Machine Learning - complete course notes
january 2012 by mcroydon
seems like a solid course.
ai
education
learning
machinelearning
stanford
january 2012 by mcroydon
Machine Learning 10-701/15-781: Lectures
november 2011 by mcroydon
Grad-level AI course material fromoe of the other giants in AI.
ai
course
courses
learning
machine-learning
november 2011 by mcroydon
NetLogo Home Page
august 2011 by mcroydon
"NetLogo is a multi-agent programmable modeling environment."
ai
education
java
logo
programming
august 2011 by mcroydon
Christopher M. Bishop
april 2011 by mcroydon
The companion site for Pattern Recognition and Machine Learning.
ai
learning
machine-learning
computer-science
april 2011 by mcroydon
Clever Algorithms
february 2011 by mcroydon
Someday I'll write a book about algorithms inspired by pants.
ai
algorithms
book
programming
ruby
february 2011 by mcroydon
Stephen Wolfram Blog : Programming with Natural Language Is Actually Going to Work
ai architecture articles blogger computerscience computing cs libraries language interface history future english dsl demo natural nlp programming programming-languages read wolfram mathematica natural_language
november 2010 by mcroydon
ai architecture articles blogger computerscience computing cs libraries language interface history future english dsl demo natural nlp programming programming-languages read wolfram mathematica natural_language
november 2010 by mcroydon
Natural Language Processing for the Working Programmer
november 2010 by mcroydon
NLP and Haskell.
ai
algorithms
algorithm
artificialintelligence
book
books
cs
language
introduction
haskell
free
ebook
development
machine-learning
machinelearning
mathematics
natural
programming
processing
natural-language-processing
nlp
tech
todo
toread
tutorial
languageprocessing
later
naturallanguage
november 2010 by mcroydon
Machine Learning textbook slides
november 2010 by mcroydon
Great slides as companion to the book and classes built around it.
classifier
ai
artificial-intelligence
bayesian
book
books
intelligence
datamining
courses
machine
computer
class
learning
lectures
machine-learning
machinelearning
tutorial
science
slides
resources
reference
ml
mitchell
november 2010 by mcroydon
The Easy Way to Extract Useful Text from Arbitrary HTML - AI Depot
algorithms content ai code crawler data datamining extract math machinelearning machine learning extraction html mining network parser parsing programming python scraping web useful tutorial tools textmining text-mining statistics
september 2010 by mcroydon
algorithms content ai code crawler data datamining extract math machinelearning machine learning extraction html mining network parser parsing programming python scraping web useful tutorial tools textmining text-mining statistics
september 2010 by mcroydon
The Most Important Algorithms (Survey)
july 2010 by mcroydon
Yay.
ai
algorithm
algorithms
awesome
best
code
computer.science
compsci
computer-science
computer
computerscience
computing
cs
development
education
list
lists
math
learning
important
interviewing
howto
mathematics
programming
reference
science
software
survey
toread
july 2010 by mcroydon
A Non-Mathematical Introduction to Using Neural Networks | Heaton Research
june 2010 by mcroydon
This looks like a good read.
ai
algorithm
article
artificial
compsci
computer
learning
introduction
intelligence
algorithms
genetics
computerscience
mathematics
math
maths
network
networking
networks
neuralnetworks
neuralnetwork
neural-network
neural
program
programming
reference
science
toread
tutorial
neural-networks
neural_network
june 2010 by mcroydon
Designing for iPad: Reality Check
april 2010 by mcroydon
A really thorough look at what works, what doesn't and what's lame when developing for the iPad.
3d
apple
ai
application
article
blog
check
design
dev
development
digital
interactiondesign
ia
interface
iphone
ipad
reference
mobile
toread
tips
typography
webdesign
webapps
ux
ui
interfacedesign
april 2010 by mcroydon
March 2010 Archives | a1k0n
march 2010 by mcroydon
An interesting look at the approach behind the winning entry in the Tron Google AI challenge.
ai
algorithms
article
bot
competition
c
contest
good
games
yahoo
tron
todo
programming
light
google
ia
heuristics
postmortem
tronbot
march 2010 by mcroydon
aima-lua - Project Hosting on Google Code
february 2010 by mcroydon
"Lua implementation of algorithms from Norvig And Russell's "Artificial Intelligence: A Modern Approach", 3rd Ed."
programming
ai
open_source
lua
artificialintelligence
aima
february 2010 by mcroydon
Google AI Challenge
february 2010 by mcroydon
This looks like a lot of fun and quite accessible with starter kits available in many languages.
programming
algorithms
google
todo
ai
competition
contest
february 2010 by mcroydon
Pin Dancing: Learning about Machine Learning
january 2010 by mcroydon
Big book list recommendation / study order (part 2).
programming
data
book
books
computer
science
statistics
math
learning
ai
list
ebook
datamining
machinelearning
machine-learning
to-read
academic
mix
hackernews
lists
machine_learning
ml
mathematics
ebooks
january 2010 by mcroydon
Measuring Measures: Learning About Statistical Learning
january 2010 by mcroydon
Big list of book recommendations / study order (part 1).
programming
data
reference
toread
tutorial
research
book
books
statistics
math
education
ai
learning
list
cs
datamining
stats
machinelearning
analytics
probability
machine.learning
courses
machine_learning
ml
mathematics
machine-learning
statistical
statistical_learning
intro
suggestions
january 2010 by mcroydon
The Cognitive Science Millennium Project
january 2010 by mcroydon
Someday I'll lock myself in a closet and read all of these.
reference
toread
research
science
books
article
education
ai
learning
list
resources
academic
articles
papers
linguistics
lists
links
psychology
philosophy
neuroscience
mind
cognition
brain
bibliography
cognitive
cogsci
cognitive_science
cognitivescience
cognitive-science
consciousness
january 2010 by mcroydon
Rethinking artificial intelligence
january 2010 by mcroydon
Thinking big thoughts.
research
technology
computer
article
future
ai
mit
robotics
intelligence
memory
artificial
complexity
brain
singularity
mind
january 2010 by mcroydon
PythonInterface - OpenCV Wiki
january 2010 by mcroydon
Wow, this interface looks like it'd be pretty awesome to work with (as compared to the last time I looked).
programming
development
python
reference
code
video
library
opensource
research
computer
algorithms
ai
interface
graphic
c++
robotics
searchengine
vision
lib
computervision
similarity
opencv
ctypes
thesis
swig
january 2010 by mcroydon
Open source Clustering software
december 2009 by mcroydon
Including PyCluster, a Python interface to several of the C-based clustering algorithms.
python
programming
software
linux
code
tools
library
opensource
free
java
research
science
statistics
license:PSF
algorithm
algorithms
math
ai
cluster
analysis
open
kmeans
data_mining
bioinformatics
c++
perl
c
machinelearning
source
datamining
clustering
december 2009 by mcroydon
Welcome to Elefant — Elefant
november 2009 by mcroydon
"Elefant (Efficient Learning, Large-scale Inference, and Optimisation Toolkit) is an open source library for machine learning licensed under the Mozilla Public License"
python
programming
open-source
software
code
tools
library
opensource
research
computer
math
ai
app
datamining
learning
gui
optimization
machinelearning
check
scipy
machine.learning
toolkit
ml
frameworks
c++
machine-learning
nicta
scipy2007
november 2009 by mcroydon
» AI Panel – Boston Post Mortem Eddie on Games
november 2009 by mcroydon
Lots of thoughts on game ai.
article
ai
tips
gamedev
game-design
november 2009 by mcroydon
An Overview of Data Mining Techniques
november 2009 by mcroydon
Data mining vs. statistics. Fight.
data
reference
database
toread
tutorial
research
books
algorithms
statistics
algorithm
education
ai
learning
clustering
datamining
paper
tutorials
analytics
mining
data-mining
datawarehouse
data_mining
bi
and
techniques
technique
november 2009 by mcroydon
Effective Multi-Label Active Learning for Text Classification
november 2009 by mcroydon
This sounds like a new and interesting approach (via Travis Cline).
ai
machinelearning
paper
classification
svm
machine-learning
november 2009 by mcroydon
Jena Semantic Web Framework
october 2009 by mcroydon
Seems to be used and extended a lot in the academic space.
programming
web
software
reference
database
tools
library
api
opensource
research
java
web2.0
xml
framework
ai
metadata
rdf
tool
semantic_web
owl
web3.0
semantic-web
semweb
development
sparql
ontology
semanticweb
semantic
jena
rdfs
october 2009 by mcroydon
Elements of Statistical Learning: data mining, inference, and prediction.2nd Edition.
october 2009 by mcroydon
Available as a PDF.
programming
data
reference
toread
free
book
research
statistics
books
math
ai
pdf
learning
ebook
stats
datamining
machinelearning
machine-learning
inference
r
machine.learning
prediction
data-mining
mathematics
ml
machine_learning
ebooks
mining
machine
academic
october 2009 by mcroydon
David MacKay: Information Theory, Inference, and Learning Algorithms: The Book
september 2009 by mcroydon
A freely available text on machine learning, AI, inference, etc.
machinelearning
programming
reference
toread
free
book
research
books
science
statistics
algorithms
math
ai
pdf
algorithm
information
learning
cs
ebook
datamining
probability
bayesian
theory
mathematics
machine_learning
ebooks
download
inference
bayes
informationtheory
september 2009 by mcroydon
iPhone Sudoku Grab: How does it all work?
september 2009 by mcroydon
A great look at doing computer vision on the iphone.
programming
design
software
development
howto
toread
games
tutorial
osx
blog
graphics
algorithms
algorithm
iphone
cool
app
ai
image
recognition
opencv
imagerecognition
cv
computervision
sudoku
vision
ocr
processing
imageprocessing
computer-vision
image-processing
september 2009 by mcroydon
The Quest for Artificial Intelligence
august 2009 by mcroydon
I very recently stumbled upon some old book notes from this project and I'm excited to see it on its way out the door.
ai
stanford
book
free
computer
science
computer-science
august 2009 by mcroydon
Machine Learning Summer School on Theory and Practice of Computational Learning
august 2009 by mcroydon
A collection of video lectures on Machine Learning.
programming
development
computer
science
video
education
coding
learning
ai
machinelearning
machine-learning
videos
lectures
machine
ml
2009
machine_learning
courses
talk
theory
via:pskomoroch
august 2009 by mcroydon
Vowpal Wabbit (Fast Online Learning)
august 2009 by mcroydon
"This is a project at Yahoo! Research to design a fast, scalable, useful learning algorithm."
programming
software
code
tools
library
opensource
research
dev
algorithms
statistics
algorithm
computing
online
ai
learning
yahoo
compsci
tool
datamining
data_mining
artificialintelligence
lib
machine_learning
nlp
ml
machine-learning
machinelearning
online_learning
sgd
august 2009 by mcroydon
Kernel-Machines.Org — Kernel Machines
august 2009 by mcroydon
"This page is devoted to learning methods building on kernels, such as the support vector machine."
programming
software
reference
tutorial
research
science
statistics
algorithms
algorithm
ai
math
learning
clustering
cs
resources
datamining
machinelearning
svm
machine_learning
mathematics
ml
classification
papers
kernel
machine
academic
machine-learning
kernel-machines
kernels
pattern_recognition
august 2009 by mcroydon
Machine Learning Reductions
august 2009 by mcroydon
"This project is about applying the method of reduction to machine learning. We hope to learn the relationship between machine learning problems, and construct learning algorithms which work via reduction."
math
ai
learning
cs
machinelearning
machine-learning
machine_learning
papers
ml
data-mining
reduction
august 2009 by mcroydon
Detexify LaTeX handwritten symbol recognition
july 2009 by mcroydon
Scribble and get a set of glyphs back. Click on the one you wanted to continue training. Surprisingly good results.
tools
reference
javascript
opensource
latex
text
ai
learning
tex
service
generator
classification
mathematics
drawing
maths
draw
recognition
symbols
symbol
classifier
handwriting
handwritten
lookup
july 2009 by mcroydon
Reading machine to snoop on Web | Military Tech - CNET News
july 2009 by mcroydon
Generating more and more information continuously.
science
research
internet
tech
ai
information
mining
reading
intelligence
it
darpa
july 2009 by mcroydon
Paris Game AI Conference '09: Highlights, Photos & Slides — AiGameDev.com
july 2009 by mcroydon
This looks like a thorough writeup of the conference
ai
game
development
dev
artificial-intelligence
july 2009 by mcroydon
Raymond Hettinger's recipes « ActiveState Code
june 2009 by mcroydon
Some good AI examples.
python
programming
algorithm
ai
recipes
cookbook
pycon2009
june 2009 by mcroydon
Balie - Baseline Information Extraction
june 2009 by mcroydon
Interesting machine learning/information extraction stuff.
programming
software
tools
library
java
research
opensource
language
information
ai
datamining
machinelearning
machine-learning
linguistics
textmining
nlp
machine_learning
semantic
semanticweb
extraction
ie
information_extraction
information_retrieval
uima
ner
entity
weka
balie
named
namedentityrecognition
june 2009 by mcroydon
CS 578
april 2009 by mcroydon
Yay machine learning!
programming
algorithms
education
learning
ai
machine-learning
machinelearning
course
courses
lectures
bayesian
ml
lecture-notes
probability
via:chl
april 2009 by mcroydon
pHash.org: Home of pHash, the open source perceptual hash library
april 2009 by mcroydon
To play with later.
license:gpl
license:
gplv3
programming
development
open-source
code
video
media
library
api
graphics
search
opensource
algorithms
algorithm
audio
ai
multimedia
image
c++
c
hash
sound
hashing
copyright
similarity
images
fingerprint
imaging
perceptual
phash
perceptualhash
april 2009 by mcroydon
Stephen Marsland
april 2009 by mcroydon
Machine learning + Python. !!!
python
programming
software
data
reference
code
book
books
algorithms
todo
algorithm
analysis
information
ai
learning
resources
cs
datamining
machine
academic
machine-learning
machinelearning
ml
examples
numpy
artificialintelligence
scipy
computer_science
machine.learning
e-books
april 2009 by mcroydon
RMS Essay: Come Celebrate the Joy of Programming, with the World's Most ...
april 2009 by mcroydon
Excellent history on the MIT AI lab, RMS, Lisp, Emacs, and Lisp machines. Also puts the GPL in context quite nicely.
rms
fsf
hackers
stallman
programming
business
history
opensource
computers
ai
hacking
article
humour
cs
gpl
lisp
emacs
mit
oss
gnu
essay
freedom
people
advocacy
essays
hacker
april 2009 by mcroydon
Gamasutra - Feature - "Using Particle Swarm Optimization for Offline Training in a Racing Game"
april 2009 by mcroydon
Interesting approach for precomputing the best line to take on a track.
gamedev
article
optimization
ai
april 2009 by mcroydon
ctypes-opencv - Google Code
february 2009 by mcroydon
Things to play with in my spare time.
python
programming
code
tutorial
library
computer
graphics
algorithms
algorithm
ai
coding
image
processing
vision
computervision
ctypes
opencv
february 2009 by mcroydon
PyBrain
february 2009 by mcroydon
One of the few BSD-licensed Python machine learning libraries out there. Yay permissive licenses!
python
programming
software
library
research
computer
network
framework
opensource
ai
learning
module
machine
machine-learning
machinelearning
control
ml
networks
neural-network
neural
neuralnetwork
pybrain
neuralnetworks
february 2009 by mcroydon
http://cosmo.nyu.edu/hogg/research/2006/09/28/astrometry_google.pdf
february 2009 by mcroydon
Absolutely fantastic geometry hashing algorithm + indexing stars in the sky as if they were words in a corpus of text.
algorithms
algorithm
ai
astronomy
image
hash
hashing
imagerecognition
february 2009 by mcroydon
Welcome to Pyevolve documentation ! — Pyevolve v0.5 documentation
february 2009 by mcroydon
Genetic algorithms in pure Python with lots of chunky documentation.
python
programming
development
library
code
dev
algorithms
opensource
math
algorithm
framework
ai
optimization
example
genetic
ga
geneticalgorithms
genetics
genetic_algorithm
geneticprogramming
knowledge
genetic-algorithms
pyevolve
evolutionary
february 2009 by mcroydon
9.520, Spring 2009
february 2009 by mcroydon
"Focuses on the problem of supervised and unsupervised learning from the perspective of modern statistical learning theory, starting with the theory of multivariate function approximation from sparse data."
research
statistics
algorithm
analysis
ai
learning
notes
mit
academic
machine-learning
machinelearning
lectures
ocr
courses
course
ml
class
classes
functional
lecture-notes
modeling
lecture_notes
february 2009 by mcroydon
Game/AI: AAAI Library online
programming reference development games research game coding education ai pdf learning resources developer paper article conference archive papers gamedesign artificialintelligence resource artificial intelligence gamedev computerscience gamedevelopment
january 2009 by mcroydon
programming reference development games research game coding education ai pdf learning resources developer paper article conference archive papers gamedesign artificialintelligence resource artificial intelligence gamedev computerscience gamedevelopment
january 2009 by mcroydon
PyML
january 2009 by mcroydon
A machine learning library for Python. LGPL.
license:lgpl
python
programming
software
code
library
research
statistics
algorithms
opensource
framework
ai
learning
module
machine
datamining
classification
machine-learning
machinelearning
ml
svm
pyml
data-mining
knn
regression
data_mining
january 2009 by mcroydon
Google Testing Blog: Online Machine Learning Testing == Extreme Testing
january 2009 by mcroydon
Testing machine learning is hard.
google
testing
machine
learning
ai
january 2009 by mcroydon
Arthur Samuel - Wikipedia, the free encyclopedia
january 2009 by mcroydon
"Arthur L. Samuel (1901 – July 29, 1990) was a pioneer in the field of computer gaming and artificial intelligence. The Samuel Checkers-playing Program appears to be the world's first self-learning program, and as such a very early demonstration of the fundamental concept of artificial intelligence (AI)."
ai
history
computer
science
machine
learning
machine-learning
course:cs229stanford
january 2009 by mcroydon
CS 229: Machine Learning (Course handouts)
december 2008 by mcroydon
Another machine learning course.
programming
data
tutorial
computer
statistics
education
math
compsci
cs
learning
ai
notes
machine
nlp
computerscience
lectures
stanford
machinelearning
courses
lecture
machine-learning
machine_learning
course
ml
lecture-notes
edu
probability
machine.learning
mathematics
december 2008 by mcroydon
Main page - Introduction to Genetic Algorithms - Tutorial with Interactive Java Applets
december 2008 by mcroydon
Genetic programming in Python.
programming
development
reference
tutorial
java
book
books
algorithm
algorithms
architecture
analysis
computerscience
ai
datamining
dna
ga
genetic
geneticalgorithms
genetics
geneticprogramming
genetic_algorithm
alife
complexity
genetic_algorithms
math.optimization
december 2008 by mcroydon
FacetsPythonCourse2008 - NeuralEnsemble Cookbook - Trac
december 2008 by mcroydon
"Joint BCCN/FACETS Student Workshop: Using Python for Computational Neuroscience"
python
programming
code
tutorial
ai
slides
lectures
computational
neuroscience
december 2008 by mcroydon
ga
december 2008 by mcroydon
Hypnotizing.
programming
design
games
science
flash
algorithm
algorithms
education
computing
car
cool
fun
ai
cars
physics
animation
evolution
flex
computerscience
amazing
ga
genetic
geneticalgorithm
genetics
genetic-algorithm
generative
genetic.algorithm
geneticalgorithms
december 2008 by mcroydon
torcs › News
december 2008 by mcroydon
The modern racing AI platform.
programming
linux
software
apple
development
mac
osx
game
games
free
gaming
car
windows
opensource
computers
fun
3d
cars
freeware
simulation
ai
gpl
simulator
physics
racing
gamedev
torcs
freesoftware
december 2008 by mcroydon
Robot Auto Racing Simulator
december 2008 by mcroydon
No longer active, but I remember keeping tabs on the latest happenings in RARSland a decade back.
programming
reference
software
game
games
free
interesting
car
opensource
cars
freeware
3d
ai
simulation
entertainment
robots
robotics
racing
robot
gamedev
artificialintelligence
f1
simracing
race
steering
december 2008 by mcroydon
Pyro, Python Robotics: Pyro
december 2008 by mcroydon
Programming robots in Python.
python
programming
design
linux
software
development
hardware
library
code
tools
science
game
research
language
dev
algorithm
education
geek
robot
artificial-intelligence
pyro
robotics
simulation
robots
ai
gui
opensource
framework
aibo
robotica
december 2008 by mcroydon
LIBLINEAR -- A Library for Large Linear Classification
december 2008 by mcroydon
"LIBLINEAR is a linear classifier for data with millions of instances and features. It supports L2-regularized logistic regression (LR), L2-loss linear SVM, and L1-loss linear SVM."
programming
software
library
statistics
math
opensource
clustering
download
c
ai
classification
datamining
matlab
machinelearning
machine-learning
machine_learning
uni
svm
liblinear
ml
december 2008 by mcroydon
Planning Algorithms / Motion Planning
december 2008 by mcroydon
"This book presents a unified treatment of many different kinds of planning algorithms. The subject lies at the crossroads between robotics, control theory, artificial intelligence, algorithms, and computer graphics."
development
data
reference
book
books
game
research
free
computer
search
algorithms
math
online
algorithm
pdf
compsci
ebook
ai
physics
cs
robots
programming
computerscience
ebooks
planning
robotics
motion
pathfinding
algorithims
basics
december 2008 by mcroydon
The Open Cognition Project - OpenCog
december 2008 by mcroydon
<insert joke about OpenCog becoming self-aware here>
software
code
library
science
wiki
research
opensource
open
ai
learning
c++
nlp
computerscience
context
compsci
computer-science
oss
project
artificial-intelligence
ia
machinelearning
cognition
agi
brain
opencog
december 2008 by mcroydon
Mark Watson's Open Source Software
november 2008 by mcroydon
A collection of GPL/LGPL'd Natural Language Processing tools for Java.
programming
software
open-source
development
ruby
code
tools
blog
free
java
research
algorithms
analysis
language
opensource
clustering
source
open
ai
speech
natural
nlp
tagging
processing
parser
natural_language_processing
tagger
categorization
natural-language-processing
of
november 2008 by mcroydon
Mark Watson's opinions on Java, Ruby, Lisp, AI, and the Semantic Web: My new book "Practical Artificial Intelligence Programming in Java" is available in print and as a free PDF download
november 2008 by mcroydon
A book on AI using Java available as a CC-by-nc-noderivs PDF and in print at lulu.com.
programming
development
book
tutorial
java
books
research
free
algorithms
interesting
pdf
math
ebook
blogs
reading
ai
download
lisp
ebooks
intelligence
artificial
clojure
november 2008 by mcroydon
PleoWorld - The Home of Pleo, the Robotic Baby Dinosaur from UGOBE Life Forms
october 2008 by mcroydon
Wow, I was better off not knowing about this $350 programmable toy.
design
development
hardware
games
technology
wishlist
game
research
gadgets
innovation
shopping
ai
robots
entertainment
cute
toys
gadget
toy
product
robotics
gifts
ugobe
dinosaurs
dinosaur
pleo
robot
october 2008 by mcroydon
Stanford School of Engineering
october 2008 by mcroydon
From the basics to NLP and machine learning.
programming
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free
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open
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robots
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stanford
career
lectures
opencourseware
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ocw
october 2008 by mcroydon
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