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The Asterism Fragments of Data Science

The Asterism Fragments of Data Science

Fiqry Revadiansyah

September 19, 2022
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  1. The Asterism Fragments
    of Data Science
    Serba Serbi Data Science: Bidang Minat & Peluang Karir
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3

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  2. Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Fiqry Revadiansyah
    Sr. Data Scientist @ajaib.co.id
    Greetings
    from Distance
    A data scientist with 5+ years of experience,
    Passionate on human-centered technologies
    Linkedin Instagram

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  3. DISCLAIMER
    DISCLAIMER
    Disclaimer ON
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3

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  4. 01
    Introduction to
    the Data Eclipse
    The rise of chartered
    technologies among us
    02
    The Evolution
    Luminosity
    Digital acceleration through
    countless innovations
    03
    The Illustrious
    Asterism
    A big “hello” to data science
    the world
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    04
    Uncharted Nebula
    The future of data science

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  5. Introduction to
    the Data Eclipse
    - The Adjacent Reality
    - Big Data Phenomenon
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3

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  6. The Adjacent Reality
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Human and Technology
    Unexpectedly, we lived together with technology, day by day without interruption
    CLEAN EMAIL
    SIMILAR PRODUCT
    Rocketmail
    Automatic Spam
    Detector
    Shepoo Similar
    Product Ads
    DYNAMIC PRICING
    Gejok Pricing System
    by The Change of
    Environment
    Condition
    RECOMMENDATION
    Toktok “FYP”
    Recommendation
    05:00 12:00 18:00
    07:00

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  7. The Adjacent Reality
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Exponential Growth of Data
    “The average screen time of
    Indonesian citizen is 08:37 (hour)
    per day, with 73.7% population
    using the Internet”*
    *https://www.statista.com/statistics/803524/daily-time-spent-using-online-media-by-activity-indonesia
    **https://www.internetlivestats.com/one-second/#google-band
    “There are almost 100.000
    searches made at Google Engine
    for every 1 second”**

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  8. The Adjacent Reality
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Big Data Phenomenon Portrayal
    90% of data in the world was generated over the last 2 years*
    *Forbes (2019)

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  9. The Adjacent Reality
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Predicted Data Volume
    175.000.000.000.000
    000.000.000 MB*
    *Total Predicted Volume Data Stored in 2025: 175 Zettabytes
    *Seagate (2021)

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  10. The Adjacent Reality
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Data Structure: Image and Video
    Tesla provides autonomous driving system,
    help the people to drive and avoid the crash
    situation
    Technology: Computer Vision (CV)
    AUTONOMOUS DRIVING
    R-CNN ALGORITHM
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3

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  11. The Adjacent Reality
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Data Structure: Text Data
    Gmail text recommendation, suggest mail words
    along with correct the spellings.
    Technology: Natural Language Processing (NLP)
    TEXT RECOMMENDATION
    BERT ALGORITHM

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  12. The Adjacent Reality
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Data Structure: Audio Data
    Amazon alexa enables us to do something, such as
    playing music or turn on electronic devices based
    on our voice commands.
    Technology: Automated Speech Recognition (ASR)
    VOICE RECOGNITION
    ASR ALGORITHM

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  13. Big Data Phenomenon
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    The Characteristic of Big Data
    The big data analytics market will reach a value of around $103 billion by 2027**
    *https://www.ibm.com/blogs/watson-health/the-5-vs-of-big-data/
    **https://www.statista.com/statistics/254266/global-big-data-market-forecast/
    VOLUME VARIETY
    VELOCITY VERACITY
    VALUE

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  14. Big Data Phenomenon
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Big Data Application in Human Life
    Education
    Politics
    Healthcare
    Weather
    Airline
    Food
    Finance
    e-Commerce
    Big Data
    Applications

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  15. The Evolution
    Luminosity
    - Digital Acceleration
    - Evolved Things
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3

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  16. Digital Acceleration
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Historical Integration
    How does the
    academic contributed
    to the stimulation
    world’s technology
    RESEARCH
    AND
    DEVELOPMENT
    How does money
    changed the way
    people see the world
    SOCIAL -
    ECONOMY
    How does a war
    made the world’s
    instability
    WORLD
    WAR
    How does a
    congress shaped a
    new world
    POLITICAL
    WHEEL

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  17. Digital Acceleration
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Historical Integration
    STEAM ENGINE
    1780 - 1870
    ASSEMBLY LINE
    1870 - 1950
    AI & IOT
    2010 - Now
    ROBOTICS &
    COMPUTER
    1970 - Now
    100 years on average Only 40 years
    *VUCA firstly introduced in 1987
    *Bennis, W. (1987)

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  18. Digital Acceleration
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    VUCA World: Statement of Survivability
    A condition to describe the current world situation
    after cold war, which is volatile, uncertain, too
    complex, and ambiguous (Bennis, W., 1987)
    VUCA WORLD (1987)
    OPEN
    INNOVATION
    FRUGAL
    INNOVATION
    COMMUNITY
    INNOVATION
    DISRUPTIVE
    INNOVATION

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  19. Digital Acceleration
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Disruptive Innovation Nature
    An innovation that creates a new market which
    eventually disrupts an existing market, displacing
    established market-leading firms, products, and
    alliances*
    DISRUPTIVE INNOVATION
    ENTRANTS INCUMBENTS

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  20. Evolved Things
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Evolved Paradigm: Research and Development
    The Idea of Data-Driven decision is not exactly
    new, it is a human nature to make decision based
    on data. Our ancestors shown that they made a
    map of the world, using a clay tablet (700 - 500
    BCE)
    Even in the early 18th centuries, people decided
    things using a back form of data, like paper to
    write and store information.
    CLAY TABLET

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  21. Evolved Things
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Evolved Intelligence: Storage and Speed
    Thanks to electricity invention, the first wave of
    technological advancement born in 1954
    (First computer by IBM, IBM 650).
    Computer helps human to make a quicker decision
    making with abundant information.
    Right now, we have CPU, GPU, TPU, etc.
    Even nowadays, IBM developed the latest
    computer innovation using quantum technology,
    which performed 158 million times faster than
    the most sophisticated supercomputer this age.

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  22. Evolved Things
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Evolved Intelligence: Human and AI
    The development stages of data
    processing gradually will be
    shifted from Labor to Machine

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  23. Evolved Things
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Evolved Tools: Emerging Technology
    5-10
    years
    ahead, there will be several life-changing
    technologies arise and live beside us

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  24. Evolved Things
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Evolved Job: Digital Skills are Urgently needed
    Tech-related Jobs
    Increased Rapidly
    Repetitive Jobs, on the other
    hand, Plunged significantly *World Economic Forum (WEF) -
    (2020)

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  25. The Illustrious
    Asterism
    - Data Science Sundries
    ○ Decision Science
    ○ Business Science
    ○ Marketing Science
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3

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  26. Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Data Science Sundries
    Data Science Definition
    Data Science is a multidisciplinary field
    that uses scientific methods, processes,
    algorithms, and systems to extract
    knowledge and insight from structured and
    unstructured data

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  27. Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Data Science Sundries
    Data Science Roles
    DECISION SCIENCE
    BUSINESS SCIENCE
    MARKETING SCIENCE
    How to accelerate a powerful
    business decision, by having low risk
    mechanism and potentially gain
    immense impacts
    How to make a worthwhile business
    campaign, spend less money to
    produce huge revenue
    How to accurately market a business
    product, attract new customers and
    protect the loyal users

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  28. Decision Science
    How to accelerate a powerful business decision,
    by having low risk mechanism and potentially
    gain immense impacts
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3

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  29. Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Data Science Sundries
    Decision Science: Product Marketing
    Help non-technical users to recognize their own
    products by actionable insights and strategies.
    Products:
    Analytics Dashboard, Insight Visualization,
    Monitoring and Alerting System.

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  30. Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Data Science Sundries
    Decision Science: Market Prediction
    Help non-technical users to predict accurately the
    next data pattern/behavior
    Products:
    Predictive Modeling, Dynamic Pricing, Time Series
    Forecasting

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  31. Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Data Science Sundries
    Decision Science: Product Experimentation
    Help non-technical users to recklessly launch
    product to market, reduce the potential lost
    Products:
    A/B Testing, Sampling and Interview Analysis

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  32. Business Science
    How to make a worthwhile business campaign,
    spend less money to get huge revenue
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3

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  33. Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Data Science Sundries
    Business Science: Fraud Detection
    Help non-technical users to find out fraudulent
    activities among the business.
    Products:
    Credit Scoring, Fraud Behavioral Analytics,
    User-based Segmentation

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  34. Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Data Science Sundries
    Business Science: Churn Prediction
    Help non-technical users to identify and prevent
    churn behavior of customers.
    Products:
    Churn Prediction Modeling, HR Attrition
    Dashboard

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  35. Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Data Science Sundries
    Business Science: Social Media Analytics
    Help non-technical users to reveal social media
    trends for business strategy.
    Products:
    Sentiment Analysis, Product-Market-Fit Analysis,
    Social Engagement Dashboard

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  36. Marketing Science
    How to flawlessly market a business product, with
    minimum cost use to attract potential loyal users
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3

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  37. Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Data Science Sundries
    Marketing Science: Customer Segmentation
    Help non-technical users to enhance product
    marketing to specific customer groups
    Products:
    RFM Analysis, Customer Segmentation Modeling

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  38. Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Data Science Sundries
    Marketing Science: Recommender System
    Help non-technical users to increase their sellings
    by recommend desired products
    Products:
    Content-based Filtering, Collaborative Filtering

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  39. Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Data Science Sundries
    Marketing Science: Targeted Ads
    Help non-technical users to create multi-channel
    and trustful ads to attract new customers
    Products:
    Targeted Ads, Omni-channel Dashboard

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  40. Uncharted
    Nebula
    - Future of AI
    - Career Advancement
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3

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  41. Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    As the demand increased, data science and machine learning technology will be there for decades ahead
    Future of AI
    Hype Cycle for DS & ML

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  42. Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Future of AI
    What the future will be?

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  43. Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Future of AI
    AI, sometimes cannot be controlled
    Objective: Reach the Highest Score to Win the Game

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  44. Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Future of AI
    Machine Learning and its Black Box
    Still, AI is such a complex puzzle than we think

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  45. Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Future of AI
    What to Prepare for Future
    XAI (eXplainable AI) and GDPR are highly needed to secure the tomorrow

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  46. Associate/Junior
    Data Scientist
    Data Scientist
    Senior Data
    Scientist
    Data Science
    Manager
    Principal Data
    Scientist
    Senior Data
    Science Manager
    Data Science
    Architect
    Head of Data
    Science
    VP of Data SVP of Data Chief Data Officer
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Career Advancement
    Data Science Career Journey

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  47. Data Engineer
    Data Modeler
    Architect
    Data Quality
    Engineer
    Database
    Administrator
    BI Engineer
    Data Steward
    Data Analyst
    Data Scientist
    Decision Scientist
    Analytics Engineering
    AI/ML Engineer
    AI/ML Architect
    Governance
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    Career Advancement
    The Sundries of Data Science Job

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  48. Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    HARD SKILLS VS SOFT SKILLS?
    TIME
    CAREER IMPACT
    Career Advancement
    Hard vs Soft Skills?

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  49. Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3
    8
    out of 10
    top needed skills in 2025,
    are about soft skills instead of hard skills
    Career Advancement
    Top Skills to Achieve in 2025

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  50. ANY
    QUESTION?
    ANY
    QUESTION?
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3

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  51. Thank you
    Linkedin Instagram
    Fiqry Revadiansyah
    Sr. Data Scientist @ajaib.co.id
    Saturday | 2022-09-17 | Dies Natalis ITTP Sains Data ke-3

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