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certification:programs
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certification:programs [2019/08/07 19:10] ISDSA [Certificate] |
certification:programs [2019/08/08 20:35] ISDSA [Advanced Data Scientist] |
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| ==== Intermediate Data Scientist ==== | ==== Intermediate Data Scientist ==== | ||
| - | In addition to mastering the skills of a Beginner Data Scientist, an Intermediate Data Scientist distinguishes himself/herself with the knowledge in big data analysis and predictive and machine learning methods. The skills of an Intermediate Data Scientist can often be obtained through a two-year data science master program. An Intermediate Data Scientist is expected to independently implement a data strategy to deal with business challenges in the industry. Only about 30% of the data tasks requires the skills of an Intermediate Data Scientist. | + | In addition to mastering the skills of a Beginner Data Scientist, an Intermediate Data Scientist distinguishes himself/herself with the knowledge in big data analysis and predictive and machine learning methods. The skills of an Intermediate Data Scientist can often be obtained through a two-year data science master program. An Intermediate Data Scientist is expected to independently implement a data strategy to deal with business challenges in the industry. Only about 30% of the data tasks require the skills of an Intermediate Data Scientist. |
| ==== Advanced Data Scientist ==== | ==== Advanced Data Scientist ==== | ||
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| | Skills | Beginner | Intermediate | Advanced | | | Skills | Beginner | Intermediate | Advanced | | ||
| - | | Data ethics | **✓** | **✓** | | | + | | Data ethics | **✓** | **✓** | **✓** | |
| - | | Data management | **✓** | **✓** | | | + | | Data management | **✓** | **✓** | **✓** | |
| - | | Data manipulation | **✓** | **✓** | | | + | | Data manipulation | **✓** | **✓** | **✓** | |
| - | | Basic data visualization | **✓** | **✓** | | | + | | Basic data visualization | **✓** | **✓** | **✓** | |
| - | | Basic statistical methods | **✓** | **✓** | | | + | | Basic statistical methods | **✓** | **✓** | **✓** | |
| - | | Basic programming | **✓** | **✓** | | | + | | Basic programming | **✓** | **✓** | **✓** | |
| - | | Oral communication | **✓** | **✓** | | | + | | Oral communication | **✓** | **✓** | **✓** | |
| - | | Data analysis reports | **✓** | **✓** | | | + | | Data analysis reports | **✓** | **✓** | **✓** | |
| - | | Working with big data | | **✓** | | | + | | Working with big data | | **✓** | **✓** | |
| - | | Predictive models | | **✓** | | | + | | Predictive models | | **✓** | **✓** | |
| - | | Classification and regression tree | | **✓** | | | + | | Classification and regression tree | | **✓** | **✓** | |
| - | | Scientific writing | | **✓** | | | + | | Scientific writing | | **✓** | **✓** | |
| - | | Advanced programming skills using R and/or Python | | **✓** | | | + | | Advanced programming skills using R and/or Python | | **✓** | **✓** | |
| | Text mining | | | **✓** | | | Text mining | | | **✓** | | ||
| | Computer vision | | | **✓** | | | Computer vision | | | **✓** | | ||