Data Science, AI, Machine Learning

• Datasets and analysis
• Vendors
• Amazon
• Google
• IBM
• Microsoft
• SAP
• Learning and AI
• Applications

Datasets and analysis

Datasets

• re3data- Registry of Research Data Repositories
• Google Dataset Search- strong use of metadata for searching

Analysis

• Timi.eu - Frank Vanden Berghen (ULB) - Belgian data science and mining (Anatella, R, Python, ...) - telecom, banking
• Endor - predictive analytics
• Caseware - IDEA

Apache

• Apache Spark- a unified analytics engine for large-scale data processing, including map/reduce and machine learning
• Apache Lucene- search and indexing
• Lucene Core provides Java-based indexing and search technology, as well as spellchecking, hit highlighting and advanced analysis/tokenization capabilities
• Solr is a high performance search server built using Lucene Core, with XML/HTTP and JSON/Python/Ruby APIs, hit highlighting, faceted search, caching, replication, and a web admin interface
• PyLucene is a Python port of the Core project
• Apache Hadoop - framework for the distributed processing of large data sets across clusters of computers, basis for Cassandra, Spark and many others
• Hadoop Common: common utilities that support the other Hadoop modules
• Hadoop Distributed File System (HDFS): provides high-throughput access to application data
• Hadoop YARN: A framework for job scheduling and cluster resource management
• Hadoop MapReduce: A YARN-based system for parallel processing of large data sets

Vendors

Amazon

• Amazon- machine learning - SageMaker, DeepLens

Google

• Google Research
• Google - Colaboratory - Jupyter notebook environment/TensorFlow
• Google AI
• Google AI - research
• Google AI- Brain
• TensorFlow- ML toolkit

IBM

• IBM Watson

Microsoft

• Microsoft Virtual Academy- AI, ML, development, ...
• Eric Horvitz- models of bounded rationality founded in probability and decision theory, Stanford

SAP

• SAP developers
• SAP- Machine Learning

Learning and AI

• Keras - a high-level neural networks API, written in Python, runs on top of TensorFlow, CNTK, or Theano
• OpenAI
• OpalProject - MIT, Orange, Telefonica, ...
• deeplearning.net
• deeplearning.net - Theano - Python library
• IT - ExpertSystem- Text Analytics and Cognitive Computing, founded in Modena, 1989
• IL - Thetaray- AML, Amir Averbuch with Yaron Blachman as VP Channels

Applications

Imageprocessing

• Imagenet competition - rooted in Princeton DB
• Imagenet website

Natural Language Processing (NLP)

• Sheffield NLP group
• Sheffield GATE- General Architecture for Text Engineering - Open Source - tutorials etc
• Stanford NLP- Open Source
• NLTK- Open Source
• OpenNLP Apache- Open Source
• GATE- a full-lifecycle open source solution for text processing
• UIMA Apache- Unstructured Information Management - Open Source
• WordNet- Princeton's lexical database, 117 000 synsets
• FrameNet- Berkeley lexical database of English, human- and machine-readable, based on annotating examples of how words are used in actual texts

PwC

• Credit Risk - Early Warning System- ING, Google, PwC

Making AI explainable

• SHAP - 'SHapley Additive exPlanations' is a unified approach to explain the output of any machine learning model
• DALEX - Descriptive mAchine Learning EXplanations
• LIME - Local Interpretable Model-agnostic Explanations, Marco Tulio Ribeiro, Department of Computer Science and Engineering, University of Washington
• Bulletproof.AI - Martin Rehak