The Mathematics Search Engine

1+ hour, 1+ min ago   (358+ words) Introduction In the previous episodes of this series, we explored the fundamentals of Remaining Useful Life (RUL) prediction and built various models from linear regression to LSTM networks. Now comes the critical phase: deploying these models in real-world Prognostics and…...

1+ hour, 1+ min ago   (380+ words) Introduction Financial fraud detection is one of the most critical applications of machine learning in the banking and fintech industries. According to recent estimates, fraudulent transactions cost the global economy billions of dollars annually. In this fifth episode of our…...

1+ hour, 4+ min ago   (1085+ words) COMMENTARY: Church teaching cuts through AI hype, reminding us that AI is a simulation of intelligence, not a rival to the human mind or soul. Since ChatGPT's release in November 2022, headlines about artificial intelligence (AI) have been sensational. AI is…...

1+ hour, 4+ min ago   (114+ words) Goodfire wrote Intentionally designing the future of AI about training on interpretability. This seems like an instance of The Most Forbidden Technique which has been warned against over and over - optimization pressure on interpretability technique [T] eventually degrades [T]. Goodfire…...

1+ hour, 56+ min ago   (953+ words) But, both of these would require large structural changes for a course that teaches hundreds of students a year " something that can't really happen in the near term. What could happen now, though, is the implementation of certain pedagogical tools…...

2+ hour, 38+ min ago   (610+ words) As a result, developing a stable training configuration is labor-intensive and error-prone; even small modifications in model architecture, optimizer, or data can undermine trainability and necessitate costly re-training. This problem is especially severe in large-scale foundation models, where each training…...

2+ hour, 57+ min ago   (659+ words) The resulting framework differs from those previously established for random unitary circuits, offering a novel approach to understanding chaotic many-body dynamics. The entanglement membrane emerges as a bound state of two travelling waves, exhibiting an unbinding phenomenon as its velocity…...

3+ hour, 4+ min ago   (260+ words) Elite Scientists Admit AI Now Does Most of Their Thinking Leading researchers at an elite Princeton institute recently acknowledged behind closed doors that artificial intelligence now outperforms them at much of the work that defines scientific prestige. The admission surfaced…...

3+ hour, 8+ min ago   (243+ words) I once again got off track and am now starting up again. This time I'm hoping to focus on job searching and consistent maintainable effort. My goals for the 5th sprint were: I'm fairly unhappy with my lack of progress this…...

3+ hour, 56+ min ago   (257+ words) Evaluation of weighted VOTE involved comparing its selection accuracy against baseline techniques, demonstrating an improvement in performance metrics. Score-based controller selection exhibited the effect in 47.50% of errors, while score-based hand selection showed it in 46.86% of errors. Evaluations indicated that while…...