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Data Science: Statistical analysis of data with Python

Title Data Science: Statistical analysis of data with Python
Course code CM609-07-2024-C
Objective Python is a very popular programming language currently, it comes with a large number of powerful statistical libraries, which make it has a significant advantage in complex data analysis. This course will introduce and use python to practice the concepts and methods of basic statistical analysis, teach students the rigorous process of data statistics, and help students master professional data analysis tools.
Content
  • Python Data Loading and Data Visualization
  • Distributions and Hypothesis Tests
  • Distributions of One Variable
  • Probability
  • Hypothesis Tests
  • Tests of Means of Numerical Data
  • Non-parametric test
  • Correlation Analysis and Association Analysis
  • Regression analysis
  • Contingency Analysis and Correspondence Analysis
  • Clustering
Assessment In class performance, exercises and test.
Target audience Python developer, data analyst
Prerequisite Proficient in computer operation, familiar with linux is better;
Have a foundation in Python programming or have completed course CM540;
Familiarity with statistical concepts is better;
Able to read materials in English;
Please check the self-assessment.
Class size 18
Instructor Microsoft certified Trainer(MCT), Oracle Certifited Professional (OCP), a result-driven IT professional experienced in hardware & network troubleshooting. Certified in MCITP,CCNA, Oracle OCP and ITIL v3 qualification. Has been teaching for CPTTM since 2004.
Handout All training material provided by CPTTM
Instruction language Cantonese (supplemented with English)
Handout language Handouts in Chinese (supplemented with English terminology)
Duration 24 hours in 8 sessions
Schedule 18:45-21:45, from Jul 4, 2024 to Jul 27, 2024 every Thursday, Saturday.
Fee MOP2,720
Venue Cyber-Lab (Rua Comandante Mata Oliveira, Ed. Associacao Industrial, 3-andar Macau)
Certificate Certificate of Completion issued by CPTTM (with at least 80% attendance and passed the assessment)
PDAC code Approved Course under the SAR Government "Continuing Education Development Program", Code: 2401150163-0
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