About
Machine learning is a field focused on making machines learn to make predictions from examples. It combines elements of mathematics, computer science, and statistics with applications in biology, physics, engineering and any other area where automated prediction is necessary. This short summer school is an intense introduction to the basics of machine learning and learning theory with various additional advanced topics covered. It is appropriate for anyone interested in learning this material.
Related categories
Uploaded videos:
Introduction
![video-img](https://apiminio.videolectures.net/vln/lectures/2483/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044837Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=a5eb90370062264a84248b1d24397f4254f933fc2650184ea732d1c648326a11)
Welcome
Apr 19, 2007
ยท
4116 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/1134/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044837Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=68b1481e450954180599e8eaf19965babb4c95d972d14e9d72495dd7d2f19259)
Welcome to Chicago, and a (brief!) introduction to machine learning
Feb 25, 2007
ยท
5870 Views
Lectures
Online Learning and Game Theory
Feb 25, 2007
ยท
28927 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/1135/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044837Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=9de4847086dac6a042efcf752b70da63fff380dcd33c42ac5501a696502e1914)
Generalization bounds
Feb 25, 2007
ยท
8650 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/1138/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044837Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=5820e7ae1dedbaa168849bd38771f5b1350b7869da294ccad8e40bd1296f89ac)
Introduction to Kernel Methods
Feb 25, 2007
ยท
14744 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/1139/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044837Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=a06d177c60c48865af1271969f937da878263e1cdcb98e5b2dfbabbde0ee6ad1)
Semi-supervised Learning, Manifold Methods
Feb 25, 2007
ยท
16444 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/1140/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044837Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=9b00193c14e4afdffde46a8d986a910b1b050928aa263b7076328a76f33ae1fe)
Introduction to Kernel Methods
Feb 25, 2007
ยท
17874 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/539/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044837Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=cbc9b4e486f09e37cfea1d73fb83a09ea05feb0ec3c1c99d6bf3d703c8a81502)
Semi-supervised Learning, Manifold Methods
Feb 25, 2007
ยท
9187 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/538/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044837Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=4043755034d02cd4f2c29f09fc74217863adbe2368966befc94402623ad65754)
Evidence Integration in Bioinformatics
Feb 25, 2007
ยท
5136 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/541/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044837Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=48f9d28cd4af86a775bc69863b9ed13947bb2623ff5372bf56baab5415ab9596)
Empirical Comparisons of Learning Methods & Case Studies
Feb 25, 2007
ยท
6163 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/542/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044837Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=1ce8d1e6655b1c01cca590c7f1b7dd15c0f7aa8572c01cdeff71f965fecb0871)
Trees for Regression and Classification
Feb 25, 2007
ยท
10448 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/545/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044837Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=a138b3cf5760e740c3875117a23b5c034b1c7e3f7aed703b0e227512bbd6c6da)
Algorithms for Learning and their Estimates
Feb 25, 2007
ยท
3791 Views
Energy-based models & Learning for Invariant Image Recognition
Feb 25, 2007
ยท
13319 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/546/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044838Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=eb46a690b0769c31e2ee5d286b6cc2bab693aaa5313078e9682f52d79b9878b4)
Online Learning with Kernels
Feb 25, 2007
ยท
7100 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/875/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044838Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=187da6d7bca9b41e0088c60c0abf0364bdd12b3ef3a62ff4eb946e053ce19e20)
Fingerprints of Rhthm in Natural Language
Feb 25, 2007
ยท
3495 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/876/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044838Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=4e32a0173e7fd202ced30e90051d997c67e75a918695d0eaabd5210111a522a7)
Diffusion Maps, Spectral Clustering and Reaction Coordinates of Dynamical System...
Feb 25, 2007
ยท
10905 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/873/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044838Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=0c0a456d4f125fa9304a4383a3129472e506422c8138f46dcea87a46a53d04fb)
Learning to Signal
Feb 25, 2007
ยท
3948 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/874/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044838Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=4353e15e9c0980745d42efdf4ff33fba77554e3a9d5dc71444d3bb4be63edd10)
The Dynamics of AdaBoost
Feb 25, 2007
ยท
24723 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/871/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044838Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=c4c534111ab178321303da3b15c8e278f0c025b696e4e7288bdac2b47846d264)
Learning variable covariances via gradients
Feb 25, 2007
ยท
3743 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/872/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044838Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=7ff2fb77157b17963a42cd5c943dd25c22b4a150ab0f561cad2fda79b4d5738f)
Feasible Language Learning
Feb 25, 2007
ยท
3534 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/882/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044838Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=6b1fd8e8d72a5b102b8811c210e0d45adde132ab716ba8ece819632f7839e831)
On the evolution of languages
Feb 25, 2007
ยท
3697 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/883/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044838Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=4daa006049b0c66714301a240e5f1f03d4cdecbb75c095d06811e71df77343ab)
Game Dynamics with Learning and Evolution of Universal Grammar
Feb 25, 2007
ยท
3285 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/975/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044838Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=77d164b10d30659a50b6e2c0d6f91d2f6787c2b1d2a4f89fbc4a76b066d6da5a)
Some Aspects of Learning Rates for SVMs
Feb 25, 2007
ยท
5759 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/974/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044838Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=c8d4465f99456103e30bd1669df709917cb1eb83331a3057e9e239a7a05eccaa)
Categorical Perception + Linear Learning = Shared Culture
Feb 25, 2007
ยท
3521 Views
Multiscale analysis on graphs
Feb 25, 2007
ยท
4625 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/972/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044838Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=559d394ca2dc48cabd460dfb2bb93200afdfaca8d1a4cdaa12c2ad2f71c60666)
Adventures with Camille
Feb 25, 2007
ยท
4346 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/969/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044839Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=24255421493133d332b0a08ca5acaa4ce1a2c8adc7467686ecf9d4caaaf4d68c)
On Optimal Estimators in Learning Theory
Feb 25, 2007
ยท
3636 Views
Tutorial on Machine Learning Reductions
Feb 25, 2007
ยท
16463 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/1298/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044839Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=de27b4b64ca499270bdb0ee74fa37f1f75cc95aa78e1e874428a9f507be91206)
Information Geometry
Feb 25, 2007
ยท
35538 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/686/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044839Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=a34aac1268dffc4a67f4f5cd7ebdab0574674658a2386ebe6e3ee7cbca542edd)
On the Borders of Statistics and Computer Science
Feb 25, 2007
ยท
14032 Views
Bayesian Learning
Feb 25, 2007
ยท
41428 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/679/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044839Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=76cad320469f7946f9a9286123e585a4272c4e55ffa3df1a87d45c7eff8feb12)
Learning on Structured Data
Feb 25, 2007
ยท
3964 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/682/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044839Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=34af15f1e3cc4e20b5254d36b6563161e4ba0edfca5ed2a204fe935246990725)
Learning on Structured Data
Feb 25, 2007
ยท
11778 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/657/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044839Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=2fb16ad45d0b906adec92bb2136d144e7b1a5f0fe99c6e093070fd36f779572a)
An introduction to grammars and parsing
Feb 25, 2007
ยท
10487 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/656/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044839Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=88962cfe7e021ad087a59a27d68d3c46a1a27d77d437d58c5a67fc8b9632eea1)
Learning patterns in omic data: applications of learning theory
Feb 25, 2007
ยท
4461 Views
Interviews with students
![video-img](https://apiminio.videolectures.net/vln/lectures/676/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044839Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=6449a38e1abda809b84c06806bc9d97732b34833617385f610268b283d5ffa8d)
Short interviews MLSS05 Chicago by John Langford
Feb 25, 2007
ยท
6501 Views
Debates
![video-img](https://apiminio.videolectures.net/vln/lectures/980/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044839Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=ef13b2aa38968dd4f30962a7268bc5648226706d90404d33c3f0c637f1f5051c)
Lunch debate 23.5.2005
Feb 25, 2007
ยท
6867 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/981/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044839Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=0897806ce76463860a514e9b4691c69f7656647aff6c0bac879c096121193aa5)
Lunch debate 24.5.2005
Feb 25, 2007
ยท
5178 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/978/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044839Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=f281a8b733c27da590901596c50997ae4b64de3adcdbd454b90427da44d2fbef)
Lunch debate 25.5.2005
Feb 25, 2007
ยท
5464 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/979/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20250113%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20250113T044839Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=b99c43325bf459925137f7e2f060479f7d9ea5cbe106c31636854ce903ccc2b6)
Lunch debate 27.5.2005
Feb 25, 2007
ยท
3668 Views