Msc Statistical Data Mining Module (UOL) by Bernard Ong

Module Topics and Outline (Statistical Data Mining)

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Brief descrption

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1. Represented School in National Maths Competition
2. Overseas Research Scholarship Winner, University of Manchester, UK.
3. Former Government Statistician.
4. Senior Data Analyst/Customer Churn Analyst positions at Hay Management, M1, Singtel and Starhub.
5. Three Teaching Awards in 2013, 2014 and 2019. Taught Msc in Data Science and Artificial Intelligence.
6. He is the author to 7 university course materials ranging from Maths, Linear Algebra to Data Mining and Machine Learning.
7. Certificate to manage online classroom in 2020.
8. Have been conducting online Singapore Maths/Olympiad Maths seminars for Grade 1 to 6 children from USA since Covid outbreak in 2020.

Online Certification

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8 July 2022, 7.10pm

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My youngest American student speaking in Mandarin!

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Chinese New Year gathering with my university students on 1 Feb 2020, Saturday.

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Rare photos taken during Singapore's lockdown (starting from 7 April, 2020). Not a single soul in the usually crowded tourist area.

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Walking alone around Singapore from one end to another. Spending 6 hours at least once a week to do so.

Pre-Calculus

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Linear Algebra Summary Notes

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For New Syllabus from 2021

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Brief

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Data

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Prelim Exam 2020

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Module Topics and Outline (Machine Learning)

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Topic 1 and 2 - Exploratory Data Analysis (EDA)

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bernardong888888 — 2022-09-01 05:08:38 UTC

Topic 7 - Classification Trees

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Topic 8 Imbalanced Data and Post Hoc Tests

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Topic 5 Multiple Linear Regression (Continuous Data) - Example using EXCEL and SPSS

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Topic 6 Logistic Regression (Categorial Data)

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Topic 3 and 4 Sampling and Hypothesis Testing

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Topic 9 K-means Clustering

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Topic 9 Hierarchical Agglomerative Clustering (HAC)

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Module Overview of Data Mining and Machine Learning

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Topic 8 Cross Validation

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Topic 7 - Classification and Regression Trees

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Topic 1 and 2 - Exploratory Data Analysis (EDA)

bernardong888888 — 2022-09-07 03:53:03 UTC

Topic 5 Multiple Linear Regression

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Topic 1 and 2 (Examples)

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Topic 3 Sampling and Hypothesis Tests I

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Topic 4 Sampling and Hypothesis Tests II

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Topic 5 Multiple Linear Regression

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Topic 6 Logistic Regression

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Topic 7 Boosting and CART

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Topic 8 Imbalanced Classification

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Topic 9 K-means Clustering

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My University Students, 2019

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Log Regression

bernardong888888 — 2024-01-20 07:44:49 UTC

https://stats.blue/Stats_Suite/logistic_regression_calculator.html

bernardong888888 — 2024-01-21 08:30:58 UTC

https://www.aatbio.com/tools/logistic-regression-logit-calculator