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@@ -17,7 +17,7 @@ The python programming language and its library ecosystem are essential tools in
 5. [**Symbolic maths: mathematica**](lectures/L05_mathematica.nb) Simplification. Solvers. Calculus. Differential Equations
 6. [**Version control: git**](lectures/L06_git.ipynb). Why. Git walkthrough. SSH keys. Github. 
 7. [**Go faster: numba and multiprocessing**](lectures/L07_numba_multiprocessing.ipynb). Python extensions. Decorators. Just-in-time compilation. Notions of parallel computing. Embarrassingly parallel tasks. 
-8. [**Code development: pytest and pip**](lectures/L08_pytest_pip.ipynb). Module setup. Installation. Usage. Deployment. Unit tests. Automated tests. Benchmark tests. Unit tests. Automated tests. Benchmark tests.
+8. [**Code development: pytest, pip, cprofile**](lectures/L08_pytest_pip_cprofile.ipynb). Module setup. Module deployment. Unit tests. Automated tests. Benchmark tests. Profiling.
 
 Other (not covered in class):
 

diff --git a/lectures/L08_pytest_pip.ipynb → lectures/L08_pytest_pip_cprofile.ipynb b/lectures/L08_pytest_pip.ipynb → lectures/L08_pytest_pip_cprofile.ipynb