January 26
Introduction to Python
January 28
variables, int, float, str, type conversion, assignment, print(), help(), type()
Control structures
if-elif-else, while-break-continue, input()
Basics 55:27 Control 32:09handin 1
February 2
None, bool, basic operations, strings
Exercise classes start
Operations 1:02:04February 4
Syntax, operations, copy.deepcopy
Control structures
while-else, for-loops, for-break-continue-else, range
Lists 1:00:04handin 2
February 9
tuples, lists, mutability, list comprehension, for-if, for-for, list(), any(), all(), enumerate(), zip()
Tuples 50:13 Orientation test 11:38February 11
dict, set, frozenset, dictionary comprehension, set comprehension, collections, deque, namedtuple, Counter
Dictionaries 49:51 Handins 3-4 5:11handin 3
February 16
functions, return, scoping, arguments, keyword arguments, *, **, global variables
10.15 Meeting with class representatives
Functions 58:04February 18
symbol table, stack frames
Recursion 46:29handin 4
February 23
algorithm examples
No physical lecture - video only
Recursion and iteration 57:43handin 5
February 25
lambda, higher-order functions, map, filter, reduce
No physical lecture - video only
Lambda 44:05March 2
classes, objects, self, construction, encapsulation
Classes 1:11:42March 4
inheritance, method overriding, super, multiple inheritance
Class hierarchies 44:20handin 6
March 9
try-raise-except-finally, Exception, control flow, match-case, file open/read/write, sys.stdin, sys.stdout, sys.stderr, context manager
Exceptions 28:51 Files 20:13 Sudoku 15:45March 11
docstring, defensive programming, assert, test driven developement, assertions, testing, unittest, doctest, debugger, coverage, static type checking, mypy
Testing 48:44 Mypy 13:32handin 7
March 16
@, @property, @functools.total_ordering, dataclasses
Decorators 54:37March 18
memoization, decorator memoized/functools.cache, systematic subproblem computation
Dynamic programming 56:46 Coding competitions 10:47handin 8
March 23
Matplotlib, Jupyter, scipy.optimize.minimize
Matplotlib 1:03:40 Jupyter 26:35 SciPy minimize 29:47March 25
NumPy, matrix multiplication, @, numpy.linalg.solve, numpy.polyfit
Numpy 42:09 Polyfit 6:12 Numpy matplotlib 15:27March 30 - Monday April 6
April 7 - Wednesday April 8
April 13
scipy.optimize.linprog
pagerank.ipynb
max-flow.ipynb
Linprog 6:19 Maxflow 10:05 Pagerank 22:17handin 9
April 15
yield, __iter__, __next__, measuring memory usage
Iterators 38:26 Generators 30:04 Memory usage 9:27handin 10
April 20
from-import-as, __name__, "__main__", heapq
Modules 24:28 Heapq 8:51April 22
file formats (CSV, Json, XML, Excel), regular expressions (module re), finditer
File formats 39:47 Regular expressions 17:59 Lindenmeyer systems 14:10April 27
SQL, SQLite, pandas
pandas.ipynb
SQLite 29:23 Pandas 34:23April 29
k-means, scipy.cluster.vq.kmeans, DBSCAN, neural networks
Clustering 27:25 DBSCAN 11:11 Neural networks 15:56May 4
Tkinter, qt
Tkinter 50:37May 6
Java 1:03:03May 11
May 13
May 13
May 15
May 31
June 20