Transcript Big Data
Трансформация университетских программ IBM
Сергей Белов
22.12.2016
We Немного
IBM at a glance
Год основания
фактов о компанииfor enterprise clients through integrated
solutions that
leverage innovative IT and deep business insights
1911
В России с
Ведет операции в 170
1974
countries
430,000 сотрудников из которых
3000 работает в IBM Research,
включая 5 нобелевских лауреатов
Мировой лидер по количеству патентов в течении последних 20 лет
2
70 лет сотрудничества с университетами
1951: PhD
Fellowship
Program
launched
1945: IBM
Research born in
cooperation w/
Columbia
University
2002: Virtual
Computing Lab
Initiative ( VCL )
created at NC
State
1983:
Faculty
Award
Program
launched
1990: First Center
For Advanced
Studies ( CAS )
opens in Toronto
CA
1997: First ACM
Inter Collegiate
Programming
Contest
sponsored by
IBM
2016: IBM
Skills Academy
Global Launch
1985: Shared
University
Research
(SUR )
Program
launched
2003: IBM and leading
universities pioneer
the discipline of
Services Science,
Management &
Engineering ( SSME )
2014: IBM
Africa Skills
Initiative
2004: Launch of the
Academic Initiative (
AI ) providing free
IBM SW to the
academic
community
2006: Open
Collaborative
Research ( OCR )
award program
launched
2016: IBM
Academic
Initiative 2.0 in
partnership
with Kivuto
Меняется мир и мы вместе с ним
Big Data
Mobile
Social
90%
1billion (plus)
81%
of the data created in the
last two years alone.
Cloud
(plus) smart devices
shipped in 2013 alone.
Internet of Things
of customers depend on social
sites for purchasing advice.
API Economy
Global
m-commerce
sales were
62%
50billion
85billion
of total workloads will be in the
cloud by 2016.
devices connected to the
internet by 2020.
in 2013 and forecast to rise to $120
billion by 2015 and an estimated $1
trillion by 2017
Millennials: новые вызовы для образования
Университетам нужно адаптироваться к технологическим изменениям
Быть современными
Современный контент
отражающий
технологические изменения
Новые подходы к
образованию связанные с
новыми технологическими
возможностями
Карьерные возможности
Требования к
выпускникам становятся
все более серьезными
IBM Academic Initiative
From IBM +
ibm.onthehub.com
Индустриальные технологии в образовании
для формирования необходимых навыков
Доступ к технологиям и решениям IBM
Cвободный доступ или дискаунт для университетов
Русурсы для on-line обучения
Доступ через облако к лабораторным работам
Новые ресурсы связанные с технологическими
изменениями
ibm.onthehub.com
Быстрый доступ
к технолониям и
решения IBM
http://onthehub.com/ibm/
Найти свой университет или получить персональный доступ к IBM
Academic Initiative Store
ИЛИ
Возможность кастомизации портала для
ведущих университетов
ibm.onthehub.com
Доступ к линейкам продуктов в рамках
для преподавателей университетов
ibm.onthehub.com
Millennials World-class Program
Career-based
Education
IBM Copyright 2016
A World-class Skills Development Program
Designed for next generation millennial students
Content Currency
New Learning Ways
Market Placement
Content provided by an industry leader, validated
by educators and industry partners; adopted by
hundreds of academic institutions globally.
A world-class personalized learning experience,
empowered by the latest technologies: Cloud,
MOOCs, nanodegress, BYOD, and Analytics.
Education to Employment worldwide best
practices, working with IBM Partners, Customers
and the industry-best recruitment platforms.
Research HOT SKILLS
50 hours per career
Research LEARNING TECHNOLOGIES
Anytime, Anywhere
Research JOBS MARKET
Career Support
Academic Network
60% hands-on labs
Digital Experience
Any Device Learning
Internships
IBM.COM/Jobs
Academic curricula
Open Source
E-learning
Cloud Sandbox
Open Badges
Corporate Network
Curriculum Support
Industry Standards
Tracking Analytics
Support Community
Enterprise Solutions
Online Exams
Train the Trainers
SPS
S
Global recognition
Months
12 Updated every year
Content Currency
Content validated by educators and industry leaders
Content Currency
Content provided by an industry leader, validated
by educators and industry partners; adopted by
hundreds of academic institutions globally.
Research HOT SKILLS
50 hours per career
Academic Network
60% hands-on labs
Academic curricula
Open Source
Curriculum Support
Industry Standards
Train the Trainers
SPS
S
Global recognition
Months
Enterprise Solutions
12 Updated every year
Career Paths aligned with Global Demand
Extensive market research integrating IT Careers in High Demand with IBM Key Offerings
Data Warehouse
Developer
Security
Intelligence
Big Data Developer
Mobile Application
Business Process
Developer
Analyst
Cognitive Computing
Mobile Application
Business Process
Analyst
Administrator
Developer
Business
Intelligence
Cloud Application
Marketing Campaign
Developer
Coordinator
Analyst
Application Security
Analyst
Analyst
Cloud Solution
Predictive Analytics
Administrator
Cloud Enterprise
Analyst
Developer
Omni-channel
Supply
Chain Coordinator
Key Skills
Uncover hidden data
Big
Data
Developer
Big Data Developers can integrate
medical data from hospital databases
around the world, and help: Predict
epidemics, cure disease, improve
quality of life and avoid preventable
deaths
Big Data
Big Data
Big Data Developer
Currently, 16,000 hospitals worldwide collect patient data and the average hospital is estimated to produce 665 TB of data in one year. This
medical data integrates healthcare databases around the world, optimized to predict epidemics, cure disease, improve quality of life and
avoid penetrable deaths. The advent of data in the healthcare industry will revolutionize patient care, health services and research
communication globally.
Career Path
Skills
Module I - Data Management Overview
• Data Overview, Industry Applications, Case Studies
• Understanding Big Data
Analytics, Application
Development, Big Data,
Big SQL, IBM BigInsights,
BigSheets, Clustered
Base Tables, Data
Distribution, Databases,
HBase, HDFS, Hadoop,
Hive, IBM GPFS, IBM
PDA, IBM Watson
Explorer, IBM InfoSphere
Streams, MapReduce,
Materialized Views,
NZLOAD, NoSQL,
Optimizer, PureData
System, Query Plans,
Schemas, Statistics,
Stored Procedures, Text
Analytics, Zone Maps
Module II – Big Data Foundations
• Hadoop architecture and administration
• Big Data platform and data governance
Module III – Big Data Developer
• Big Data architecture
• Storing and processing data with Hadoop
• Creating data using HDFS and GPFS
• Data distribution and storage with MapReduce
• Hadoop Query languages (Pig, Hive, Jaql)
• Distributed storage system with Hbase and NoSQL
• Queries using BigSQL
• BigSheets analytics tool
• Analyze structured and unstructured data with text analytics
• Application Development Lifecycle
Open Badges
EXPLORER
AWARD
MASTERY
AWARD
2016-2017
2016-2017
Associated Job Roles
Business Intelligence Analyst
People spend 30% of their time and income on daily commutes. Public transportation agencies are challenged to find ways to increase
convenience, improve the travel experience and lower costs. Business analytics uses real-time data to anticipate and control congestions,
helping traffic systems flow smoothly.
Career Path
Module I – Analytics Overview
• Business Analytics Overview, Trends, Case Studies
• Understanding Business Intelligence and Analytics
Module II – Business Analytics Foundations
• Business Intelligence Overview
• Reports and Metadata models
Module III – Business Intelligence Analyst
• Introduction of Reporting Application
• List Reports and Crosstab Reports
• Advanced data filter
• Data graphics (charts, numerals, visualization)
• Parameters and prompts
• Query models and relationships (using SQL)
• Advanced dynamic reports
• Data sorting using effective prompts
• Report distribution through Bursting
• Data user interaction with HTML
• Structures and unstructured data
Skills
Advanced Data Filter,
Bursting Reports, Creating
Reports, Crosstab
Reports, Data Graphics,
Data Sorting, Drill-through
Reports, Dynamic
Reports, Focusing Data In
Reports, Formatting
Reports, HTML,
Navigating Reports,
Prompted Report
Parameters, Query
Modes, Relationship
Queries, Report
Distribution, Report
Values, Reporting,
Reporting Application,
SQL, Structured Data,
Unstructured Data
Open Badges
EXPLORER
AWARD
MASTERY
AWARD
2016-2017
2016-2017
Associated Job Roles
Predictive Analytics Modeler
People spend 30% of their time and income on daily commutes. Public transportation agencies are challenged to find ways to increase
convenience, improve the travel experience and lower costs. Business analytics uses real-time data to anticipate and control congestions,
helping traffic systems flow smoothly.
Career Path
Module I – Analytics Overview
• Business Analytics Overview, Trends, Case Studies
• Understanding Business Intelligence and Analytics
Module II – Business Analytics Foundations
• Introduction to Data Mining CRISP-DM
Module III – Predictive Analytics Modeler
• Nodes and streams
• Initial data mining, storage and field measurement
• Understanding the data (valid and invalid values)
• Integrating data (methods, options, merging, and sampling)
• Deriving and reclassifying fields (CLEM)
• Looking for relationships (matrix, distribution, means, histogram,
statistics and plot)
• Functions (conversion, string, and statistical)
• Data transformation
• Statistical. graphical and sample nodes
• Automated data mining and modeling
• Predictive models and customer segmentation
Skills
Automated Data Mining,
CLEM For Data
Analytics, Customer
Segmentation Analytics,
Data Analysis, Data
Collection, Data
Integration, Data Mining,
Data Modelling, Data
Plotting, Data
Preparation, Data
Relationships, Data
Stream Analytics, Data
Transformation,
Histogram Configuration,
Modeling Nodes,
Predictive Analytics
Modeler, SPSS Modeler
Open Badges
EXPLORER
AWARD
MASTERY
AWARD
2016-2017
2016-2017
Associated Job Roles
Mobile Application Developer
Did you know that a mobile app could solve a city’s traffic, water, and health problems? Not just that, an app can educate children with
disabilities, change a diabetic’s life, and even help eradicate cancer.
Career Path
Module I – Mobile Computing Overview
• Mobile Overview, Trends, Mobile Enterprise, Case Studies
• Understanding Mobile Computing
Module II – Mobile Application Foundations
• Roadmap to Mobile Web Development
• Introduction to HTML5 and JavaScript programming
• Developing Mobile Web applications with Dojo Mobile
• Developing Mobile Web applications with jQuery
Module III – Mobile Application Developer
• Mobile application design types
• Develop a mobile app to run on Android or iOS platforms
• Use client-side APIs for cross-platform portability
• Mobile Frameworks: Dojo and jQuery Mobile, Sencha Touch UI
• Use Apache Cordova framework to access native functions.
• Mobile Enterprise: Use IBM MobileFirst server-side APIs for backend integration
• Secure a mobile application using authentication techniques.
• Manage updates and versions
Skills
Mobile Application
Security, Mobile
Application Development,
UX - User Interface
Design, Android SDK,
Android ADT, Android
SDK, Android AVD, IBM
Bluemix, CSS, Cloud,
Cloud Computing, Cloud
Foundry, Data Services,
DevOp Services, Eclipse,
Functional Security,
HTML5, IaaS, JSON,
JavaScript, Liberty Profile,
Node.js, PaaS, REST
Architecture, SaaS, iOS,
jQuery Mobile, Sencha
Touch UI, Apache
Cordoba
Open Badges
EXPLORER
AWARD
MASTERY
AWARD
2016-2017
2016-2017
Associated Job Roles
New Technologies: Reshaping Industries & Frontiers
Open Source, Open Standards, Industry Standards, Enterprise Software
Open Source & Standards
Content provided by an industry leader, validated
by educators and industry partners; adopted by
hundreds of academic institutions globally.
New Learning Ways
A world-class personalized learning experience
New Learning Ways
A world-class personalized learning experience,
empowered by the latest technologies: Cloud,
MOOCs, nanodegress, BYOD, and Analytics.
Research LEARNING TECHNOLOGIES
Anytime, Anywhere
Digital Experience
Any Device Learning
E-learning
Cloud Sandbox
Tracking Analytics
Support Community
Online Exams
New Learning Ways: MOOCs & E-Learning
A world-class personalized digital learning experience based on IBM’s top learning solutions
Regionalization
New Learning Ways: Cloud Virtual Laboratory
A world-class personalized digital learning experience based on IBM’s top learning solutions
New Learning Ways: Cloud Virtual Laboratory
Virtual Computing Lab: SaaS, NREN, On-premises
On-campus
National
Research
Network
Public
Network
New Learning Ways: Cloud Virtual Laboratory
Virtual Computing Lab: SaaS, NREN, On-premises
Business Process
Cloud Solution
Cloud Application
Cloud Enterprise
Analyst
Administrator
Developer
Developer
Business Process
Mobile Application
Mobile Application
Developer
Developer
Administrator
Cognitive
Computing Analyst
Big Data Developer
Business
Intelligence
Application Security
Marketing
Campaign
Analyst
Analyst
Data Warehouse
Predictive Analytics
Developer
Analyst
Security
Intelligence
Analyst
IBM Virtual Labs
Coordinator
Omni-channel
Supply Chain
Coordinator
Market Placement
Education to Employment worldwide best practices
Acclaim partners with the organizations that issue
recognition, the people who earn it, and the employers
who hire them.
Market Placement
Education to Employment worldwide best
practices, working with IBM Partners, Customers
and the industry-best recruitment platforms.
Research JOBS MARKET
Career Support
Internships
IBM.COM/Jobs
Open Badges
Corporate Network
IBM Badging with Pearson VUE
XA Open Badges
EXPLORER
AWARD
2016
MASTERY
AWARD
Pre-requisites
Pre-requisites
INSTRUCTOR
AWARD
2016
2016-2017
INVENTOR
AWARD
2016-2018
Pre-requisites
Pre-requisites
N/A
Explorer’s Award Badge
Explorer’s Award Badge
Instructor’s Award Badge
Teachers
Teachers
Teachers
Teachers
•
•
•
•
•
•
Acredit the content of the
career path in a university
course
•
Or contribute with the
development, translation, review
of the IBM course material.
Attend the teachers’ workshop
Passed the practice test
Pass the IBM proctored exam
Students
Students
•
•
•
Attend university course
Passed the practice test
Pass the IBM proctored exam
Teach 15 university students
60 % Students pass practice test
-----
Professionals
Professionals
Professionals
•
•
•
•
•
Complete training session
Passed the practice test
Pass the IBM proctored exam
Co-teach with an Instructor
70% possitive survey feedback
Portal Badges Landing Page
IBM Open Badges
СПАСИБО