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Jure Leskovec, Anand Rajaraman, Jeff Ullman
Big-data is transforming the world. Here you will learn data mining and machine learning techniques to process large datasets and extract valuable knowledge from them.

The book

The book is based on Stanford Computer Science course CS246: Mining Massive Datasets (and CS345A: Data Mining).

The book, like the course, is designed at the undergraduate computer science level with no formal prerequisites. To support deeper explorations, most of the chapters are supplemented with further reading references.

The Mining of Massive Datasets book has been published by Cambridge University Press. You can get a 20% discount by applying the code MMDS20 at checkout.

By agreement with the publisher, you can download the book for free from this page. Cambridge University Press does, however, retain copyright on the work, and we expect that you will obtain their permission and acknowledge our authorship if you republish parts or all of it.

We welcome your feedback on the manuscript.



The 3rd edition of the book

The following is the third edition of the book. It contains new material on Spark, Tensorflow, minhashing, community-finding, simrank, graph algorithms, and decision trees. There is a new chapter 13, covering deep learning.

We also offer a set of lecture slides that we use for teaching Stanford CS246: Mining Massive Datasets course. Note that the slides do not necessarily cover all the material convered in the corresponding chapters.


Chapter Title Book Slides Videos
Preface and Table of Contents PDF
Chapter 1 Data Mining PDF   PDF PPT
Chapter 2 Map-Reduce and the New Software Stack PDF   PDF PPT 1 2 3 4 5 SYHML-SHOP Lathe Boring Bar Turning Tool Holder Set SNGR10K07 SN 7 8 Jewels Obsession Gold Flower Necklace | 14K White Gold Flower Pe HUIJK Living Room Chairs Tufted Accent Chair ChenTaid Charming Element Post Letter Box Cover Black 21x18 in f Tyjie 38cm Round Heavy Duty Patio Umbrella Base Outdoor Beach Su Duvet Cover Set 4 Pieces (1 Duvet Cover 1 Bed Sheet 2 Pillowcase
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 1/4-20 x 3 Phillips Truss Head Machine Screws Stainless Steel 18 13 Black Full-Motion Tilt/Swivel Wall Mount Bracket for Dell P2415Q
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Brentwood Waffle Maker TCW 16-10894 A/C Accumulator (Quality With Hose With Perfect Veh Marine Lobster Pattern Leather Table Mats Set of 6 Washable Heat FENGL ZTYSS Car Interior Door Handle (Left Or Right) for Nissan Lineville Solid Stripes 9' x 13' Area Rug Vibrate Sucking Clitorial Toy for Women Adullt Toys Sucking Stim QYZHCP Shading net Sunshade Net, Courtyard Roof Insulation Net B American Shifter 528613 Shifter Kit (904 23 Swan E Brake Cable T H.VERSAILTEX 100% Waterproof Quilted Recliner Chair Cover Reclin
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 with Grommets blackoutKing Curtain, Sketchy Watercolor Seemed Pr 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Powerful Clitorial Stimulator Suction Tongue Rose Shaped Tongue WXSM Motorcycle 7/8" 22mm Handlebar Grips Handle Hand Bar for CB November Birthstone - East-West Swiss Blue Topaz Pendant with Di Musical Boxes Figurines Rotating Ballerina Music Box to Send G Kitchen Mat Rugs French Bulldog Kitchen Mats, Dachshund Corgi Do Modern Area Rugs 5x7 Washable - Halloween Colourfulsymmetry Flow Wall Decal Soon to Be Wasted, Room Wall Decor for Girls Bedroom 3D White Flowers On Branches 1938 Wall Paper Print Decal Deco Wa Tape Logic TLPL32"Packing List Enclosed" Envelopes, 7" x 6", Ora Fashion Super Soft Blanket Bed Sofa Home Office Blanket Fot B_La
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Large Insulated Lunch Box For Men Women, Dinosaur, Reusable Lunc The Promised Neverland Emma Anime Ipad Pro 12.9 Case 2020 Ipad 8 Wall Murales 3D Wallpaper Watercolor Flowers and Butterflies Wal LTLJX Case for iPad 10.2 inch 2020, Smart Cover Auto Sleep Wake Atomic System HARD EDGE DESIGN Unisex Art Deco Class of 1937 Sweatshirt Collapsing New People [VINYL] Cour-Age The Cow-ardly Dog Camping Stool Portable Lightweight Fo 9512 22/2P Shielded Twist Pair PLTC/ITC Direct Burial Control Ca
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Lil039; Stinker Costume - Infant Large 15 Bụlbs Ọxálịs Déppéị Ịrọn Crọss Flọwér Bụlbs American Shifter 513318 Shifter Kit (2004R 12" E Brake Cable Tri Disco Zinc Plated Tek Screws 10X1" Phllp Pan Head (Pack of 2) Usa Dog Bones, 11" Bulk Custom Photo Hand Painted European Style Pastoral Art Wall Paint YellowMaps Sikort Chuapo AZ topo map, 1:24000 Scale, 7.5 X 7.5 M Firecrest Elia Locardi Signature Edition 165mm Travel Kit for Lu linyeshangmao Solar Lawn Lights and Flood Lights Outdoor Garden MYF Bathroom Towel RackBronze Towel Rack Wall Towel Rack with Si
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Replace Power 400w Supply for HP Pavilion a6323w a6403w a650y a6
1 2 3 4 5 Batman Unlimited Arkham Origins Batman Action Figure, Black/Grey American Shifter 516023 Shifter Kit (C6 16" E Brake Cable Trim K Automatic Umbrella Reverse Folding Business Umbrella with Reflec Screen Protector for Galaxy A70E, Bear Village 9H Transparent Te TGGFA Motorcycle Stabilizer Steering Damper Bracket Mount Kit fo Blouse for Women Long Sleeve Casual Tunic Tops Plus Size High Lo Add a Hole Hedgehog- Laser Cut Out Unfinished Wood Shape Craft S Verified by SanFlash Ultra SanDisk 64GB Works for Honor 3C Micro Dell PowerEdge R630 8X SFF 1U, 2X Xeon E5-2650Lv4 28-Core 1.70 G
Chapter 10 Mining Social-Network Graphs PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 12 Equestrian Symbol – Warning Traffic Sign (1 Unit) American Shifter 449211 Shifter Kit (TH400 8" E Brake Cable Clam
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Genuine Natural Green Emerald Ring, White Gold Plated Silver Rin ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with M
Chapter 12 Large-Scale Machine Learning PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 12 Personalized Cat Art Quilt All Season Microfiber Bedding Quilt S QDGERWGY Trendy Silver 925 Necklace Jewelry for Women Wedding Fr
Chapter 13 Neural Nets and Deep Learning PDF Hair Towel Dry Hair Cap Female Super Absorbent Dry Thickened Lon LIUSHI Garden Squirrel Statue, Sculpture Planter Flower Pot Anim
Index PDF
Errata HTML

Download the latest version of the book as a single big PDF file (603 pages, 3.6 MB).

The Errata for the third edition of the book: HTML.

Download slides (PPT) in French: Chapter 4, Chapter 5, Chapter 8, Chapter 9, Chapter 10. Courtesy of Richard Khoury.

Note to the users of provided slides: We would be delighted if you found this our material useful in giving your own lectures. Feel free to use these slides verbatim, or to modify them to fit your own needs. PowerPoint originals are available. If you make use of a significant portion of these slides in your own lecture, please include this message, or a link to our web site: http://www.mmds.org/.

Comments and corrections are most welcome. Please let us know if you are using these materials in your course and we will list and link to your course.


Stanford big data courses

CS246

CS246: Mining Massive Datasets is graduate level course that discusses data mining and machine learning algorithms for analyzing very large amounts of data. The emphasis is on Map Reduce as a tool for creating parallel algorithms that can process very large amounts of data.

CS341

CS341 Project in Mining Massive Data Sets is an advanced project based course. Students work on data mining and machine learning algorithms for analyzing very large amounts of data. Both interesting big datasets as well as computational infrastructure (large MapReduce cluster) are provided by course staff. Generally, students first take CS246 followed by CS341.

CS341 is generously supported by Amazon by giving us access to their EC2 platform.

CS224W

CS224W: Social and Information Networks is graduate level course that covers recent research on the structure and analysis of such large social and information networks and on models and algorithms that abstract their basic properties. Class explores how to practically analyze large scale network data and how to reason about it through models for network structure and evolution.

You can take Stanford courses!

If you are not a Stanford student, you can still take CS246 as well as Kovides M1 Abrams Vinyl Record Wall Clock USA Army Wall Art Abra or earn a Stanford Mining Massive Datasets graduate certificate by completing a sequence of four Stanford Computer Science courses. A graduate certificate is a great way to keep the skills and knowledge in your field current. More information is available at the Stanford Center for Professional Development (SCPD).


Supporting materials

If you are an instructor interested in using the Gradiance Automated Homework System with this book, start by creating an account for yourself here. Then, email your chosen login and the request to become an instructor for the MMDS book to support@gradiance.com. You will then be able to create a class using these materials. Manuals explaining the use of the system are available here.

Students who want to use the Gradiance Automated Homework System for self-study can register here. Then, use the class token 1EDD8A1D to join the "omnibus class" for the MMDS book. See The Student Guide for more information.


Previous versions of the book


The 2nd edition of the book (v2.1)

The following is the second edition of the book. There are three new chapters, on mining large graphs, dimensionality reduction, and machine learning. There is also a revised Chapter 2 that treats map-reduce programming in a manner closer to how it is used in practice.

Together with each chapter there is aslo a set of lecture slides that we use for teaching Stanford CS246: Mining Massive Datasets course. Note that the slides do not necessarily cover all the material convered in the corresponding chapters.


Chapter Title Book Slides Videos
Preface and Table of Contents PDF
Chapter 1 Data Mining PDF   PDF PPT
Chapter 2 Map-Reduce and the New Software Stack PDF   PDF PPT 1 2 3 4 5 Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp 7 8 DIY 5D Diamond Painting Kits,Lakes Landscape Full Round Drill Oscillating Electric Halogen Radiant Heater - CZHTV9 | Baga Good Ceramic Coasters 8 Pieces with Cork Base, Absorbent Drinks Cups Waterstone HCP-2400-DAMB Distressed American Bronze 24 inch Appl (P22) Arrow Heavy Duty Plier Type Stapler (Pack of Two)
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 SignMission Designer Series Sign - Fire Lane - No Parking (with 13 Rexroth New Aftermarket A10VSO71DFLR/31R-PKA91K40 Hydraulic Pist
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ABOOFAN 6PCS Lovely Xmas Tree Napkin Ring Creative Christmas Nap GemAbyss Beads Gemstone 1 Strands Natural Water Blue Aquamarine Cosplay Hair Styling Wigs, Hair Replacement Wig, Deep Curly Two MAYBE TOMORROW PB Collection Princess Cut CZ Sapphire 925 Sterling Silver Tri Environmentally Friendly Snail Garden Statue Solar Resin Animal FoMoCo 2020 Ford Ranger Owners Manual Laura Liza Cake Stand Cake Stand with Dome Children's Mini Cake Turntable S
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 ArtisanStreet Shamrock Design on Clear Glass Pour Bottle. Hand P 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 GIFTS PLAZA (D) 2 Person Picnic Backpack Bag, Full Equipment Set Service Caster Brand 3 Inch 316 Stainless Steel Light Duty Threa Planters Flower Pots Indoor with Saucer Creative Ceramic Flower BACK ON TRACK Horse Royal Hock Boots Heat Therapy Relieves Aches Rose Vibraration Clitorals Sucking Vibradorsfor Women - Rose Flo The Black Dahlia Murder Travel Laptop Backpack, Business Slim Du Amymami Beer Bar St Pauli Girl Bier Neon Lamp Sign 14inx10in Bar WYBB Shade Cloth Black Premium Sunblock Shade Cloth, 95% UV Prot ZPTECH Drawer Organizers Storage Box Case Organizer Adjustable F Tropical Decor Collection Aquarium Background Sticker Colorful L
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Spring Tulips Watercolor Backpack With Insulated Lunch Tote, Sch Huiyuzhi Womens Polka Dots Half Sleeve Pullover Sweater 3/4 Lant Bar III Mens Printed Slim Fit Dress Shirt Navy 15 34/35 Zxb-shop Outdoor Picnic Mat Thick Waterproof Picnic Mat Lawn Ten Duravent 5PPS-05PVCF-5PPF PVC 5" Over to 5" Poly Pro Adapter LAOJUNLU Old Crystal Carved Inscriptions Unearthed in The Underg LA Pop Art Men's Word Art Crewneck Sweatshirt - Mahalo Girl backpack can hold 15 inch laptop casual backpack school bac JRUIAN Electronic Components 10PCS/LOT AR1540-AL3C AR1540-AL3C-R
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 2000 Piece Puzzle for Adults (Skull) Jigsaw Puzzles Decompre 500 Strung Price Tags 1 ½” H x 1” W Aqua Blue White Damask White Just The Beginning: 20 Previously Unreleased Tracks Recorded in BINZII Patio Garden Bench Park Bench Outdoor Benches, Park Terra Evolv Defy Climbing Shoe - Men's Black/Gray 5.5 Johnny Lawrence Co-Bra-Kai Large Capacity Zip Backpack Bag Lapto Electric Guitar Square Hard Case Flat Surface American Shifter 500991 Shifter Kit (10" E Brake Cable CHR Push Replacement For Honda Accord L4 2.4l 410cca Us Except California AEspares 10 x Vintage Ariel Red Hunter Rear Stand Spring Black P
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
LCGGDB Eye Full Size Fitted Sheet Pillowcase Sets,Sentimental
1 2 3 4 5 14kt White Gold Round Diamond Bridal Wedding Ring Band Set 1 Ctt American Shifter 381568 Shifter Kit (2004R 23" E Brake Cable Cla GZHENH Heavy Duty Tarp Cover, Transparent Screen, Waterproof Mem Mydreamplus Outdoor Light Fixture Choose Black Or White Outdoor Hair Styling Wigs, Hair Replacement Wig, Extra Long Braided Box InterestPrint Halloween Spooky Tree Short-Sleeve Hawaiian Button JAN1N5538B-1, Diode Zener Single 18V 5% 500mW 2-Pin DO-35 Bag UCYG Food Storage Containers Plastic with Lids Airtight Bpa Free LED Power Supplies 300W 90-305VAC 28V CONSTANT VOLTAGE
Chapter 10 Mining Social-Network Graphs PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 12 LCNING Wig Wigs 10A Full Lace Human Hair Wig Compatible with Wom ACEIken Golf Umbrella Large 58/62/68 Inch Automatic Open Golf Um
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Invictus William Ernest Henley Art Print. 60 Colours/6 Sizes. Po Tommy Hilfiger Mens Knit Self-Tied Necktie
Chapter 12 Large-Scale Machine Learning PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 12 Make Auto Parts Manufacturing - Left Hood Hinge For Chrysler Tow Kitchen Cabinet Knobs - Pirate Skull Plant - 1.18 Inch Round Dra
Index PDF
Errata HTML

Download the latest version of the book as a single big PDF file (511 pages, 3 MB).

Download the full version of the book with a hyper-linked table of contents that make it easy to jump around: Silent Table Clock,5.2 in Retro Vintage Non-Ticking Desk TableCl (513 pages, 3.69 MB).

The Errata for the second edition of the book: HTML.

Download slides (PPT) in French: Chapter 4, Chapter 5, Chapter 8, Chapter 9, Chapter 10. Courtesy of Richard Khoury.

Note to the users of provided slides: We would be delighted if you found this our material useful in giving your own lectures. Feel free to use these slides verbatim, or to modify them to fit your own needs. PowerPoint originals are available. If you make use of a significant portion of these slides in your own lecture, please include this message, or a link to our web site: http://www.mmds.org/.


Version 1.0

The following materials are equivalent to the published book, with errata corrected to July 4, 2012.

Chapter Title Book
Preface and Table of Contents Mitsubishi Materials MS2MSD0110 MS2MS Series Carbide Mstar Squar
Chapter 1 Data Mining PDF
Chapter 2 Large-Scale File Systems and Map-Reduce PDF
Chapter 3 Finding Similar Items PDF
Chapter 4 Mining Data Streams PDF
Chapter 5 Link Analysis PDF
Chapter 6 Frequent Itemsets PDF
Chapter 7 Clustering PDF
Chapter 8 Advertising on the Web PDF
Chapter 9 Recommendation Systems PDF
Index PDF
Errata HTML

Download the book as published here (340 pages, 2 MB).