Details
If you’re going to work with big data, you’ll probably be using R or Python. And if you’re using Python, you’ll be definitely using Pandas and NumPy, the third-party packages designed specifically for data analysis. This course provides an opportunity to learn about them
Outline
- Python Data Analysis Libraries
- Data Analysis Components
- Data Analysis Steps
- Python Data Analysis Libraries
- Overview of Numpy
- What is Numpy?
- 1D and 2D Array
- Array Arithmetics
- Special Functions
- Math Functions
- Selecting and Slicing Array Elements
- Filtering Array Elements
- Transforming Array
- Statistics
- Data Analysis with Pandas
- Series
- Data Frame
- Selecting/Slicing Data
- Import/Export Data – CSV, Excel, Internet
- Filtering Data
- Missing Data
- Removing Duplicated Data
- Joining Data from Different Sources
- Transforming Data
- Aggregating Data
- Pandas Statistics
- Data Visualization with Matplotlib & Seaborn
- Overview of Matplotlib & Seaborn
- Plot Types
- Plot Attributes
- Object Oriented Plots
- Time Series Plot
- Intro to Machine Learning with Scikit-Learn
- Overview of Scikit-Learn
- Supervised and Unsupervised Learning
- Classification
- Regression
- Clustering
- PCA
St.Hua Private School is established in 1997 by a group of experienced graduates from recognized universities such as National University of Singapore (NUS) and Nanyang Technological University (NTU).
Additionally, most of our courses are subsidized by SkillsFuture credit, an initiative offered by the Singapore Government to upgrade Singapore Citizens’ skills by providing each citizen with $500 in funding to partake any eligible course they wish.
Ultimately, we aim to ensure that students are better equipped with the necessary skill sets to meet the requirements of society, to prepare them for the workforce and to enhance and elevate current workers’ skills so that they can better fit their current job and propel them to further heights in Singapore society.
Furthermore, St.Hua Private School is recognized and accepted by CPE (Council of Private Education) to practice as a private school from 9th January 2017 to 8th January 2021.
Related Courses
