|
| 1 | +The Python Scientific Ecosystem |
| 2 | +The Python Scientific Ecosystem |
| 3 | +The Python Scientific Ecosystem |
| 4 | +Python vs. other languages and their applications |
| 5 | +Runtime performance comparison |
| 6 | +How to make code run fast? |
| 7 | +How to make code run fast? |
| 8 | +Profile your code! |
| 9 | +Profile your code! |
| 10 | +Profile your code! |
| 11 | +Profile your code! |
| 12 | +Profile your code: RunSankeRun |
| 13 | +Fast calculation |
| 14 | +Fast calculation of Fibonacci numbers |
| 15 | +Asymptotic time complexity and the Big Oh |
| 16 | +Asymptotic time complexity and the Big Oh |
| 17 | +Asymptotic time complexity and the Big Oh |
| 18 | +Fibonacci numbers: use good algorithms |
| 19 | +Fibonacci numbers: use good algorithms |
| 20 | +Fast calculation of Fibonacci numbers: Caching |
| 21 | +Fast calculation of Fibonacci numbers: Caching |
| 22 | +Speedup by use of some fancy libraries |
| 23 | +Speedup by use of some fancy libraries |
| 24 | +Speedup by other fancy alterantives to pure Python |
| 25 | +Buy faster hardware |
| 26 | +Buy faster hardware |
| 27 | +Make things parallel |
| 28 | +Make things parallel |
| 29 | +Make things parallel: using big data |
| 30 | +Make things run on the GPU |
| 31 | +Latency Numbers Every Programmer Should Know (~2012) |
| 32 | +Don't forget about numerics! |
| 33 | +Questions? |
| 34 | +Exercise |
| 35 | +Tips and tricks |
| 36 | +Tips and tricks |
| 37 | +Tips and tricks |
| 38 | +Tips and tricks |
| 39 | +Tips and tricks |
| 40 | +Numpy |
| 41 | +Numpy |
| 42 | +Numpy |
| 43 | +Numpy: Broadcasting |
| 44 | +Numpy: Broadcasting |
| 45 | +Broadcasting: Numpy |
| 46 | +Broadcasting: Numpy |
| 47 | +Broadcasting: Numpy |
| 48 | +Broadcasting: Numpy |
| 49 | +Xarray has named dimensions! |
| 50 | +Numpy: this is how you make things fast! |
| 51 | +Numpy: Slicing |
| 52 | +Numpy: when is data copied? |
| 53 | +Numpy: when is data copied? |
| 54 | +Numpy: when is data copied? |
| 55 | +Numpy: when is data copied? |
| 56 | +Plotting |
| 57 | +Matplotlib, Pyplot, Pylab |
| 58 | +Nice examples with pandas, matplotlib and seaborn |
| 59 | +Exercise: plot cos(x) * cos(y) |
| 60 | +Exercise: plot cos(x) * cos(y) |
| 61 | +Exercise |
| 62 | +Exercise: solution |
| 63 | +Not covered in this workshop |
0 commit comments