MATLAB 与 Python 对比:30项指标
MATLAB 对比 Python
MATLAB
MATLAB 是一种Multi-paradigm编程语言,首次出现于 1984 年,由 MathWorks 设计。主要应用场景:Data Science, Scientific Computing, Statistics。
Python
Python 是一种Object-Oriented, Functional, Procedural编程语言,首次出现于 1991 年,由 Guido van Rossum 设计。主要应用场景:Web Development, Automation, Scripting。
30项指标
| 指标 | MATLAB | Python |
|---|---|---|
| GitHub Stars | 43822 | 63766 |
| Stack Overflow Tags | 601432 | 877002 |
| TIOBE Rank | 69 | 9 |
| RedMonk Rank | 64 | 13 |
| PYPL Rank | 69 | 3 |
| Average Salary (USD) | 95050 | 129023 |
| Job Postings | 32097 | 41729 |
| Benchmarks Score | 0.67 | 0.97 |
| Learning Curve | Hard | Hard |
| Community Size | Medium | Very Large |
| Documentation Quality | 5 | 9 |
| Ecosystem Maturity | 9 | 10 |
| Industry Adoption | 8 | 10 |
| Type System Complexity | 8 | 9 |
| Concurrency Support | 5 | 10 |
| Performance - Execution Speed | 7 | 10 |
| Performance - Memory Usage | 8 | 9 |
| Performance - Startup Time | 8 | 9 |
| Tooling Quality | 7 | 9 |
| Package Manager Quality | 9 | 9 |
| IDE Support | 6 | 9 |
| Debugging Experience | 6 | 9 |
| GitHub Stars Rank | 52 | 7 |
| Stack Overflow Tags Rank | 43 | 4 |
| Average Salary Rank | 67 | 12 |
| Job Postings Rank | 38 | 9 |
| Benchmarks Rank | 51 | 9 |
| Learning Curve Score | 3 | 1 |
| Community Size Score | 6 | 10 |
| AHP Score | 6.44 | 8.31 |
AHP综合评分
- MATLAB: 6.44 (#45)
- Python: 8.31 (#7)
MATLAB | ###### 6.44
Python | ######## 8.31
何时选择MATLAB
Data Science, Scientific Computing, Statistics, Visualization. MATLAB 是一种Multi-paradigm编程语言,首次出现于 1984 年,由 MathWorks 设计。主要应用场景:Data Science, Scientific Computing, Statistics。
何时选择Python
Web Development, Automation, Scripting, General Programming. Python 是一种Object-Oriented, Functional, Procedural编程语言,首次出现于 1991 年,由 Guido van Rossum 设计。主要应用场景:Web Development, Automation, Scripting。
Hello World 示例
MATLAB:
disp('Hello, World!')
Python:
print('Hello, World!')