Continual Learning in Practice Mar 12, 2019 AutoML BIG-bench Machine Learning
— Unverified AutoML @ NeurIPS 2018 challenge: Design and Results Mar 12, 2019 AutoML BIG-bench Machine Learning
— Unverified SAFE ML: Surrogate Assisted Feature Extraction for Model Learning Feb 28, 2019 AutoML Feature Engineering
Code Code Available Evolutionary Neural AutoML for Deep Learning Feb 18, 2019 AutoML Deep Learning
Code Code Available AutoQ: Automated Kernel-Wise Neural Network Quantization Feb 15, 2019 AutoML Deep Reinforcement Learning
— Unverified ATMSeer: Increasing Transparency and Controllability in Automated Machine Learning Feb 13, 2019 AutoML BIG-bench Machine Learning
Code Code Available Semantic Classification of Tabular Datasets via Character-Level Convolutional Neural Networks Jan 24, 2019 AutoML Classification
Code Code Available Katib: A Distributed General AutoML Platform on Kubernetes Jan 1, 2019 AutoML Hyperparameter Optimization
— Unverified DarwinML: A Graph-based Evolutionary Algorithm for Automated Machine Learning Nov 20, 2018 AutoML BIG-bench Machine Learning
— Unverified Automated Multi-Label Classification based on ML-Plan Nov 9, 2018 AutoML BIG-bench Machine Learning
— Unverified A Very Brief and Critical Discussion on AutoML Nov 9, 2018 AutoML
— Unverified Using Known Information to Accelerate HyperParameters Optimization Based on SMBO Nov 8, 2018 AutoML BIG-bench Machine Learning
— Unverified Auto-ML Deep Learning for Rashi Scripts OCR Nov 3, 2018 AutoML Deep Learning
— Unverified Automated Machine Learning: From Principles to Practices Oct 31, 2018 AutoML BIG-bench Machine Learning
Code Code Available DiffraNet: Automatic Classification of Serial Crystallography Diffraction Patterns Sep 27, 2018 AutoML Classification
— Unverified A User-based Visual Analytics Workflow for Exploratory Model Analysis Sep 27, 2018 AutoML Model Selection
— Unverified Benchmarking Automatic Machine Learning Frameworks Aug 17, 2018 Automated Feature Engineering AutoML
Code Code Available OBOE: Collaborative Filtering for AutoML Model Selection Aug 9, 2018 Active Learning AutoML
Code Code Available Automatic Gradient Boosting Jul 10, 2018 AutoML BIG-bench Machine Learning
Code Code Available ML-Plan: Automated machine learning via hierarchical planning Jul 3, 2018 AutoML BIG-bench Machine Learning
Code Code Available Auto-Keras: An Efficient Neural Architecture Search System Jun 27, 2018 AutoML Bayesian Optimization
Code Code Available Lessons learned from the AutoML challenge Jun 20, 2018 AutoML regression
— Unverified Rafiki: Machine Learning as an Analytics Service System Apr 17, 2018 AutoML BIG-bench Machine Learning
Code Code Available AutoML from Service Provider's Perspective: Multi-device, Multi-tenant Model Selection with GP-EI Mar 17, 2018 AutoML Model Selection
— Unverified Transfer Learning with Neural AutoML Mar 7, 2018 AutoML General Classification
— Unverified Autostacker: A Compositional Evolutionary Learning System Mar 2, 2018 AutoML BIG-bench Machine Learning
— Unverified AMC: AutoML for Model Compression and Acceleration on Mobile Devices Feb 10, 2018 AutoML GPU
Code Code Available Layered TPOT: Speeding up Tree-based Pipeline Optimization Jan 18, 2018 Automated Feature Engineering AutoML
Code Code Available AMLA: an AutoML frAmework for Neural Network Design Jan 1, 2018 AutoML Hyperparameter Optimization
— Unverified Autostacker: an Automatic Evolutionary Hierarchical Machine Learning System Jan 1, 2018 AutoML BIG-bench Machine Learning
— Unverified ATM: A distributed, collaborative, scalable system for automated machine learning Dec 11, 2017 AutoML BIG-bench Machine Learning
Code Code Available Considerations of automated machine learning in clinical metabolic profiling: Altered homocysteine plasma concentration associated with metformin exposure Oct 9, 2017 AutoML BIG-bench Machine Learning
— Unverified autoBagging: Learning to Rank Bagging Workflows with Metalearning Jun 28, 2017 AutoML Bayesian Optimization
— Unverified Google Vizier: A Service for Black-Box Optimization Jan 1, 2017 AutoML BIG-bench Machine Learning
Code Code Available Automatic Frankensteining: Creating Complex Ensembles Autonomously Jan 1, 2017 AutoML BIG-bench Machine Learning
— Unverified Imbalanced-learn: A Python Toolbox to Tackle the Curse of Imbalanced Datasets in Machine Learning Sep 21, 2016 AutoML BIG-bench Machine Learning
Code Code Available Identifying and Harnessing the Building Blocks of Machine Learning Pipelines for Sensible Initialization of a Data Science Automation Tool Jul 29, 2016 AutoML BIG-bench Machine Learning
Code Code Available Evaluation of a Tree-based Pipeline Optimization Tool for Automating Data Science Mar 20, 2016 Automated Feature Engineering AutoML
Code Code Available Efficient and Robust Automated Machine Learning Dec 1, 2015 AutoML Bayesian Optimization
Code Code Available AutoCompete: A Framework for Machine Learning Competitions Jul 8, 2015 AutoML BIG-bench Machine Learning
— Unverified Hyperopt-Sklearn: Automatic Hyperparameter Configuration for Scikit-Learn Jan 1, 2014 AutoML Benchmarking
Code Code Available 