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Analytics in the Cloud
  • Overview
  • Objectives & Outline
  • Methodology
  • Participant Profile
  • Trainer
  • Overview
    PROGRAMME DETAILS

    Duration

    2 days

    TIME

    9:00 AM – 5:00 PM

    VENUE

    Asian Banking School
    This programme is an advanced level course in using R for machine learning and data modelling. It has been designed for participants to grasp the concept of machine learning for supervised and un-supervised learning, as well as understand the machine learning model evaluation work flow and participate in the model fitting exercise.
    LEARNING LEVEL
    Foundation
    PROGRAMME FEE

    AICB MEMBER

    MYR

    2,200*

    / PAX

    NON-MEMBER

    MYR

    2,500*

    / PAX

    *Subject to 6% Service Tax

  • Objectives & Outline
    LEARNING OBJECTIVES
    By the end of this programme, participants will be able to:

    • Combine data from several sources and create visualisations using PowerBI
    • Scrape data from online sources and create scheduled operations for future analysis using Google Cloud Functions
    • Scrape documents from online sources and structure tabular data using Google Vision API
    • Define Customer Lifetime Value algorithm, pre-process data, model selection and interpret results
    • Create customer service chatbot agents using Dialogflow

    PROGRAMME OUTLINE
    Operations reporting (data visualisation):
    • Decide KPIs to measure for consumer banking/commercial banking/wealth management/back office operations
    • Connect to external database/files
    • Configure relational database
    • Construct basic charts
    • Filter data
    • Load dashboard into PowerBI cloud

    Data mining (web scraping):
    • Basic web scraping
    • Organise output into tables/JSON files
    • Load file and clean data
    • Load script into AWS Lambda/GCP Cloud Functions for periodic scraping
    • Data storage and extraction

    Data mining (optical character recognition):
    • Basics of OCR technology
    • Install and run Tesseract
    • Pre-process image to improve OCR results
    • Store results for future extraction
    • Predictive analytics:
    • Definition of Customer Lifetime Value, decide which algorithm to use
    • Pre-process data
    • Model selection: Classification, Generalised Linear Model (GLM)
    • Interpret results
    • Load script into AWS Lambda/GCP Cloud Functions for continuous updates

    Interactive agents:
    • Define scope: customer service/product enquiry etc.
    • Create conversation flow
    • Input list of intents and entities
    • Link chatbot to BigQuery
    • Measure response accuracy rate

  • Methodology

    Slides presentation, interactive discussions, workshop and experience sharing.

  • Participant Profile
    Data analysts and junior data scientists.

    Requirements for the programme are:
    • Google Cloud Platform account (there will be $300 credits given free for new registrations)
    • A Google account with access to Google Colab
    • PowerBI (registered using a work email address or non-personal email address)
    • Basic knowledge of cloud computing
  • Trainer

    KOH WYHOW

    Koh Wyhow is manager of the data science team at Star Media Group Berhad. He focuses on delivering advanced analytics and business intelligence solutions for the organisation like chatbots and image recognition solutions. He has consulted for clients in the airlines, media, property and FMCG industries during his time as a senior consultant at EY’s Data and Analytics team.

    His core capability is the ability to leverage data analytics to drive business opportunities in areas of customer relationship management (profitability, retention, upsell/cross sell), digital analytics (online behavioural analytics, DMP), visual analytics and enterprise dashboards.
    He was one of the data scientists which implemented strategies to run a national data-driven campaign for INVOKE during the 14th General Elections. As an independent learner, he picked up basic Python programming skills after office hours during his days as a Further Mathematics lecturer at a private college. Wyhow holds a BSc in Mathematics from the National University of Singapore.

REGISTER NOW
Please complete the following form to register with us. Alternatively, you can email us here or call us at +603 2742 7822 if you have any questions.
PAYMENT PROCESS

1

Please download the Payment Form for our Banking details and if making company sponsored payments

2

Upload your Payment Form/Receipt and submit with your online registration

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