Building Tomorrow

CyberFlex

Data Science and Data Mining

Machine Leaning

Intelligent Systems

Advanced Data Visualization

Integration

Consulting and Support

DATA SCIENCE AND DATA MINING

"Data Science is the EXTRACTION OF

KNOWLEDGE from large volumes of

data that are structured or unstruc-

tured, which is a continuation of the

field DATA MINING and PREDICTIVE

ANALYTICS, also known as knowledge

discovery and data mining (KDD).

"Unstructured data" can include

emails, videos, photos, social media,

and other user-generated content. Da-

ta science often REQUIRES SORTING

through a great amount of information

and WRITING ALGORITHMS to EX-

TRACT INSIGHTS FROM this DATA...

Data Lifecycle

We will assist you through our expert

guidelines and industry recognized

processes to achieve maximum data

value. The end result is a system that

will continue to be invaluable in your

companies future

Wisdom

Knowledge

Information

Data

W

•Applied Knowledge

•The ability to influence the situation in the most positive and effective way

K

•Organized Information

•Answers questions of business interest, particularly, how the situation would change if we made some decision; knowledge is the power to project the impact of business choices.

I

•Linked Elements

•Models of the variables of interest to the enterprise. It doesn't answer business questions but it gives us "situational awareness" of the enterprise. It tells us the state of things.

D

•Discrete Elements

•The raw materials of data science. Data usually doesn't directly model the things we want. Instead, it's the stuff we can directly observe. But those observations can be combined to model the things we want.

Understanding, interpretation, and Predictive Knowledge

Theories, Concept Frameworks, Axioms, Facts

Sentences, Equations, Concepts, Models of Interest

Words, Numbers, Codes, tables, Databases

Incr

easi

ng

Bu

sin

ess

Val

ue

Data Science and Mining value Chain Our job is to provide the services, tools and methods to help you move data through your unique

DIKW pyramid and in that process, realize the data's latent value .

Our end result is to assist you in achieving a flexible and proactive business that learns and reacts on

the data that it produces from day to day and is more profitable and competitive in the marketplace

Planning and preparation - What is the data that you need to collect, where is it

available from, how much will it cost and is it cost effective.

Collecting and processing - How is the data stored. Paper or computer files, what

formats are the files in and should be cleaned or preprocessed before it is stored,

How is it indexed and how easily is the metadata accessible. What type and data

science analytical methods to apply if required.

Analyzing and summarizing - A high level view of your data summarizing how

much data has been modified during the cleaning process and how much pro-

cessing has been done plus a few relevant charts so that data status can be validated

Representing and communicating - How is the data presented in reports and graphs

and how relevant is the output to the users for maximum understanding and are

the users sharing the information with external parties for re-use.

Implementing and managing - Implement the final system with a relevant integra-

tion strategy to realize maximum feedback and benefit to your business.

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Artificial neural networks with deep learning.

Genetic algorithms.

Decision trees.

Nearest neighbor method.

Rule induction.

Data visualization.

Machine Learning and Analysis

Technology at work for you

CONNECTING YOUR BUSINESS TO THE TECHNOLOGY YOU NEED

Artificial neural networks with deep learning: Non-linear predictive models that learn through train-

ing and resemble biological neural networks in structure.

Genetic algorithms: Optimization techniques that use processes such as genetic combination, muta-

tion, and natural selection in a design based on the concepts of natural selection in a design based on

the concepts of natural evolution.

Decision trees: Tree-shaped structures that represent sets of decisions. These decisions generate

rules for the classification of a dataset. Specific decision tree methods include Classification and Re-

gression Trees (CART) and Chi Square Automatic Interaction Detection (CHAID) . CART and CHAID are

decision tree techniques used for classification of a dataset. They provide a set of rules that you can

apply to a new (unclassified) dataset to predict which records will have a given outcome.

Nearest neighbor method: A technique that classifies each record in a dataset based on a combina-

tion of the classes of the k record(s) most similar to it in a historical dataset .Sometimes called the k-

nearest neighbor technique.

Rule induction: The extraction of useful if-then rules from data based on statistical significance.

Data visualization: The visual interpretation of complex relationships in multidimensional data.

Graphics tools are used to illustrate data relationships.

Customized solutions for your specific

business needs

TECHNOLOGY CONSULTING PROVIDES A TOTAL END TO END SOLU-

TION.

Intelligent Custom Systems

All systems are designed with new levels of intelligence that is available with the advent of big data

and internet connected systems.

Data Validation is now done with additional rules such as validation against external and internal data

sets. E.g.. Google maps for address validation, Autocomplete against specific data dictionaries. etc.

The intelligence in the systems is designed to make your use of the system easier and to minimize

user error.

We will advise and design the intelligence in to your new systems with your guidance and require-

ments.

All systems are designed around single page application web philosophy and thus the client systems

do not need any client software installed other than a modern web browser.

Intelligent Custom Systems

Web based technologies and can be deployed

on an internet hosted or premised hosted

environments.

Secure technologies prevents security intru-

sions

Full authorizations offered in applications

where required.

Advanced data visualization and reporting

where required.

Scalable systems that can be scaled from a

couple to thousands of users

Hosting advisory service available where no

hosting standards have been defined

Advanced DATA visualization

KPI’s

Industry standard performance management reports for the classical requirements

Dashboards

Advanced representation of the data in graphs and figures where the users knows what information

they are looking at and needs the information in summary.

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Infographic

Presenting data in a singular sheet in such a way that the data does convey a story and does not

necessarily require the viewer to be knowledgeable of the data being represented in order for it to

make sense. It is an extremely effective and attractive way to disseminate information.

Advanced data graphs

Advanced data graphing capabilities are available where data can be display in a real-time basis as

well as complex data representation where data is animated over a time period where the true im-

pact versus time can be seen. Also very complex pipeline process graphing is available where the flow

and real-time status of various processes can be seen and compared in a single graph.

Advanced reporting

Much like traditional reporting and KPI’s however interpretation of the information is improved

through various techniques such as inline graphing and mini-graphs in tables to increase real impact

and visibility of your data

KPI’s.

Dashboards.

Infographics.

Advanced DATA graphing

Advanced reporting

Advanced DATA visualization

The most important output of any information system is how the data is represented for interpreta-

tion. There are various ways to achieve presentation of data but we do take great care in discussing

with you your requirement and will make our recommendation based on actual use and experience

for the best possible outcome.

Integration

Open source ETL and ESP systems are

available as well as custom systems.

Integration Solutions.

As a basis for our Data Mining and other system integration services where more than one system

needs to share and exchange data we do offer the following integration services.

ETL - Extract Transform Load

Retrieving data from external data storage or transmission sources

Transforming data into an understandable format, where data is typically stored together with an

error detection and correction code to meet operational needs

Transmitting and loading data to the receiving end

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Pentaho Kettle

Mulesoft

Custom integration based on Data Mining and trans-

formation principles.

REST - Web Services

ESB - Enterprise Service Bus

An enterprise service bus (ESB) is an integrated platform that provides fundamental interaction and

communication services for complex software applications via an event driven and standards-based

messaging engine, or bus, built with middleware infrastructure product technologies. The ESB

platform is geared toward isolating the link between a service and transport channel and is used to

fulfill service-oriented architecture (SOA) requirements.

Custom Where the integration rules are to complex or exotic and the data sources not a traditional computer

system or there is too much transformation that needs to be applied to an interface we do offer

custom development of such interfaces.

Traditionally this would include interfaces where data needs to be lifted from PDF documents or

extensive data validation need to be done or data cleansing operations needs to happen real time.

Rest - Web services gateway

REST is a newer technology derived from web technologies where data is requested and transmitted

on a real-time bases between system.

This overcomes the issues of waiting for interfaces to execute as the system will request the data at

the time of processing and it is delivered real-time from the requested application to the requestor.

It is extensively used in all modern systems however in most cases it needs to be specifically devel-

oped for bot source and target systems. It is also available as an ESB component in the mulesoft pack-

age.

If you do have queries and we are unable to fulfill your requirement

we are able to source assistance through our internationally connect-

ed network of experts and partners to assist you to the level of your

expectation.

We do have experts available in the various disciplines as well as

supplier backing when it comes to large projects.

CONSULTING

SUPPORT

17 Ruby Corner, Falls Road Featherbrook, Krugersdorp

Gauteng, South Africa Web: www.cyberflex.io

Email: info@cyberflex.io Contact: Norman Faught Cell: (+27) 71 886 8544

Building Tomorrow

CyberFlex

Costs

In order to minimize costs to you we do rely heavily on open source

systems however if open source systems does not fit in with your

companies philosophy then commercially supported on systems are

also available.

Products and Partnerships

We primarily use products and partners that are internationally rec-

ognized as the best in their respective fields.