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Statistics plays an important role in data analysis, machine learning and data science. In this course, you will learn the fundamental statistics concepts using Python. You will learn to use third-party Python Packages such as Matplotlib, Seaborn, Pandas and Statsmodels to learn Statistics. The topics include:

  • Visualising statistical relationship using Seaborn
  • Statistical modeling using StatsModel
  • Hypothesis Testing
  • Bayes' inference approach

Outline

Module 1 Descriptive Statistics

  • Mean & Medium
  • Standard Deviation & Variance
  • Percentiles
  • Summary

Module 2: Data Visualization with Seaborn

  • What is Seaborn
  • Visualizing Statistical Relationships with Scatter Plot
  • Visualizing Categorical Data with Bar Plot
  • Visualizing Correlation with Pair Plot and Heatmap
  • Visualizing Linear Relationships with Regression

Module 3 Hypothesis Testing with SciPy

  • What is Hypothesis Testing
  • T Statistics
  • Student's t-test

Module 4 Statistical Modeling with StatsModel

  • What is Statistical Modeling
  • Statistical Modeling with StatsModel
  • Goodness of Fit
  • ANOVA

Module 5 Bayesian Inference with PyMC3

  • Bayesian Inference
  • Using PyMC3 for Bayesian Inference

Speaker/s

Dr. Alfred Ang is the founder of Tertiary Courses. He is a serial entrepreneur. He founded OSWeb2Design Singapore Pte Ltd in 2007 offering web development, e-commerce store development, graphics design, ebook publishing, mobile apps development, and digital marketing services. He established the first online gardening store in Singapore, Eco City Hydroponics Pte Ltd in 2000, offering a wide range of gardening products such as seeds, plant nutrients, hydroponics kits etc. Eco City Hydroponics has become the most popular and successful gardening store in Singapore. He founded Tertiary Infotech Pte Ltd in 2012 and transformed the business to a training platform, Tertiary Courses in 2014. Tertiary Courses offers a wide range of SkillsFuture courses for PMETs to upgrade their skills and knowledge. He also established Tertiary Courses Malaysia in 2016. He also founded Tertiary Robotics in 2015 offering Arduino, Raspberry Pi, Microbit and Robotics products

Dr. Alfred Ang earned his Ph.D. from National University of Singapore in 2000, majoring in Electrical and Electronics Engineering. He also completed an online MBA course with U21 Global based in Australia. He obtained his B.Sc (Hons) from National University of Singapore in 1992, majoring in Physics. He topped his Physics cohort for 3 consecutive years and funded his degree study with Book price, awards and tuition. He has worked in Defence, Electronics and Semiconductor Industries. His current interests include Machine Learning, Deep Learning, Artificial Intelligence, Internet of Things, Robotics and Programming.

Dr. Alfred Ang was Distinguished Toastmasters (DTM) and Senior Member of IEEE. He has published more than 20 peer reviewed papers and co-inventors for more than 20 inventions.

Joel Foo graduated with a major in statistics and minor in computer science from NUS. He is well-versed in R and Python libraries/packages and has applied knowledge of statistics in data mining, time series analysis and deep learning. As the Business Intelligence Lead in an Israeli startup, Joel has experience in using BI tools such as Tableau to perform drill downs and harness insights from data. Currently, he is the co-founder and CEO of Geboto, a chatbot centric CRM platform for hospitality and F&B.

Dewin Goh is a current MSc student of Georgia Tech University (Computer Science) and holds a Bachelors of Accounting (Honours with Distinction) under NUS. Having over two years of working experience in Data Science in both Silicon Valley and Singapore-based companies, he commands a broad understanding of the big data & machine learning stack, along with the knowledge and experience of productionizing models at scale. Presently, he works as a Data Engineer at Grab. Core competencies include but are not limited to: Python, Numpy/Scipy/Scikit-learn, Tensorflow, Apache Spark & Kafka.

Pushparaj Murugan has more than five years of research experiences in Industrial automation. He is specialized in Python libraries such as NumPy, Pandas, Matplotlib, Seaborn, SciKit-Learn, Tensorflow, Keras, Theano, etc. He had his experience working for Caterpiller inc. in developing a user interface using Matlab programming combining finite element analysis. In addition, he also worked for ARDB (Aeronautical Research and Development Board) and DRDO ( Defence Research and Development Organisation) in India on various research projects. He is currently doing his research at Nanyang technological university for Rolls Royce intelligence manufacturing section. He is working on automation of robotic abrasive belt grinding process using deep learning frameworks such as CNN and LSTM.

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Tertiary Courses Singapore offer many SkillsFuture courses in Singapore. We offers wide range of classroom instructor-led technical training courses for working professionals and executives in Singapore. Many of our courses and trainings are SkillsFuture Approved and eligible for WDA Absentee Payroll Grant.

Our courses include Infocomm, Digital Media, Robotics, Semiconductor,Telecommunication, Life Science, Horticulture Industries , and Business Administration . Below are some of our popular courses

  1. Python Programming
  2. R Programming
  3. Tableau
  4. Machine Learning
  5. Raspberry Pi
  6. Arduino
  7. 3D Printing
  8. iOS Apps Development
  9. Android Apps Development
  10. Magento eCommerce
  11. Wordpress
  12. Joomla
  13. Search Engine Optimization
  14. Web Design
  15. Google Analytics
  16. Facebook Marketing
Tertiary Courses Singapore
170 Upper Bukit Timah Road #05-23, #05-22, #05-19 Bukit Timah Shopping Centre, Singapore, Singapore 588179
96983731
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