2017年2月7日 星期二

AutoML

How to Put Machine Learning in your Machine Learning
https://blog.bigml.com/2016/07/07/how-to-put-machine-learning-in-your-machine-learning/
SMACdown

BigMLWhizzML-- a new domain-specific language for automating Machine Learning workflows, implementing high-level Machine Learning algorithms, and easily sharing them with others.
https://bigml.com/whizzml
https://blog.bigml.com/2016/07/07/how-to-put-machine-learning-in-your-machine-learning/
http://thenewstack.io/bigmls-whizzml-programming-language-eases-machine-learning-automation/

Skytree Patented Automation (video)
https://www.youtube.com/watch?v=XuCwpnU-F1k (short)
https://www.youtube.com/watch?v=lfDsEhxjCxk (long)
https://www.youtube.com/watch?v=SlbjIfRWT7M

KDnuggets--

Going to War with the Giants: Automated Machine Learning with MLJAR
MLJAR header







http://www.kdnuggets.com/2017/01/automated-machine-learning-mljar-kaggle.html

Machine Learning & Artificial Intelligence: Main Developments in 2016 and Key Trends in 2017

  • Automated Machine Learning (AutoML) systems started becoming competitive with human machine learning experts in 2016. Earlier this year, an MIT group created a Data Science Machine that beat hundreds of teams in the popular KDD Cup and IJCAI machine learning competitions. Just this month, our in-house AutoML system, TPOT, started ranking in the 90th percentile on several Kaggle competitions. Needless to say, I am confident that AutoML systems will start replacing human experts for standard machine learning analyses in 2017.

http://www.kdnuggets.com/2016/12/machine-learning-artificial-intelligence-main-developments-2016-key-trends-2017.html

The Current State of Automated Machine Learning
http://www.kdnuggets.com/2017/01/current-state-automated-machine-learning.html
Machine learning is hard
TPOT

Automated Data Science & Machine Learning: An Interview with the Auto-sklearn Team
http://www.kdnuggets.com/2016/10/interview-auto-sklearn-automated-data-science-machine-learning-team.html
Auto-sklearn overview
Bayesian Optimization for Hyperparameter Tuning
https://arimo.com/data-science/2016/bayesian-optimization-hyperparameter-tuning/

沒有留言:

張貼留言

Types of Bots: An Overview

Learn more about all the different varieties of bots, and what they can do for you http://botnerds.com/types-of-bots/ In this articl...