SlideShare une entreprise Scribd logo
1  sur  15
Télécharger pour lire hors ligne
Role of Unified AI and ML in Cloud
Technologies. Which Cloud Service
Provider Better Supports Data Science?
Adnan Masood, PhD.
Chief AI Architect, UST
Confidential and Proprietary. © 2021 UST 3
UST introduction
Vision
Fast facts
1999
Founded
26,000+
Americas, Europe,
Asia-Pacific
42
Geographic Focus
Operating Centers
Employees
Industries covered
• Financial Services • Retail and CPG
• Tech Media and Telco • Healthcare
• Manufacturing
• Logistics and Transportation
• Energy and Utilities
Digital leader focusing on tangible outcomes through
meaningful innovation
Transforming lives
Mission
Value adds
Vested in our clients’ success:
Commitment beyond contract, measuring our
success based on the tangible results we
achieve for our clients
Solutioning excellence:
Global network of partners, Innovation Centers and
CoEs that add meaningful value, creating and
deploying solutions that have direct business
impact
Talent and delivery excellence
Scaling at speed with hand picked right talent
and exceeding expectations in delivery with a
governance model to aim at before time delivery
Capabilities and solutions
Cybersecurity
IT strategy and execution
Customer experience
and agile
Data and
analytics
Innovation and
emerging solutions
Human-centered approach
based on empathy, followed
by digital design
Intelligent automation
Agile Transformation along
with distributed Prod Dev and
QA
Data Engineering Services
from Ingestion to
Consumption
Industry Experience with
Distributed Processing
systems like Spark
AI powered business use
cases in FS domain
Accelerated threat detection
and automated remediation
Alert enrichment and incident
prioritization, minimizing
false positives
Incident management bot for
autonomic healing
AI powered application analysis
and mapping tools
Tools to assess and optimize
efficiency
Methodology and tools for
Cloud Native rapid application
delivery
Accelerators, platforms and
digital product design for new
products/ services
Innovation Pods for rapid and
repeatable innovation
Emerging technologies (DLT,
QC, VR/AR) to address
business needs
35
Delivery Centers
7
Innovation Centers
UST
MultiCloud
Manager
4
Dr. Adnan Masood
Adnan Masood, Ph.D. - Chief AI Architect at UST.
visiting Scholar at Stanford University, and Microsoft Regional
Director, and MVP (Most Valuable Professional) for AI.
Confidential and Proprietary. © 2021 UST Global Inc
5
6
Open Source
7
8
9
10
11
12
13
14
And the Oscar goes to ..
• If your data and compute resides in the cloud, it would make way more
sense to use the automated machine learning offered by that specific
cloud provider for all practical purposes. If you have a hybrid model, try to
keep your automated machine learning compute close to data you plan to
use, wherever it reside
• Generally speaking, cloud compute and storage resources for automated
machine learning can get expensive quickly , providing you are working
with large models and doing multiple simultaneous experiments. If you
have compute resources and data available in an on-prem scenario, that
could be an ideal playground without increasing your hyperscaler’s bill.
• This however comes with the responsibility of setting up the
infrastructure and do the setup for an on-prem toolkit. So if cost is not a
major concern and you want to quickly explore what automated machine
learning can do for you, cloud based toolkits would make an ideal
companion
• Your relationship with your cloud provider is important, you might be also
be able multi-service discounts.
© Copyright Denodo Technologies. All rights reserved
Unless otherwise specified, no part of this PDF file may be reproduced or utilized in any for or by any means, electronic or mechanical, including photocopying and microfilm,
without prior the written authorization from Denodo Technologies.

Contenu connexe

Tendances

Tendances (20)

Accelerate Cloud Modernization using Data Virtualization
Accelerate Cloud Modernization using Data VirtualizationAccelerate Cloud Modernization using Data Virtualization
Accelerate Cloud Modernization using Data Virtualization
 
Cloud Migration headache? Ease the pain with Data Virtualization! (EMEA)
Cloud Migration headache? Ease the pain with Data Virtualization! (EMEA)Cloud Migration headache? Ease the pain with Data Virtualization! (EMEA)
Cloud Migration headache? Ease the pain with Data Virtualization! (EMEA)
 
Best Practices in the Cloud for Data Management (US)
Best Practices in the Cloud for Data Management (US)Best Practices in the Cloud for Data Management (US)
Best Practices in the Cloud for Data Management (US)
 
A Journey to the Cloud with Data Virtualization
A Journey to the Cloud with Data VirtualizationA Journey to the Cloud with Data Virtualization
A Journey to the Cloud with Data Virtualization
 
Multi-Cloud Data Integration with Data Virtualization (APAC)
Multi-Cloud Data Integration with Data Virtualization (APAC)Multi-Cloud Data Integration with Data Virtualization (APAC)
Multi-Cloud Data Integration with Data Virtualization (APAC)
 
Reinventing and Simplifying Data Management for a Successful Hybrid and Multi...
Reinventing and Simplifying Data Management for a Successful Hybrid and Multi...Reinventing and Simplifying Data Management for a Successful Hybrid and Multi...
Reinventing and Simplifying Data Management for a Successful Hybrid and Multi...
 
Partner Keynote: How Logical Data Fabric Knits Together Data Visualization wi...
Partner Keynote: How Logical Data Fabric Knits Together Data Visualization wi...Partner Keynote: How Logical Data Fabric Knits Together Data Visualization wi...
Partner Keynote: How Logical Data Fabric Knits Together Data Visualization wi...
 
[XConf Brasil 2020] Data mesh
[XConf Brasil 2020] Data mesh[XConf Brasil 2020] Data mesh
[XConf Brasil 2020] Data mesh
 
Self Service Analytics enabled by Data Virtualization from Denodo
Self Service Analytics enabled by Data Virtualization from DenodoSelf Service Analytics enabled by Data Virtualization from Denodo
Self Service Analytics enabled by Data Virtualization from Denodo
 
Simplifying Your Cloud Architecture with a Logical Data Fabric (APAC)
Simplifying Your Cloud Architecture with a Logical Data Fabric (APAC)Simplifying Your Cloud Architecture with a Logical Data Fabric (APAC)
Simplifying Your Cloud Architecture with a Logical Data Fabric (APAC)
 
Data Virtualization enabled Data Fabric: Operationalize the Data Lake (APAC)
Data Virtualization enabled Data Fabric: Operationalize the Data Lake (APAC)Data Virtualization enabled Data Fabric: Operationalize the Data Lake (APAC)
Data Virtualization enabled Data Fabric: Operationalize the Data Lake (APAC)
 
Data Virtualization: An Introduction
Data Virtualization: An IntroductionData Virtualization: An Introduction
Data Virtualization: An Introduction
 
Using AI-powered Automation for High Performance Data Pipelines in the Cloud
Using AI-powered Automation for High Performance Data Pipelines in the CloudUsing AI-powered Automation for High Performance Data Pipelines in the Cloud
Using AI-powered Automation for High Performance Data Pipelines in the Cloud
 
How to Build the Data Mesh Foundation: A Principled Approach | Zhamak Dehghan...
How to Build the Data Mesh Foundation: A Principled Approach | Zhamak Dehghan...How to Build the Data Mesh Foundation: A Principled Approach | Zhamak Dehghan...
How to Build the Data Mesh Foundation: A Principled Approach | Zhamak Dehghan...
 
Solution Centric Architectural Presentation - A Journey from Data Paralysis t...
Solution Centric Architectural Presentation - A Journey from Data Paralysis t...Solution Centric Architectural Presentation - A Journey from Data Paralysis t...
Solution Centric Architectural Presentation - A Journey from Data Paralysis t...
 
Data Virtualization: An Introduction
Data Virtualization: An IntroductionData Virtualization: An Introduction
Data Virtualization: An Introduction
 
Data Virtualization to Survive a Multi and Hybrid Cloud World
Data Virtualization to Survive a Multi and Hybrid Cloud WorldData Virtualization to Survive a Multi and Hybrid Cloud World
Data Virtualization to Survive a Multi and Hybrid Cloud World
 
How Data Virtualization Puts Machine Learning into Production (APAC)
How Data Virtualization Puts Machine Learning into Production (APAC)How Data Virtualization Puts Machine Learning into Production (APAC)
How Data Virtualization Puts Machine Learning into Production (APAC)
 
KEYNOTE: Edge optimized architecture for fabric defect detection in real-time
KEYNOTE: Edge optimized architecture for fabric defect detection in real-timeKEYNOTE: Edge optimized architecture for fabric defect detection in real-time
KEYNOTE: Edge optimized architecture for fabric defect detection in real-time
 
Customer Keynote: Data Service and Security at an Enterprise Scale with Logic...
Customer Keynote: Data Service and Security at an Enterprise Scale with Logic...Customer Keynote: Data Service and Security at an Enterprise Scale with Logic...
Customer Keynote: Data Service and Security at an Enterprise Scale with Logic...
 

Similaire à Role of Unified AI and ML in Cloud Technologies. Which Cloud Service Provider Better Supports Data Science?

Connecta Event: Big Query och dataanalys med Google Cloud Platform
Connecta Event: Big Query och dataanalys med Google Cloud PlatformConnecta Event: Big Query och dataanalys med Google Cloud Platform
Connecta Event: Big Query och dataanalys med Google Cloud Platform
ConnectaDigital
 
Making Money in the Cloud
Making Money in the CloudMaking Money in the Cloud
Making Money in the Cloud
Gravitant, Inc.
 
On the Cloud? Data Integrity for Insurers in Cloud-Based Platforms
On the Cloud? Data Integrity for Insurers in Cloud-Based PlatformsOn the Cloud? Data Integrity for Insurers in Cloud-Based Platforms
On the Cloud? Data Integrity for Insurers in Cloud-Based Platforms
Precisely
 
Ibm symp14 referent_christian klezl_cloud
Ibm symp14 referent_christian klezl_cloudIbm symp14 referent_christian klezl_cloud
Ibm symp14 referent_christian klezl_cloud
IBM Switzerland
 

Similaire à Role of Unified AI and ML in Cloud Technologies. Which Cloud Service Provider Better Supports Data Science? (20)

Prescriptive Cloud Services for the Future Ready Enterprise
Prescriptive Cloud Services for the Future Ready EnterprisePrescriptive Cloud Services for the Future Ready Enterprise
Prescriptive Cloud Services for the Future Ready Enterprise
 
Cloud managed services offerings
Cloud managed services offerings Cloud managed services offerings
Cloud managed services offerings
 
Cloud managed services offerings ecloudchain
Cloud managed services offerings ecloudchainCloud managed services offerings ecloudchain
Cloud managed services offerings ecloudchain
 
Connecta Event: Big Query och dataanalys med Google Cloud Platform
Connecta Event: Big Query och dataanalys med Google Cloud PlatformConnecta Event: Big Query och dataanalys med Google Cloud Platform
Connecta Event: Big Query och dataanalys med Google Cloud Platform
 
Achieve True Hybrid Cloud with Azure - Built for Scale, Security and Interope...
Achieve True Hybrid Cloud with Azure - Built for Scale, Security and Interope...Achieve True Hybrid Cloud with Azure - Built for Scale, Security and Interope...
Achieve True Hybrid Cloud with Azure - Built for Scale, Security and Interope...
 
Insurance industry trends 2015 and beyond: #3 Cloud Computing
Insurance industry trends 2015 and beyond: #3 Cloud ComputingInsurance industry trends 2015 and beyond: #3 Cloud Computing
Insurance industry trends 2015 and beyond: #3 Cloud Computing
 
Looking to the Future: Embracing the Cloud for a More Modern Data Quality App...
Looking to the Future: Embracing the Cloud for a More Modern Data Quality App...Looking to the Future: Embracing the Cloud for a More Modern Data Quality App...
Looking to the Future: Embracing the Cloud for a More Modern Data Quality App...
 
How Are Cloud Services Outweighing On-Premise Solutions In 2022.pptx
How Are Cloud Services Outweighing On-Premise Solutions In 2022.pptxHow Are Cloud Services Outweighing On-Premise Solutions In 2022.pptx
How Are Cloud Services Outweighing On-Premise Solutions In 2022.pptx
 
From the Trenches: Building Comprehensive and Secure Solutions in AWS
From the Trenches: Building Comprehensive and Secure Solutions in AWSFrom the Trenches: Building Comprehensive and Secure Solutions in AWS
From the Trenches: Building Comprehensive and Secure Solutions in AWS
 
Making Money in the Cloud
Making Money in the CloudMaking Money in the Cloud
Making Money in the Cloud
 
Why Cloud Computing (MSc) has Become so popular in the UK
Why Cloud Computing (MSc) has Become so popular in the UKWhy Cloud Computing (MSc) has Become so popular in the UK
Why Cloud Computing (MSc) has Become so popular in the UK
 
Is your big data journey stalling? Take the Leap with Capgemini and Cloudera
Is your big data journey stalling? Take the Leap with Capgemini and ClouderaIs your big data journey stalling? Take the Leap with Capgemini and Cloudera
Is your big data journey stalling? Take the Leap with Capgemini and Cloudera
 
Asyma E3 2014 The Impact of Cloud Computing on SME's
Asyma E3 2014   The Impact of Cloud Computing on SME'sAsyma E3 2014   The Impact of Cloud Computing on SME's
Asyma E3 2014 The Impact of Cloud Computing on SME's
 
On the Cloud? Data Integrity for Insurers in Cloud-Based Platforms
On the Cloud? Data Integrity for Insurers in Cloud-Based PlatformsOn the Cloud? Data Integrity for Insurers in Cloud-Based Platforms
On the Cloud? Data Integrity for Insurers in Cloud-Based Platforms
 
Data Architecture Strategies: Data Architecture for Digital Transformation
Data Architecture Strategies: Data Architecture for Digital TransformationData Architecture Strategies: Data Architecture for Digital Transformation
Data Architecture Strategies: Data Architecture for Digital Transformation
 
6 Reasons To Embrace Cloud Computing Now
6 Reasons To Embrace Cloud Computing Now6 Reasons To Embrace Cloud Computing Now
6 Reasons To Embrace Cloud Computing Now
 
Ibm symp14 referent_christian klezl_cloud
Ibm symp14 referent_christian klezl_cloudIbm symp14 referent_christian klezl_cloud
Ibm symp14 referent_christian klezl_cloud
 
New ways to apply infrastructure data for better business outcomes
New ways to apply infrastructure data for better business outcomesNew ways to apply infrastructure data for better business outcomes
New ways to apply infrastructure data for better business outcomes
 
Virtualization to Cloud Evolution “IT as a Service”
 Virtualization to Cloud Evolution “IT as a Service” Virtualization to Cloud Evolution “IT as a Service”
Virtualization to Cloud Evolution “IT as a Service”
 
Business Corporate Profile - DTC Infotech - Digital Transformation Partner
Business Corporate Profile - DTC Infotech - Digital Transformation PartnerBusiness Corporate Profile - DTC Infotech - Digital Transformation Partner
Business Corporate Profile - DTC Infotech - Digital Transformation Partner
 

Plus de Denodo

Mastering Data Compliance in a Dynamic Business Landscape
Mastering Data Compliance in a Dynamic Business LandscapeMastering Data Compliance in a Dynamic Business Landscape
Mastering Data Compliance in a Dynamic Business Landscape
Denodo
 
Expert Panel: Overcoming Challenges with Distributed Data to Maximize Busines...
Expert Panel: Overcoming Challenges with Distributed Data to Maximize Busines...Expert Panel: Overcoming Challenges with Distributed Data to Maximize Busines...
Expert Panel: Overcoming Challenges with Distributed Data to Maximize Busines...
Denodo
 
Знакомство с виртуализацией данных для профессионалов в области данных
Знакомство с виртуализацией данных для профессионалов в области данныхЗнакомство с виртуализацией данных для профессионалов в области данных
Знакомство с виртуализацией данных для профессионалов в области данных
Denodo
 
Quels sont les facteurs-clés de succès pour appliquer au mieux le RGPD à votr...
Quels sont les facteurs-clés de succès pour appliquer au mieux le RGPD à votr...Quels sont les facteurs-clés de succès pour appliquer au mieux le RGPD à votr...
Quels sont les facteurs-clés de succès pour appliquer au mieux le RGPD à votr...
Denodo
 

Plus de Denodo (20)

Enterprise Monitoring and Auditing in Denodo
Enterprise Monitoring and Auditing in DenodoEnterprise Monitoring and Auditing in Denodo
Enterprise Monitoring and Auditing in Denodo
 
Lunch and Learn ANZ: Mastering Cloud Data Cost Control: A FinOps Approach
Lunch and Learn ANZ: Mastering Cloud Data Cost Control: A FinOps ApproachLunch and Learn ANZ: Mastering Cloud Data Cost Control: A FinOps Approach
Lunch and Learn ANZ: Mastering Cloud Data Cost Control: A FinOps Approach
 
Achieving Self-Service Analytics with a Governed Data Services Layer
Achieving Self-Service Analytics with a Governed Data Services LayerAchieving Self-Service Analytics with a Governed Data Services Layer
Achieving Self-Service Analytics with a Governed Data Services Layer
 
What you need to know about Generative AI and Data Management?
What you need to know about Generative AI and Data Management?What you need to know about Generative AI and Data Management?
What you need to know about Generative AI and Data Management?
 
Mastering Data Compliance in a Dynamic Business Landscape
Mastering Data Compliance in a Dynamic Business LandscapeMastering Data Compliance in a Dynamic Business Landscape
Mastering Data Compliance in a Dynamic Business Landscape
 
Denodo Partner Connect: Business Value Demo with Denodo Demo Lite
Denodo Partner Connect: Business Value Demo with Denodo Demo LiteDenodo Partner Connect: Business Value Demo with Denodo Demo Lite
Denodo Partner Connect: Business Value Demo with Denodo Demo Lite
 
Expert Panel: Overcoming Challenges with Distributed Data to Maximize Busines...
Expert Panel: Overcoming Challenges with Distributed Data to Maximize Busines...Expert Panel: Overcoming Challenges with Distributed Data to Maximize Busines...
Expert Panel: Overcoming Challenges with Distributed Data to Maximize Busines...
 
Drive Data Privacy Regulatory Compliance
Drive Data Privacy Regulatory ComplianceDrive Data Privacy Regulatory Compliance
Drive Data Privacy Regulatory Compliance
 
Знакомство с виртуализацией данных для профессионалов в области данных
Знакомство с виртуализацией данных для профессионалов в области данныхЗнакомство с виртуализацией данных для профессионалов в области данных
Знакомство с виртуализацией данных для профессионалов в области данных
 
Data Democratization: A Secret Sauce to Say Goodbye to Data Fragmentation
Data Democratization: A Secret Sauce to Say Goodbye to Data FragmentationData Democratization: A Secret Sauce to Say Goodbye to Data Fragmentation
Data Democratization: A Secret Sauce to Say Goodbye to Data Fragmentation
 
Denodo Partner Connect - Technical Webinar - Ask Me Anything
Denodo Partner Connect - Technical Webinar - Ask Me AnythingDenodo Partner Connect - Technical Webinar - Ask Me Anything
Denodo Partner Connect - Technical Webinar - Ask Me Anything
 
Lunch and Learn ANZ: Key Takeaways for 2023!
Lunch and Learn ANZ: Key Takeaways for 2023!Lunch and Learn ANZ: Key Takeaways for 2023!
Lunch and Learn ANZ: Key Takeaways for 2023!
 
It’s a Wrap! 2023 – A Groundbreaking Year for AI and The Way Forward
It’s a Wrap! 2023 – A Groundbreaking Year for AI and The Way ForwardIt’s a Wrap! 2023 – A Groundbreaking Year for AI and The Way Forward
It’s a Wrap! 2023 – A Groundbreaking Year for AI and The Way Forward
 
Quels sont les facteurs-clés de succès pour appliquer au mieux le RGPD à votr...
Quels sont les facteurs-clés de succès pour appliquer au mieux le RGPD à votr...Quels sont les facteurs-clés de succès pour appliquer au mieux le RGPD à votr...
Quels sont les facteurs-clés de succès pour appliquer au mieux le RGPD à votr...
 
Lunch and Learn ANZ: Achieving Self-Service Analytics with a Governed Data Se...
Lunch and Learn ANZ: Achieving Self-Service Analytics with a Governed Data Se...Lunch and Learn ANZ: Achieving Self-Service Analytics with a Governed Data Se...
Lunch and Learn ANZ: Achieving Self-Service Analytics with a Governed Data Se...
 
How to Build Your Data Marketplace with Data Virtualization?
How to Build Your Data Marketplace with Data Virtualization?How to Build Your Data Marketplace with Data Virtualization?
How to Build Your Data Marketplace with Data Virtualization?
 
Webinar #2 - Transforming Challenges into Opportunities for Credit Unions
Webinar #2 - Transforming Challenges into Opportunities for Credit UnionsWebinar #2 - Transforming Challenges into Opportunities for Credit Unions
Webinar #2 - Transforming Challenges into Opportunities for Credit Unions
 
Enabling Data Catalog users with advanced usability
Enabling Data Catalog users with advanced usabilityEnabling Data Catalog users with advanced usability
Enabling Data Catalog users with advanced usability
 
Denodo Partner Connect: Technical Webinar - Architect Associate Certification...
Denodo Partner Connect: Technical Webinar - Architect Associate Certification...Denodo Partner Connect: Technical Webinar - Architect Associate Certification...
Denodo Partner Connect: Technical Webinar - Architect Associate Certification...
 
GenAI y el futuro de la gestión de datos: mitos y realidades
GenAI y el futuro de la gestión de datos: mitos y realidadesGenAI y el futuro de la gestión de datos: mitos y realidades
GenAI y el futuro de la gestión de datos: mitos y realidades
 

Dernier

Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts ServiceCall Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
9953056974 Low Rate Call Girls In Saket, Delhi NCR
 
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night StandCall Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
amitlee9823
 
Just Call Vip call girls Erode Escorts ☎️9352988975 Two shot with one girl (E...
Just Call Vip call girls Erode Escorts ☎️9352988975 Two shot with one girl (E...Just Call Vip call girls Erode Escorts ☎️9352988975 Two shot with one girl (E...
Just Call Vip call girls Erode Escorts ☎️9352988975 Two shot with one girl (E...
gajnagarg
 
➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men 🔝Mathura🔝 Escorts...
➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men  🔝Mathura🔝   Escorts...➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men  🔝Mathura🔝   Escorts...
➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men 🔝Mathura🔝 Escorts...
amitlee9823
 
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
amitlee9823
 
➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Esc...
➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men  🔝Bangalore🔝   Esc...➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men  🔝Bangalore🔝   Esc...
➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Esc...
amitlee9823
 
Just Call Vip call girls kakinada Escorts ☎️9352988975 Two shot with one girl...
Just Call Vip call girls kakinada Escorts ☎️9352988975 Two shot with one girl...Just Call Vip call girls kakinada Escorts ☎️9352988975 Two shot with one girl...
Just Call Vip call girls kakinada Escorts ☎️9352988975 Two shot with one girl...
gajnagarg
 
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
amitlee9823
 
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service BangaloreCall Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
amitlee9823
 
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night StandCall Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
amitlee9823
 
Just Call Vip call girls roorkee Escorts ☎️9352988975 Two shot with one girl ...
Just Call Vip call girls roorkee Escorts ☎️9352988975 Two shot with one girl ...Just Call Vip call girls roorkee Escorts ☎️9352988975 Two shot with one girl ...
Just Call Vip call girls roorkee Escorts ☎️9352988975 Two shot with one girl ...
gajnagarg
 
➥🔝 7737669865 🔝▻ Sambalpur Call-girls in Women Seeking Men 🔝Sambalpur🔝 Esc...
➥🔝 7737669865 🔝▻ Sambalpur Call-girls in Women Seeking Men  🔝Sambalpur🔝   Esc...➥🔝 7737669865 🔝▻ Sambalpur Call-girls in Women Seeking Men  🔝Sambalpur🔝   Esc...
➥🔝 7737669865 🔝▻ Sambalpur Call-girls in Women Seeking Men 🔝Sambalpur🔝 Esc...
amitlee9823
 
CHEAP Call Girls in Rabindra Nagar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Rabindra Nagar  (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Rabindra Nagar  (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Rabindra Nagar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
9953056974 Low Rate Call Girls In Saket, Delhi NCR
 
➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men 🔝Dindigul🔝 Escor...
➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men  🔝Dindigul🔝   Escor...➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men  🔝Dindigul🔝   Escor...
➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men 🔝Dindigul🔝 Escor...
amitlee9823
 
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
amitlee9823
 
Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...
Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...
Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...
gajnagarg
 

Dernier (20)

Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts ServiceCall Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
Call Girls In Shalimar Bagh ( Delhi) 9953330565 Escorts Service
 
(NEHA) Call Girls Katra Call Now 8617697112 Katra Escorts 24x7
(NEHA) Call Girls Katra Call Now 8617697112 Katra Escorts 24x7(NEHA) Call Girls Katra Call Now 8617697112 Katra Escorts 24x7
(NEHA) Call Girls Katra Call Now 8617697112 Katra Escorts 24x7
 
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night StandCall Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Hsr Layout ☎ 7737669865 🥵 Book Your One night Stand
 
Just Call Vip call girls Erode Escorts ☎️9352988975 Two shot with one girl (E...
Just Call Vip call girls Erode Escorts ☎️9352988975 Two shot with one girl (E...Just Call Vip call girls Erode Escorts ☎️9352988975 Two shot with one girl (E...
Just Call Vip call girls Erode Escorts ☎️9352988975 Two shot with one girl (E...
 
➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men 🔝Mathura🔝 Escorts...
➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men  🔝Mathura🔝   Escorts...➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men  🔝Mathura🔝   Escorts...
➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men 🔝Mathura🔝 Escorts...
 
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
 
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
 
➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Esc...
➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men  🔝Bangalore🔝   Esc...➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men  🔝Bangalore🔝   Esc...
➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Esc...
 
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...
 
Detecting Credit Card Fraud: A Machine Learning Approach
Detecting Credit Card Fraud: A Machine Learning ApproachDetecting Credit Card Fraud: A Machine Learning Approach
Detecting Credit Card Fraud: A Machine Learning Approach
 
Just Call Vip call girls kakinada Escorts ☎️9352988975 Two shot with one girl...
Just Call Vip call girls kakinada Escorts ☎️9352988975 Two shot with one girl...Just Call Vip call girls kakinada Escorts ☎️9352988975 Two shot with one girl...
Just Call Vip call girls kakinada Escorts ☎️9352988975 Two shot with one girl...
 
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
 
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service BangaloreCall Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
 
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night StandCall Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
 
Just Call Vip call girls roorkee Escorts ☎️9352988975 Two shot with one girl ...
Just Call Vip call girls roorkee Escorts ☎️9352988975 Two shot with one girl ...Just Call Vip call girls roorkee Escorts ☎️9352988975 Two shot with one girl ...
Just Call Vip call girls roorkee Escorts ☎️9352988975 Two shot with one girl ...
 
➥🔝 7737669865 🔝▻ Sambalpur Call-girls in Women Seeking Men 🔝Sambalpur🔝 Esc...
➥🔝 7737669865 🔝▻ Sambalpur Call-girls in Women Seeking Men  🔝Sambalpur🔝   Esc...➥🔝 7737669865 🔝▻ Sambalpur Call-girls in Women Seeking Men  🔝Sambalpur🔝   Esc...
➥🔝 7737669865 🔝▻ Sambalpur Call-girls in Women Seeking Men 🔝Sambalpur🔝 Esc...
 
CHEAP Call Girls in Rabindra Nagar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Rabindra Nagar  (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Rabindra Nagar  (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Rabindra Nagar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
 
➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men 🔝Dindigul🔝 Escor...
➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men  🔝Dindigul🔝   Escor...➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men  🔝Dindigul🔝   Escor...
➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men 🔝Dindigul🔝 Escor...
 
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
 
Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...
Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...
Just Call Vip call girls Bellary Escorts ☎️9352988975 Two shot with one girl ...
 

Role of Unified AI and ML in Cloud Technologies. Which Cloud Service Provider Better Supports Data Science?

  • 1.
  • 2. Role of Unified AI and ML in Cloud Technologies. Which Cloud Service Provider Better Supports Data Science? Adnan Masood, PhD. Chief AI Architect, UST
  • 3. Confidential and Proprietary. © 2021 UST 3 UST introduction Vision Fast facts 1999 Founded 26,000+ Americas, Europe, Asia-Pacific 42 Geographic Focus Operating Centers Employees Industries covered • Financial Services • Retail and CPG • Tech Media and Telco • Healthcare • Manufacturing • Logistics and Transportation • Energy and Utilities Digital leader focusing on tangible outcomes through meaningful innovation Transforming lives Mission Value adds Vested in our clients’ success: Commitment beyond contract, measuring our success based on the tangible results we achieve for our clients Solutioning excellence: Global network of partners, Innovation Centers and CoEs that add meaningful value, creating and deploying solutions that have direct business impact Talent and delivery excellence Scaling at speed with hand picked right talent and exceeding expectations in delivery with a governance model to aim at before time delivery Capabilities and solutions Cybersecurity IT strategy and execution Customer experience and agile Data and analytics Innovation and emerging solutions Human-centered approach based on empathy, followed by digital design Intelligent automation Agile Transformation along with distributed Prod Dev and QA Data Engineering Services from Ingestion to Consumption Industry Experience with Distributed Processing systems like Spark AI powered business use cases in FS domain Accelerated threat detection and automated remediation Alert enrichment and incident prioritization, minimizing false positives Incident management bot for autonomic healing AI powered application analysis and mapping tools Tools to assess and optimize efficiency Methodology and tools for Cloud Native rapid application delivery Accelerators, platforms and digital product design for new products/ services Innovation Pods for rapid and repeatable innovation Emerging technologies (DLT, QC, VR/AR) to address business needs 35 Delivery Centers 7 Innovation Centers UST MultiCloud Manager
  • 4. 4 Dr. Adnan Masood Adnan Masood, Ph.D. - Chief AI Architect at UST. visiting Scholar at Stanford University, and Microsoft Regional Director, and MVP (Most Valuable Professional) for AI. Confidential and Proprietary. © 2021 UST Global Inc
  • 5. 5
  • 7. 7
  • 8. 8
  • 9. 9
  • 10. 10
  • 11. 11
  • 12. 12
  • 13. 13
  • 14. 14 And the Oscar goes to .. • If your data and compute resides in the cloud, it would make way more sense to use the automated machine learning offered by that specific cloud provider for all practical purposes. If you have a hybrid model, try to keep your automated machine learning compute close to data you plan to use, wherever it reside • Generally speaking, cloud compute and storage resources for automated machine learning can get expensive quickly , providing you are working with large models and doing multiple simultaneous experiments. If you have compute resources and data available in an on-prem scenario, that could be an ideal playground without increasing your hyperscaler’s bill. • This however comes with the responsibility of setting up the infrastructure and do the setup for an on-prem toolkit. So if cost is not a major concern and you want to quickly explore what automated machine learning can do for you, cloud based toolkits would make an ideal companion • Your relationship with your cloud provider is important, you might be also be able multi-service discounts.
  • 15. © Copyright Denodo Technologies. All rights reserved Unless otherwise specified, no part of this PDF file may be reproduced or utilized in any for or by any means, electronic or mechanical, including photocopying and microfilm, without prior the written authorization from Denodo Technologies.