Greg Makowski

data mining data science big data kamanja pmml real time sfbayacm model description neural network #chatgpt #llm #ai #datamining #datascience #jobs #hiring #standards convolution neural net speech recognition continuous space word models deep learning word2vec image recognition internet of things iot reinforcement learning acm consulting fraud detection predictive modeling markup language streaming kafka open source software oss cassandra hbase one at a time decision tree credit card middle #enterprisesoftware #deeplearning #retrieval_augmented_generatio #rag #hallucinations #futureofai #future #diffusionmodels #generativeai #largelanguagemodels #datascience ip worker knowledge worker intelligence augmentation artificial intelligence vertical applications prior inventions frameworks software intellectual property law xgboost global big data science conference record level reasons forecasting r data drift detection prediction caret model generalization model building skipgram autocorrelation control systems deep neural networks q learning nlp tensorflow theano auto-encoder q-learning lamda architecture deep neural net face identification real time scoring microsoft ucsc paypal revolution analytics san jose unconference camp acm sigkdd enterprise software computer consulting mq financial services model scoring continuous www.ligadata.com www.dmg.org kamanja.org kdd2015 horizontal scaling realtime decision engine knowledge discovery in databases java kdd scala nosql case study ligadata bank healthcare predictive modeling pmml consumer real-time sensitivity analysis reason codes gradient descent taguchi design generalization regularization model complexity heuristic model notebook doe predictive algorithms model training design of experiments seasonality replenishment retail supply chain hotel price optimization revenue management crm strategy cluster reporting crm retention attrition cluster analysis clustering maxwell john leaders 360 degree leader leadership john maxwell challenges solutions