Advanced Strategy to Account for Correlations, Risk, and Returns in your Portfolio Leveraging Hierarchical Structures

Research shows that immigrants are less likely to commit crimes than native-born Americans. Studies have found immigrants are 60% less likely to be incarcerated and undocumented immigrants are 37.1% less likely to be convicted of a crime.

“nobody seemed to have a definable skill set. There was no one with engineering, planning, language or communications skills.”

Given the information available, given the mistakes in Corso’s book, and given his inflation of his own importance during his military career, it seems that the logical conclusion is that Corso’s claims are of little value. They added nothing to what was already known, and certainly have detracted from the whole of the Roswell case. When his claims break apart, those who know little about Roswell become convinced that the whole case is built on structures similar to those built by Corso.

What are ML artifacts?

Trump’s view would effectively hand the president a dictatorship

Remember what Donald Knuth said, "premature optimization is the root of all evil".

advantages and disadvantages of various regression methods, including non-negative least squares, elastic net, weighted least squares, least absolute deviations, and nearest neighbors

Motivated by recent advances in large language models for Natural Language Processing (NLP), we design a time-series foundation model for forecasting whose out-of-the-box zero-shot performance on a variety of public datasets comes close to the accuracy of state-of-the-art supervised forecasting models for each individual dataset. Our model is based on pretraining a patched-decoder style attention model on a large time-series corpus, and can work well across different forecasting history lengths, prediction lengths and temporal granularities.