Early Stop,Dropout 主讲人：龙良曲 Tricks ▪ Early Stopping ▪ Dropout ▪ Stochastic Gradient Descent Early Stopping ▪ Regularization How-To ▪ Validation set to select parameters ▪ Monitor validation performance

Object-Oriented Programming Key Ideas Class Inheritance Polymorphism Early and Late Binding Virtuality override final Template method Destructor Interfaces Liskov substitution principle /destructor Slicing ShadowingObject-Oriented Programming Key Ideas Class Inheritance Polymorphism Early and Late Binding Virtuality override final Template method Destructor Interfaces Liskov substitution interface and implementationObject-Oriented Programming Key Ideas Class Inheritance Polymorphism Early and Late Binding Virtuality override final Template method Destructor Interfaces Liskov substitution

intended to support that growth, as well as to capture the best practices and lessons learned by these early Agile adopters. Broader, more successful Agile execution will take time, trial and error, and shaping integrated hardware and software. However, Agile inherently serves as a risk mitigation strategy, since early working software products reduce risk by validating requirements and performance characteristics Is there a clear owner of the program (or broader enterprise) architecture?  Is there a clear, early commitment from user representatives and the broader user base?  Are users co-located with, or

one of the best bets one can make. The magic of watching AI do your work for you feels like the early days of email and web search – technologies that fundamentally changed our world. The better / faster will that do for creativity? For knowledge sharing? For entertainment? I think we’re in the very early innings of figuring that out… …We want Spotify to be the place for all voices. - Spotify Co-Founder customer experience we know and enable altogether new ones about which we’ve only fantasized. The early AI workloads being deployed focus on productivity and cost avoidance… …Increasingly, you’ll see

considered equal even if their originating resource objects are different * AbstractFactoryBean's early singleton proxy handles equals, hashCode and toString calls locally (avoiding eager init) * PropertyPathFactoryBean the XML bean description element) * AbstractFactoryBean uses bean ClassLoader for the generation of early singleton proxies * PropertyPlaceholderConfigurer correctly manages resolution of set entries and StringUtils * removed Commons Log usage from SystemPropertyUtils, ClassUtils, FileCopyUtils (avoiding early Log4J initialization) * revised CachingMapDecorator to expose all state representations in a thread-safe

considered equal even if their originating resource objects are different * AbstractFactoryBean's early singleton proxy handles equals, hashCode and toString calls locally (avoiding eager init) * PropertyPathFactoryBean the XML bean description element) * AbstractFactoryBean uses bean ClassLoader for the generation of early singleton proxies * PropertyPlaceholderConfigurer correctly manages resolution of set entries and StringUtils * removed Commons Log usage from SystemPropertyUtils, ClassUtils, FileCopyUtils (avoiding early Log4J initialization) * revised CachingMapDecorator to expose all state representations in a thread-safe

the XML bean description element) * AbstractFactoryBean uses bean ClassLoader for the generation of early singleton proxies * PropertyPlaceholderConfigurer correctly manages resolution of set entries and StringUtils * removed Commons Log usage from SystemPropertyUtils, ClassUtils, FileCopyUtils (avoiding early Log4J initialization) * revised CachingMapDecorator to expose all state representations in a thread-safe type if known already (instead of predicting the target class) * AbstractAutoProxyCreator exposes early singleton proxies (for resolving circular reference between proxied beans) * "bean(...)" pointcut

algorithm A* Lifelong planning A* (LPA*) D* etc. 64Dijkstra's algorithm (early stopping) 65Dijkstra's algorithm (early stopping) function Dijkstras(Graph, source, target): for each vertex v in to recover path 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 66Dijkstra's algorithm (early stopping) function Dijkstras(Graph, source, target): for each vertex v in Graph.Vertices: # return predecessors to recover path 21 66.1Dijkstra's algorithm (early stopping) function Dijkstras(Graph, source, target): for each vertex v in Graph.Vertices:

type if known already (instead of predicting the target class) * AbstractAutoProxyCreator exposes early singleton proxies (for resolving circular reference between proxied beans) * "bean(...)" pointcut rocessor in the local ClassLoader (for OSGi) * ClassPath/FileSystemXmlApplicationContext perform early check for null elements in config location array * added "addMessages(Map, Locale)" method to StaticMessageSource Jpa/JdoTransactionManager to correctly nest a REQUIRES_NEW transaction within a SUPPORTS scope with early access * JPA PersistenceUnitReader supports location patterns for the "jar-file" attribute in "persistence

type if known already (instead of predicting the target class) * AbstractAutoProxyCreator exposes early singleton proxies (for resolving circular reference between proxied beans) * "bean(...)" pointcut rocessor in the local ClassLoader (for OSGi) * ClassPath/FileSystemXmlApplicationContext perform early check for null elements in config location array * added "addMessages(Map, Locale)" method to StaticMessageSource Jpa/JdoTransactionManager to correctly nest a REQUIRES_NEW transaction within a SUPPORTS scope with early access * JPA PersistenceUnitReader supports location patterns for the "jar-file" attribute in "persistence