Saama Technologies Initiate a conversation over multiple natural channels of engagement Identify Intent and extract entities using AI Generate a response from the knowledge base and system APIs Build a natural response/dialog and continue the interaction INTERACT INTERPRET INTEGRATEENGAGE What is Smart Assistant with AI? A software agent that can perform tasks or services for an individual using text, voice and other methods of interaction.

29. 29 Copyright © 2018, Saama Technologies Intent Extractor Understand what the user means! “What was Saama’s revenue in 2017 ?” Intent: revenue Entity Extractor Extract entities to make an action! “What was Saama’s revenue in 2017 ?” Company: Saama Year: 2017 You Need a Good NLU Engine!

30. 30 Copyright © 2018, Saama Technologies One question one answer system is not good CX. They should have ability to hold conversation. Users respond with please and thank you after 6 responses You Need a Good NLU Engine!

Natural Language Understanding at AI and Machine Learning in Clinical Trials Summit 2018

Recomendados

Recomendados

Más contenido relacionado

La actualidad más candente

La actualidad más candente (20)

Similar a Natural Language Understanding at AI and Machine Learning in Clinical Trials Summit 2018

Similar a Natural Language Understanding at AI and Machine Learning in Clinical Trials Summit 2018 (20)

Más de Saama

Más de Saama (15)

Último

Último (20)

Natural Language Understanding at AI and Machine Learning in Clinical Trials Summit 2018