@@ -287,11 +287,11 @@ <h2>Software Development Practices</h2>
287287 < p > How to write, test, and debug code effectively...
288288 < label for ="item-3 "> [+/- content]</ label > </ p >
289289 </ div >
290- < input type ="checkbox " name ="two " id ="item-3 " checked >
290+ < input type ="checkbox " name ="three " id ="item-3 " checked >
291291 < div class ="content hide ">
292292 Before class materials:
293293 < ul >
294- < li > Install git (and bash, if you are on Windows) following
294+ < li > Install git (and bash, if you are on Windows) following
295295 the instructions on the Software Carpentry page:
296296 < a href ="https://swcarpentry.github.io/workshop-template/#git "> setting up git</ a > </ li >
297297 < li > Create an account on < a href ="http://github.com "> github</ a > </ li >
@@ -362,7 +362,7 @@ <h2>Matplotlib and plotting</h2>
362362 < p > The core array library for scientific computing in python
363363 < label for ="item-4 "> [+/- content]</ label > </ p >
364364 </ div >
365- < input type ="checkbox " name ="two " id ="item-4 " checked >
365+ < input type ="checkbox " name ="four " id ="item-4 " checked >
366366
367367 < div class ="content hide ">
368368 Jupyter notebooks:
@@ -405,7 +405,7 @@ <h2>SciPy and numerical methods</h2>
405405 < p > The core array library for scientific computing in python
406406 < label for ="item-5 "> [+/- content]</ label > </ p >
407407 </ div >
408- < input type ="checkbox " name ="two " id ="item-5 " checked >
408+ < input type ="checkbox " name ="five " id ="item-5 " checked >
409409 < div class ="content hide ">
410410
411411 Jupyter notebooks:
@@ -461,7 +461,7 @@ <h2>SymPy</h2>
461461 < p > Symbolic math in python
462462 < label for ="item-6 "> [+/- content]</ label > </ p >
463463 </ div >
464- < input type ="checkbox " name ="two " id ="item-6 " checked >
464+ < input type ="checkbox " name ="six " id ="item-6 " checked >
465465
466466 < div class ="content hide ">
467467 Jupyter notebooks:
@@ -488,7 +488,7 @@ <h2>Pandas and the DataFrame</h2>
488488 < p > a library for data analysis
489489 < label for ="item-7 "> [+/- content]</ label > </ p >
490490 </ div >
491- < input type ="checkbox " name ="two " id ="item-7 " checked >
491+ < input type ="checkbox " name ="seven " id ="item-7 " checked >
492492
493493 < div class ="content hide ">
494494 Jupyter notebooks:
@@ -519,7 +519,7 @@ <h2>Extending python with C/Fortran</h2>
519519 < p > interacting with external code and the OS
520520 < label for ="item-8 "> [+/- content]</ label > </ p >
521521 </ div >
522- < input type ="checkbox " name ="two " id ="item-8 " checked >
522+ < input type ="checkbox " name ="eight " id ="item-8 " checked >
523523
524524 < div class ="content hide ">
525525 Lecture slides:
@@ -612,7 +612,7 @@ <h2>Python applications and packaging</h2>
612612 < p > wrapping your code up for others to use
613613 < label for ="item-9 "> [+/- content]</ label > </ p >
614614 </ div >
615- < input type ="checkbox " name ="two " id ="item-9 " checked >
615+ < input type ="checkbox " name ="nine " id ="item-9 " checked >
616616
617617 < div class ="content hide ">
618618
@@ -626,7 +626,7 @@ <h2>Python applications and packaging</h2>
626626 < li > < a href ="https://docs.python.org/3/tutorial/modules.html "> < em > Python modules</ em > </ a > </ li >
627627
628628 < li > < a href ="https://packaging.python.org/current/ "> < em > Python packaging recommendations</ em > </ a > </ li >
629-
629+
630630 < li > < a href ="https://packaging.python.org/glossary/ "> A glossary that explains the evolving terminology</ a > —
631631 this is part of the < a href ="https://python-packaging.readthedocs.io/en/latest/ "> < em > Installation & Packaging Tutorial</ em > </ a > </ li >
632632
@@ -654,7 +654,7 @@ <h2>Testing</h2>
654654 < p > testing to ensure that your code performs well
655655 < label for ="item-10 "> [+/- content]</ label > </ p >
656656 </ div >
657- < input type ="checkbox " name ="two " id ="item-10 " checked >
657+ < input type ="checkbox " name ="ten " id ="item-10 " checked >
658658
659659 < div class ="content hide ">
660660
@@ -675,7 +675,28 @@ <h2>Testing</h2>
675675 </ div >
676676
677677
678+ <!-- .............................................................. -->
679+ < div class ="spotlight ">
678680
681+ < div class ="contentw ">
682+ < h2 > Machine Learning</ h2 >
683+ < p > a quick example of machine learning using python libraries
684+ < label for ="item-11 "> [+/- content]</ label > </ p >
685+ </ div >
686+ < input type ="checkbox " name ="eleven " id ="item-11 " checked >
687+
688+ < div class ="content hide ">
689+
690+ Lecture slides:
691+ < ul >
692+ <!-- <li><a href="lectures/machine-learning.pdf">testing.pdf</a></li> -->
693+ </ ul >
694+
695+
696+ Examples:
697+
698+ </ div >
699+ </ div >
679700
680701
681702 </ div > <!-- inner -->
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