Time series

The Pathologies of Big "Messy" Data in Telco • Jay Fenton • YOW! 2015

The Pathologies of Big "Messy" Data in Telco • Jay Fenton • YOW! 2015

Jay Fenton discusses the challenges of "big messy data" in the telecommunications industry, highlighting how legacy systems fail to handle the scale and complexity. He presents a suite of modern tools, including Graphistry, IPython, and D3.js, for large-scale data visualization and analysis, advocating for a "human-computer symbiosis" to empower engineers in managing complex networks.

The AI that solves the market: A new era in forecasting with natural language explainability

The AI that solves the market: A new era in forecasting with natural language explainability

LG AI Research introduces its advanced financial forecasting framework, which powers a US equities market ETF (LQAI) and a new "Master Score with Commentary" product with LSEG. The system uniquely combines structured financial data with unstructured text from news and reports, using the proprietary Exaone LLM and a multi-agent architecture to deliver explainable, accurate, and actionable market predictions across the entire US stock market.