Programming Languages In Retrospect

The following are some of the things that I've done with programming languages in the past.

Java
data structures (lists, graphs, hashtables, sets, heaps, priority queue, queue)
typical algorithms (Kruskal, Dijkstra, BFS, DFS, merge sort, quicksort, insertion sort)
made modifications to Neighbor-Joining type algorithms (Computational Biology)
database access
file I/O
XML parsing
thread programming (computer science class)
scheduler algorithms (computer science class)

Python
typical data types: dictionaries, lists, tuples, strings, ints, floats, etc.
logic: for, if-then
class hierarchy
regular expression matching
file I/O
web page parsing 
compilation algorithms (earley parser, lexers, context-free grammars)
numerical algorithms (numpy, optimization)
Django (basic tutorial)
wxPython (really really basic tutorial) 
computational biology algorithms (protein knot-finding, gene searching, etc.)

C/C++
worked with machine structures and memory allocation in the class CS 61C 
modified software called MJOIN to experiment on it 
parallel computation with OpenMP at the UC Berkeley parallel computing boot camp 

Javascript
created a compiler in Python for Javascript with a context-free grammar for a computer science class

XML, SQL, XPath, XQuery
searches, sorts, access, inserts, deletes, views, updates, triggers, etc.

Octave/Matlab
basic data types and logic
numerical linear algebra algorithms (Lanczos process, eigenvalue estimation, grad school class)
worked with machine learning algorithms from a Stanford online class (i.e. linear regression, logistic regression, artificial neural networks, support vector machines)
statistical modeling using singular value decomposition
some optimization algorithms 

Perl
implemented the Smith-Waterman edit distance algorithm 

R
implemented simulated annealing algorithm, statistical calculation on phylogentic trees, and a protein-protein docking algorithm 

Maple
computed phylogenetic invariants
matrix algebra 

MIPS

TI-89 Basic (Hooray for High School)
created calculation programs for pre-calculus and algebra such as the quadratic equation, parabola properties, conic section properties
wrote and developed text based adventure games

New Stanford Online Classes

Stanford is offering several online classes once again starting late January.  There is one on probabilistic graph models, which is a subject relevant to machine learning.  You can scroll down to the bottom of a class to see other course offerings.  They are geared towards undergraduates, and this semester there are several interesting classes in cryptography, business, computer security, and econometric game theory among others.  They are unaccredited.  I intend to take or audit a few of these, time permitting.  The computer security class is offered in C++, and I hope to learn more about the language from it.  The probabilistic graph models class is relevant to research that I've done in computational biology, and it should enhance my understanding of machine learning and statistics.

Fall Classes

I'm taking Stanford Online classes in Computer Science this "fall".  I'm taking the database class (db-class.com), the machine learning class (ml-class.com), and the artificial intelligence (AI) class (ai-class.com).  These are all high quality classes, and I'm happy for the opportunity to take them.  With both machine learning and databases, I'm taking the advanced track with homeworks and assignments.  With the AI class, I'm just taking the lectures, the Basic version, since I need time to do other things.  AI is useful for stuff I might do, and there are many algorithms that I haven't seen before; however, machine learning is more relevant.  Learning some new algorithms from AI shouldn't be too challenging since I'm more of an algorithm/theory person anyhow.  Learning about databases in more depth will be helpful and is something that I might not do on my own.  So far, the machine learning class isn't very challenging since it reviewed ordinary least squares, which I already know about.  The database class, on the other hand, is challenging since I'm not an expert on SQL (Standard Query Language), and writing queries can be tricky.

Website up

My website went up around August 05, 2011.