0.00 Probabilistic Machine Learning: An Introduction (probml.github.io)
3 points by teleforce 6 days ago | 0 comments on HN | Neutral ~lite vlite-1.6
Summary ~lite Neutral
Probabilistic Machine Learning book by Kevin Patrick Murphy
EQ 0.00
SO 0.00
TD 0.00
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal · 8 evals
+1 0 −1 HN
Audit Trail 21 entries
2026-03-14 21:31 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 21:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on machine learning, no explicit human rights discussion
2026-03-14 21:31 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 20:24 eval_success PSQ evaluated: g-PSQ=0.360 (3 dims) - -
2026-03-14 20:24 eval Evaluated by llama-4-scout-wai-psq: +0.36 (Moderate positive) 0.00
2026-03-14 20:16 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 20:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on machine learning, no explicit human rights discussion
2026-03-14 20:16 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 18:53 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 18:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on machine learning, no explicit human rights discussion
2026-03-14 18:53 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 18:01 eval_success PSQ evaluated: g-PSQ=0.360 (3 dims) - -
2026-03-14 18:01 eval Evaluated by llama-4-scout-wai-psq: +0.36 (Moderate positive) 0.00
2026-03-14 17:17 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 17:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on machine learning, no explicit human rights discussion
2026-03-14 17:17 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 16:26 eval_success PSQ evaluated: g-PSQ=0.360 (3 dims) - -
2026-03-14 16:26 eval Evaluated by llama-4-scout-wai-psq: +0.36 (Moderate positive)
2026-03-14 16:08 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 16:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical book on machine learning, no explicit human rights discussion
2026-03-14 16:08 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -