Skip to main content
M:N3:7 3
Edit position
Edit position

Last set 15 hours, 20 minutes ago. Manual moves override automatic placement until the next shelfie/spine match.

Loading shelves…
Machine learning : a probabilistic perspective
Diagnose this book
Open in Vernon Browser

Machine learning : a probabilistic perspective

by Kevin P. Murphy

This textbook provides a comprehensive introduction to machine learning using a unified probabilistic approach. It covers foundational theory and recent developments such as deep learning, featuring colour illustrations, pseudo-code, and diverse application examples.

Accession 14162 ISBN 9780262018029 Publisher MIT Press
Book Images
Reference and live side by side Hover to see live images
Reference
Machine learning : a probabilistic perspective spine
Machine learning : a probabilistic perspective cover
Live
Machine learning : a probabilistic perspective live spine
No live
Machine learning : a probabilistic perspective spine Machine learning : a probabilistic perspective live spine
Machine learning : a probabilistic perspective cover
No live
TAGS
Curated Derived
Computer Science Economics Mathematics Psychology Science Statistics
CONNECTIONS
No connections
State
on_shelf
True
position_updated_at
2026-06-12 14:10
orientation
vertical
position_confidence
1.00
Details

Physical

binding_type
Hard Back
dimensions
none captured
spine_text
none captured

Metadata

Book form
LOCATION HISTORY
M:N3:7 3 Current vertical 1.00 conf
2 weeks, 2 days ago
Book Location
Updated 15 hours, 20 minutes ago
Vernon snapshot
View live

Frozen copy of Vernon's record from the last sync. Fields tagged flow back into the Pulse record.

Last synced 2026-06-12 13:06 (16 hours, 23 minutes ago)

Identity

name→ title
Machine learning : a probabilistic perspective
vernon_id
22441
accession_no→ accession_number
14162
vernon_slug
machine-learning-a-probabilistic-perspective-kevin-p-murphy

Drives Pulse state

curr_loc_status→ on_shelf
On Shelf
location_name
Zone N3/Level 2 (Mezzanine)/Phrontisterion/MONA
location_reason
On Shelf
isbn_issn→ isbn (when valid)
9780262018029

Descriptive

production_date
2012
object_type
Books/Document genres/Information forms/Visual and Verbal Communication
object_status
Accessioned
brief_description
This textbook offers a comprehensive and self-contained introduction to the field of machine learning, a unified, probabilistic approach. - back cover.

Subjects & people

authors→ author (initial fill only)
Kevin P. Murphy
tags→ tags
Science, Mathematics, Probabilities, Statistics, Machine learning, Artificial intelligence, Cognitive science, Sampling (Statistics), Bayesian statistical decision theory, Statistical decision, Statistical matching
subject_people
subject_objects

Cover image

vernon_cover_image_id→ cover_image
23526

Raw Vernon JSON

click to inspect

The source payload behind the snapshot above.

Use ⌘F to search once expanded.
{7 keys}
"slug": "machine-learning-a-probabilistic-perspective-kevin-p-murphy"
"opacObjectId": "22441"
"opacCollection": {1 keys}
"opacCollectionId": "1"
"imagesCollection": {2 keys}
"images": [1 items]
"[0]": {5 keys}
"imageId": "23526"
"cssColors": [3 items]
"[0]": {9 keys}
"hex": "deb887"
"hue": 34
"rank": 1
"presence": 24.47
"colorName": "burlywood"
"lightness": 70
"colorGroup": "brown"
"saturation": 57
"formattedColorName": "burly wood"
"[1]": {9 keys}
"hex": "708090"
"hue": 210
"rank": 2
"presence": 54.42
"colorName": "slategray"
"lightness": 50
"colorGroup": "gray"
"saturation": 13
"formattedColorName": "slate gray"
"[2]": {9 keys}
"hex": "778899"
"hue": 210
"rank": 3
"presence": 17.91
"colorName": "lightslategray"
"lightness": 53
"colorGroup": "gray"
"saturation": 14
"formattedColorName": "light slate gray"
"rawColors": [7 items]
"[0]": {6 keys}
"hex": "d7b375"
"hue": 37
"rank": 1
"presence": 24.47
"lightness": 65
"saturation": 55
"[1]": {6 keys}
"hex": "40596c"
"hue": 205
"rank": 2
"presence": 54.42
"lightness": 33
"saturation": 25
"[2]": {6 keys}
"hex": "8b8f92"
"hue": 205
"rank": 3
"presence": 17.91
"lightness": 55
"saturation": 3
"[3]": {6 keys}
"hex": "a4b6a7"
"hue": 130
"rank": 4
"presence": 2.1
"lightness": 67
"saturation": 10
"[4]": {6 keys}
"hex": "738c9b"
"hue": 202
"rank": 5
"presence": 0.87
"lightness": 52
"saturation": 16
"[5]": {6 keys}
"hex": "9dabbc"
"hue": 212
"rank": 6
"presence": 0.12
"lightness": 67
"saturation": 18
"[6]": {6 keys}
"hex": "213139"
"hue": 200
"rank": 7
"presence": 0.11
"lightness": 17
"saturation": 26
"imageLabels": [10 items]
"[0]": {5 keys}
"count": 53
"score": 96.19
"status": "auto_verified"
"imageLabel": "Colorfulness"
"imageLabelId": 708
"[1]": {5 keys}
"count": 19421
"score": 80.77
"status": "auto_verified"
"imageLabel": "Font"
"imageLabelId": 12
"[2]": {5 keys}
"count": 3297
"score": 73.38
"status": "auto_verified"
"imageLabel": "Circle"
"imageLabelId": 8
"[3]": {5 keys}
"count": 3985
"score": 71.34
"status": "auto_verified"
"imageLabel": "Electric blue"
"imageLabelId": 49
"[4]": {5 keys}
"count": 5578
"score": 70.21
"status": "auto_verified"
"imageLabel": "Pattern"
"imageLabelId": 24
"[5]": {5 keys}
"count": 3215
"score": 69.49
"status": "auto_verified"
"imageLabel": "Graphics"
"imageLabelId": 16
"[6]": {5 keys}
"count": 2009
"score": 65.51
"status": "auto_verified"
"imageLabel": "Brand"
"imageLabelId": 15
"[7]": {5 keys}
"count": 1637
"score": 64.8
"status": "auto_verified"
"imageLabel": "Logo"
"imageLabelId": 19
"[8]": {5 keys}
"count": 11007
"score": 63.58
"status": "auto_verified"
"imageLabel": "Art"
"imageLabelId": 4
"[9]": {5 keys}
"count": 2395
"score": 61.34
"status": "auto_verified"
"imageLabel": "Event"
"imageLabelId": 46
"imageDerivatives": [6 items]
"[0]": {4 keys}
"url": "https://browser.mona.net.au/records/images/large/18340/632ecd1827db6e00a04073c358b79abd0abd608f.jpg"
"width": "704"
"height": "800"
"identifier": "LARGE"
"[1]": {4 keys}
"url": "https://browser.mona.net.au/records/images/medium/18340/632ecd1827db6e00a04073c358b79abd0abd608f.jpg"
"width": "352"
"height": "400"
"identifier": "MEDIUM"
"[2]": {4 keys}
"url": "https://browser.mona.net.au/records/images/nano/18340/632ecd1827db6e00a04073c358b79abd0abd608f.jpg"
"width": "31"
"height": "35"
"identifier": "NANO"
"[3]": {4 keys}
"url": "https://browser.mona.net.au/records/images/small/18340/632ecd1827db6e00a04073c358b79abd0abd608f.jpg"
"width": "132"
"height": "150"
"identifier": "SMALL"
"[4]": {4 keys}
"url": "https://browser.mona.net.au/records/images/tiny/18340/632ecd1827db6e00a04073c358b79abd0abd608f.jpg"
"width": "66"
"height": "75"
"identifier": "TINY"
"[5]": {4 keys}
"url": "https://browser.mona.net.au/records/images/xlarge/18340/632ecd1827db6e00a04073c358b79abd0abd608f.jpg"
"width": "1056"
"height": "1200"
"identifier": "XLARGE"
"totalImages": 1
"objectSearchScore": 0.30564046
"opacObjectFieldSets": [40 items]
"[0]": {2 keys}
"identifier": "accession_no"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "14162"
"[1]": {2 keys}
"identifier": "name"
"opacObjectFields": [1 items]
"[0]": {2 keys}
"value": "Machine learning : a probabilistic perspective / Kevin P. Murphy"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "title"
"value": "Machine learning : a probabilistic perspective / Kevin P. Murphy"
"[2]": {2 keys}
"identifier": "other_name"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[3]": {2 keys}
"identifier": "artist_last_first"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "Murphy, Kevin P."
"[4]": {2 keys}
"identifier": "prod_pri_date"
"opacObjectFields": [1 items]
"[0]": {2 keys}
"value": "2012"
"opacObjectFieldAttributes": [2 items]
"[0]": {2 keys}
"key": "earliest_date"
"value": "2012-01-01Z"
"[1]": {2 keys}
"key": "latest_date"
"value": "2012-12-31Z"
"[5]": {2 keys}
"identifier": "prod_pri_date_notes"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[6]": {2 keys}
"identifier": "edition"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[7]": {2 keys}
"identifier": "brief_desc"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "This textbook offers a comprehensive and self-contained introduction to the field of machine learning, a unified, probabilistic approach. - back cover."
"[8]": {2 keys}
"identifier": "measure_desc"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[9]": {2 keys}
"identifier": "credit_line"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[10]": {2 keys}
"identifier": "curr_loc_status"
"opacObjectFields": [1 items]
"[0]": {2 keys}
"value": "On Shelf"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "curr_loc_status:"On Shelf""
"[11]": {2 keys}
"identifier": "ob_status"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "Accessioned"
"[12]": {2 keys}
"identifier": "lender"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[13]": {2 keys}
"identifier": "copyright_owner"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[14]": {2 keys}
"identifier": "copyright_type"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[15]": {2 keys}
"identifier": "copyright_start"
"opacObjectFields": [0 items]
"[16]": {2 keys}
"identifier": "copyright_expiry"
"opacObjectFields": [0 items]
"[17]": {2 keys}
"identifier": "copyright_notes"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[18]": {2 keys}
"identifier": "curr_loc"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "Zone N3/Level 2 (Mezzanine)/Phrontisterion/MONA"
"[19]": {2 keys}
"identifier": "object_type"
"opacObjectFields": [1 items]
"[0]": {2 keys}
"value": "Books/Document genres/Information forms/Visual and Verbal Communication"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "object_type:"Books/Document genres/Information forms/Visual and Verbal Communication""
"[20]": {2 keys}
"identifier": "collection"
"opacObjectFields": [1 items]
"[0]": {2 keys}
"value": "Main Collection/Library"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "collection:"Main Collection/Library""
"[21]": {2 keys}
"identifier": "prod_pri_place"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "Massachusetts/United States of America"
"[22]": {2 keys}
"identifier": "prod_pri_publisher"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "MIT Press"
"[23]": {2 keys}
"identifier": "physical_notes"
"opacObjectFields": [2 items]
"[0]": {1 keys}
"value": "xxix, 1067 pages : illustrations (chiefly colour) ; 24 cm."
"[1]": {1 keys}
"value": "Includes index and bibliographic references."
"[24]": {2 keys}
"identifier": "language"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "English"
"[25]": {2 keys}
"identifier": "isbn_issn"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "9780262018029"
"[26]": {2 keys}
"identifier": "user_sym_1"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "006.31 MUR"
"[27]": {2 keys}
"identifier": "usual_loc_being"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "Zone N3/Level 2 (Mezzanine)/Phrontisterion/MONA"
"[28]": {2 keys}
"identifier": "subject_class"
"opacObjectFields": [4 items]
"[0]": {2 keys}
"value": "Machine learning/Artificial intelligence/Cognitive science/Science"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "subject_class:"Machine learning/Artificial intelligence/Cognitive science/Science""
"[1]": {2 keys}
"value": "Statistical matching/Sampling (Statistics)/Statistics/Mathematics/Science"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "subject_class:"Statistical matching/Sampling (Statistics)/Statistics/Mathematics/Science""
"[2]": {2 keys}
"value": "Probabilities/Mathematics/Science"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "subject_class:"Probabilities/Mathematics/Science""
"[3]": {2 keys}
"value": "Bayesian statistical decision theory/Statistical decision/Statistics/Mathematics/Science"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "subject_class:"Bayesian statistical decision theory/Statistical decision/Statistics/Mathematics/Science""
"[29]": {2 keys}
"identifier": "subject_date"
"opacObjectFields": [0 items]
"[30]": {2 keys}
"identifier": "subject_event"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[31]": {2 keys}
"identifier": "subject_period"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[32]": {2 keys}
"identifier": "subject_object"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[33]": {2 keys}
"identifier": "subject_person"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[34]": {2 keys}
"identifier": "subject_place"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[35]": {2 keys}
"identifier": "assoc_person"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[36]": {2 keys}
"identifier": "assoc_place"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[37]": {2 keys}
"identifier": "assoc_event"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[38]": {2 keys}
"identifier": "assoc_object"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[39]": {2 keys}
"identifier": "user_sym_9"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"relationshipsCollection": {2 keys}
"relationships": [1 items]
"[0]": {4 keys}
"relatedRecords": [1 items]
"[0]": {3 keys}
"slug": "kevin-p-murphy"
"title": "Kevin P. Murphy"
"relatedRecordId": "27176"
"relationshipId": "object_prod_pri_person"
"relatedRecordType": "person"
"totalRelatedRecords": 1
"totalRelationships": 1
Topics and Themes