Related Researches and useful links
- Discovering what we know (Knowledge Discovery Definitions (Science Direct))
- A Generalist Agent (GATO by Google Deepmind)(https://arxiv.org/abs/2205.06175)
- Ontology Development (Protege Group at Stanford University) (Top-down approach for knowledge acquisition)
- KDD Nuggets: https://www.kdnuggets.com/
- Python Based Expert System example (Medium.com: Expert Systems: How to implement a backward chaining resolver in Python)
- START: MIT Web Based Natural Language Question Answering System (http://start.csail.mit.edu/)
- TREC : Text REtrieval Conference - Evaluation Challenge (http://trec.nist.gov/)
- Topic Modeling: A bottom-up approach for knowledge discovery - Machine learning - Latent Dirichlet Allocation (LDA) (http://www.cs.princeton.edu/~blei/topicmodeling.html)
- Neural Language Models: BERT ( Bidirectional Encoder Representations from Transformers) https://arxiv.org/abs/1810.04805, GPT3: Language Models are Few-Shot Learners (https://arxiv.org/abs/2005.14165)
- Attention Mechanism or Transformer: https://arxiv.org/abs/1706.03762
- Huggingface AI cloud hub https://huggingface.co/
- Tensorflow Hub https://www.tensorflow.org/hub/
- Kaggle https://www.kaggle.com/
- XGBoost: https://xgboost.readthedocs.io/en/latest/
- Time Series Analysis: Identifying Patterns (Trends, Cycles, Seasonals and Irregularities) in Time Series Data, generate prediction with AR, MA, or ARIMA or GARCH. https://www.academia.edu/15273478/Introduction_to_Time_Series_Analysis_and_Forecasting_2015_by_Douglas_C._Montgomery_Cheryl_L._Jennings_and_Murat_Kulahci_
Prof James Hamilton UCSD homepage,
- Risks, Economics, Management. Prof. D. Sornette Institute: http://www.er.ethz.ch/
- Brain Rules: John Medina Brain Rules
- The construction system of the brain: Demis Hassabis and Eleanor A. Maguire (Phil. Trans. R. Soc. B (2009) 364, 1263-1271)
Made 12 June 2022
by myself.
