Data science, A Perspective

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A perspective on why organizations need to move towards adapting advanced data sciences in every aspect of the business. Data science is a necessity than a luxury.

Data & Analytics

“AI won’t replace managers, but managers who
use AI will replace those who don’t”
(Erik Brynjolfsson and Andrew Mcafee)

OLD DATA
SCIENCE?
KPI,s
Monitoring
People
Process
SIMPLE
PERFECT
WORKING!

IS EVOLVING
Monitor Calculate Validate
Predict Discover Learn
DATA SCIENCE

OR
COMMUNICATION PRESENCE
ACTIVITY STATE

OUR JOURNEY … AND OUR
CUSTOMERS
JOURNEY…
….OUR TOOLS OF
CONVENIENCE

PREDICT RECOMMEND CLASSIFY ASSOCIATE
AUTOMATE SCORE
TRANSFORM ESTIMATE DIAGNOSE
FORECASTIDENTIFY
TO…
AUGMENT
. . .

BY USING TRANSFORMATIONAL TECHNOLOGIES
CHEAP STORAGE:
AKA: CLOUD
COMPUTING POWER
AKA: SERVERLESS
COMPUTING
POWERFUL CPUS
EASY DATA COLLECTION
AKA: SMART DEVICES &
DIGITIZATION

HUMAN JUDGEMENT CAN USE DATA SCIENCE
Reduce Risk
Increase
Probability

TO TUNE THE EXPERIENCE
NEEDS OF
CUSTOMER
CLARITYCONTEXTDATA
SCIENCE
CREATIVE
FULFILLMENT

MARKETING
SUPPORT
AT EVERY
STEP
FINANCE
SALES
SUPPLY
CHAIN
LEGAL
PRODUCT
HUMAN
RESOURCES

“Important shift from a mobile first world
to an AI first world”
Google CEO Sundar Pichai, Google I/O 2017
Source: https://venturebeat.com/2017/05/18/ai-weekly-google-shifts-from-mobile-fir

Designing Business
with ML and AI in
mind is different

It’s not a
technology
shift
It’s a culture shift

THE DATA JOURNEY
Data and
Insights
First
Prediction
with Data
First
ML First AI First
Silos/Functions Integrated

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Face is a complex multidimensional visual model and developing a computational model for face recognition is difficult. The paper presents a methodology for face recognition based on information theory approach of coding and decoding the face image. The goal is to implement the system model for a particular face and distinguish it from a large number of stored faces with some real-time variations as well. The Eigenface approach uses Principal Component Analysis PCA algorithm for the recognition of the images. It gives us efficient way to find the lower dimensional space. In todays world, face recognition is an important part for the purpose of security and surveillance. Hence there is a need for an efficient and cost effective system. Our goal is to explore the feasibility of implementing Raspberry Pi based face recognition system using conventional face detection and recognition techniques such as Haar detection and PCA. This paper aims at taking face recognition to a level in which the system can replace the use of passwords and RF I-Cards for access to high security systems and buildings. With the use of the Raspberry Pi kit, we aim at making the system cost effective and easy to use, with high performance. Amit Deshwal | Mohnish Chandiramani | Umesh Jagtap | Prof. Amruta Surana "Smart Door Access using Facial Recognition" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-3 | Issue-2 , February 2019, URL: https://www.ijtsrd.com/papers/ijtsrd21363.pdf Paper URL: https://www.ijtsrd.com/computer-science/artificial-intelligence/21363/smart-door-access-using-facial-recognition/amit-deshwal

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Large scale distributed systems have unpredictable and complex outcomes that are costly when security incidents occur. Security incident response today is mostly a reactive and chaotic exercise. Chaos engineering allows security incident response teams to proactively experiment on recurring incident patterns to derive new information about underlying factors that were previously unknown. What if you could flip that scenario on its head? Chaos engineering advances the security incident response framework by reversing the postmortem and preparation phase. This is done by developing live fire exercises that can be measured and managed. Contrary to red team game days, chaos engineering doesn’t use threat actor tactics, techniques, and procedures. Instead it develops teams through unique configuration, cyberthreat, and user error scenarios that challenge responders to react to events outside their playbooks and comfort zones. Join Aaron Rinehart to explore the hidden costs of security incidents, learn a new technique for uncovering system weaknesses in systems security, and more. You’ll also get a glimpse of ChaoSlingr, an open source security chaos engineering tool built and deployed within a Fortune 5 company. Aaron explains how the tool helped his team discover that many of their security controls didn’t function as intended and how, as a result, they were able to proactively improve them before they caused any real problems.

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