TOP 10 conferencias de investigación de ML y Data para estar al dia : ICLR, neurIPS, VLDB, sysML
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#machinelearning #ICML #neurIPS #ICLR #VLDB
En este video vamos a analizar las top 10 conferencias , a mi juicio mas relevantes del mundo de ML y Data, en concreto veremos:
* ICML: International Conference on Machine Learning
* neuRIPS: Neural Information Processing Systems
* ICLR: International Conference on Learning Representations
* VLDB: Very Large Databases
* SIGMOD PODS: Symposium on Principles of Database Systems
* MLSys: Systems for Machine Learning.
* Otros congresos de industria
Repasamos por encima algunos de los papers mas relevantes de las ultimas ediciones incluyendo:
* Unbiased Gradient Estimation in Unrolled Computation Graphs with Persistent Evolution Strategies
* Optimal Complexity in Decentralized Training
(Mencion a este video: https://www.youtube.com/watch?v=5SZWEy_E42I)
* Improved guarantees and a multiple-descent curve for Column Subset Selection and the Nystr¨om method
* Beyond Fully-Connected Layers with Quaternions: Parameterization of Hypercomplex Multiplications with 1/n parameters
* Scaling Attributed Network Embedding to Massive Graphs
* Are we ready for learned cardinality estimation
* AutoExecutor: Predictive Parallelism for Spark SQL Queries
* Bao: Making Learned Query Optimization Practical
* Data Movement Is All You Need: A Case Study on Optimizing Transformers
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