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====== Talks ====== | ====== Talks ====== | ||
- | This page links the slides of my most significant lectures. | + | This page contains pointers to my most significant lectures. |
- | All the slides are encoded in [[: | + | |
- | You might have to install the [[http:// | + | |
- | to see them. | + | |
- | ===== The BackPropagation CookBook ===== | + | All the slides are available under both the PDF and DjVu formats. |
- | {{talk-tricks.png? | + | * [[talks/cookbook|The BackPropagation CookBook (NIPS Workshop 1996)]] |
- | This lecture is co-authored with [[http:// | + | * [[talks/ |
- | It took place at the 1996 NIPS Workshop | + | |
- | [[http://www.willamette.edu/ | + | * [[talks/mlss|Online Learning and Stochastic Approximations (MLSS Tuebingen 2003)]] |
- | organized by [[http://ida.first.fraunhofer.de/~klaus|Klaus-Robert Müller]] and [[http://www.willamette.edu/~gorr|Genevieve Orr]]. | + | * [[talks/largescale|The Tradeoffs |
+ | | ||
+ | * [[talks/counterfactuals|Counterfactual Reasoning and Learning Systems (2012)]] | ||
+ | * [[talks/mlss13|Multilayer Networks [no longer old fashioned!] (2013)]] | ||
+ | * [[talks/perceptrons|Perceptrons Revisited (AAAI Spring Symposium 2015)]] | ||
+ | * [[talks/2challenges|Two big Challenges in Machine Learning (ICML 2015)]] | ||
+ | * [[talks/invariances|Learning Representation with Causal Invariance (ICLR 2019)]] | ||
- | * See [[http:// | ||
- | * See the corresponding [[: | ||
- | |||
- | ===== Graph Transformer Networks ===== | ||
- | |||
- | {{talk-gtn.png? | ||
- | This lecture describe Graph Transformer Networks | ||
- | It took place at the 2001 ICML workshop [[http:// | ||
- | [[: | ||
- | |||
- | * See [[http:// | ||
- | * See [[: | ||
- | |||
- | |||
- | ===== DjVu: Scanned Documents on the Web ===== | ||
- | |||
- | {{talk-djvu.png? | ||
- | [[http:// | ||
- | |||
- | * See [[http:// | ||
- | * See the [[: | ||
- | * See the [[: | ||
- | |||
- | ===== Online Learning and Stochastic Approximations ===== | ||
- | |||
- | {{talk-mlss.png? | ||
- | This four part lecture was given at the | ||
- | [[http:// | ||
- | held in [[http:// | ||
- | organized by [[http:// | ||
- | [[http:// | ||
- | [[http:// | ||
- | The lecture discusses Stochastic Approximations and in particular [[wp> | ||
- | |||
- | * See [[http:// | ||
- | * See [[http:// | ||
- | * See [[http:// | ||
- | * See [[http:// | ||
- | |||
- | * See the corresponding [[: |