Data Exploration, Cleaning & Programming for Data Science

Training Provider: BELLS Institute of Higher Learning Pte. Ltd.
Course Reference: TGS-2024041521
S$633
Original: S$2,110
Save S$1,477

About This Course

Learners will be able to:
• Define data management structures to align and streamline processes of data ownership, retrieval, combination and usage
• Plan processes for effective data storage, sharing and utilisation within the organisation
• Update policy, standards and procedures on data management for compliance with relevant legislation
• Introduce relevant standards and tools that can be applied to the management and treatment of critical data
• Identify gaps, inefficiencies and potential risks in existing data management processes
• Propose enhancements or modifications to data handling procedures
• Establish internal processes to monitor compliance of information or data handling and access requests with approved procedures
• Provide ongoing advice to ensure proper adoption of and adherence to data policies and information architectures

What You'll Learn

This unit focuses on Data Preparation and Programming for Data Science. It covers the basics of understanding data structure, exploratory data analysis, data cleaning, handling missing values, and outlier detection and treatment. This unit also introduces learners to Python and its libraries for data science (NumPy, Pandas, Matplotlib, Seaborn), data manipulation with Pandas, data visualization with Matplotlib and Seaborn.
By the end of the unit, learner will be proficient in data preparation and programming for data science in Python.

Entry Requirements

Minimum Age: 21
Academic Level: At least 3 GCE ‘O’ Level Passes including English Language with C6 Passes or Higher Nitec or Equivalent

Language Proficiency:
Be able to listen, speak, read and write English at a proficiency level equivalent to WSQ Workplace Literacy (WPLN) Level 4.

Course Details

Duration 38 hours
Language English
Training Commitment Part Time
Total Enrolled New course
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Note: To apply for this course, visit the SkillsFuture website or contact the training provider directly.

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