Model evaluation, model selection, and algorithm selection in machine learning

Cheat Sheets for AI, Neural Networks, Machine Learning, Deep Learning & Big Data
https://becominghuman.ai/cheat-sheets-for-ai-neural-networks-machine-learning-deep-learning-big-data-678c51b4b463


幫你選擇分類器的分類器：Auto-WEKA
Auto-WEKA是由Kotthoff等人開發來Weka分類器套件，Auto-WEKA的論文「Auto-WEKA 2.0: Automatic model selection and hyperparameter optimization in WEKA」已經在2016年底發表在Journal of Machine Learning Research。
http://blog.pulipuli.info/2017/04/auto-weka-automatic-model-selection-and.html

Part I - The basics
http://sebastianraschka.com/blog/2016/model-evaluation-selection-part1.html
Part II - Bootstrapping and uncertainties
http://sebastianraschka.com/blog/2016/model-evaluation-selection-part2.html
Part III -Cross-validation and hyperparameter tuning
http://sebastianraschka.com/blog/2016/model-evaluation-selection-part3.html


【轉貼】2016 前 20 大 Python 機器學習開源項目
https://buzzorange.com/techorange/2016/12/19/2016-top-20-python-machine-learning-open-source-projects/

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/


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

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

DataRobot transforms model building

Machine learning automation leader DataRobot today announced the integration of its enterprise machine learning platform with the Alteryx, Inc. self-service data analytics platform.

DataRobot : https://www.datarobot.com/
Alteryx :
http://www.alteryx.com/
https://gallery.alteryx.com/#!app/DataRobot-Tools/58225a3cf499c704688e3427&lsm=Partner+Generated&utm_source=DataRobot&utm_medium=Referral&utm_campaign=Partner

How to Apply Machine Learning to Event Processing

https://www.rtinsights.com/big-data-machine-learning-software-event-processing-analytics/

Use cases for real-time event processing



Analytics maturity model


The following sections describe the three phases of the analytics maturity model in more detail:
Phase 1: Data discovery using visualization by the business user.
Phase 2: Predictive and prescriptive analytics using machine learning by the data scientist.
Phase 3: Operationalization and automation using event processing by the developer.

an overview about different machine learning alternatives for data scientists


Machine learning software

• Amazon Machine Learning
• Microsoft’s Revolution Analytics
• KNIME
• SAS
• IBM SPSS