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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 ZYBCQL LED Solid Wood Wall Lighting lamp, Modern Wall Mount Bath 7 8 YSGADH Car Inner Auto Dashboard Cover Dashmat Pad Carpet Dash Ma The Seven Deadly Sins Anime Meliodas Large Round Laundry Basket, Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4607 6 REIFF NESTOR 38312#5-40 H2 4"Long Plug Undersize UCYG Food Storage Containers Plastic with Lids Airtight Bpa Free
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Artificial Turf (18" X 24") Yard Sign, Quantity Discounts, Multi 13 LKDF Clear Vinyl Rectangle Tablecloth Protector Waterproof, Crys
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 HXSZWJJ Spring Autumn Leggings Women Sequins Stripe Side Pure Co Women's Ripped Knee Lenght Jeans Frayed Raw Hem Distressed Short SBU Grey Boat Cover for BAYLINER Classic 210 CU CC I/O 2006, Tra Diamond Infinity Bow Cross Pendant with Bezel-Set Accent (0.209 Color Dog Personalized Name Area Rug Living Room Kitchen Entrywa YUBIN Marble Pattern Tablecloth Eco-Friendly PVC Table Pad Water DIY 5D Diamond Painting Kits for Adults Kids Full Drill Large Si Bcshiye Womens Platform Wedge Sneakers Criss Cross Ankle Booties Cocktail Spandex Table Cover for Events Decoration Royal Blue YS
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Accuform MFSD556XL, 4" x 12" Aluma-Lite Sign:"First Aid Station" 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 GemAbyss Beads Gemstone 10 Strands AAA Quality Black Spinel Bead SAFAVIEH Samarkand Collection SRK180Q Hand-Knotted Boho Tribal D Dark Green Quartz Marquise Frame Pendant Necklace Gold Filled 18 9'9"x13' Afghan Khamyab Deep and Saturated Red Hand Knotted Soft Animation - Beelzebub Vol.11 [Japan DVD] DB-486 DJASM Xbghzs Modern Restaurant Decoration Painting Living Room B ZLJTT Ant House Set Ant Farm Natural Insect Ecology Box Castle E WORSY Bathroom Shelf Towel Rails Shower Caddy Bath Shelf Hanging 90x120cm Horizontal Mobile Double-Sided Whiteboard Healifty 6 Pairs Silicone Anti- Slip Eyeglass End Tips Ear Sock
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Beautiful Apple Tree Branch Sun - 1000 Jigsaw Puzzles for Adults Rexroth New Aftermarket A10VO45DRG/31R-VWC62K68 Hydraulic Piston Kinky Straight 360 Lace Frontal Wig Human Hair with Baby Hair Pr WJCCY Retro 5 Candle Holder Metal Candlesticks Dinner Candle Hol Natural White Pearl Ring 18k Yellow Gold Handmade Jewelry Xyanzi Telescopic Umbrella Stand, 56cm for Golf Buggy Wheelchair LELEGO Daisies Flower Leaves Laptop Bag Laptop Shoulder Bag Carr BETTKEN Indoor Sensory Swing Sensory Swing Indoor + 360°Hammock ZSPPPP Step Stools 5-Step Folding Single-Sided Ladder Herringbon
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 TouchupXS-for Mitsubishi Lancer W37 Wicked White Gallon Single S 1.0 ct Brilliant Pear Cut Solitaire Flawless Simulated Blue Sapp DBS UK Desk Lamps Lamp American Zinc Alloy High-end Champagne Cr Quality Park 41465 Quality Park Catalog Envelopes, Heavyweight/G Square Bell with Inverted Corners Designer Lamp Shade White 8 X Manchego Cheese (1 lb) Wig Wigs HD Transparent 13×4 Lace Front Human Hair Curly Wigs Na Paw Patrol Little Boys Three-Piece Short Set Backpack And Lunch Bag Set 2 Piece, Lavender Bouquet Print Backp Alpine CDE-172BT CD Receiver with Bluetooth, and Two Pairs of Ki
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
CHFENG-AA Industrial Sewing Machine Parts Moving Knife ASM 110-9
1 2 3 4 5 Home Reclining Chair Cushion Indoor and Outdoor Balcony Leisure PIAOLIGN Wig Water Wave Headband Wig Human Hair Highlight 1B/30 SNW34-5 15/16 Adapter New Adapter Yajomi Car Interior Accessories fit for Jeep Cherokee Interior T (Black 100/Each) Plastic Circle Tags Pre-Wired 2" G26065W - Box NT NIETING Enchanted Rose, Red Artificial Flower Rose in Glass Unicey No-Shedding Non-Slip Machine Washable Inspirational Lette Innovative Mounts (IMT49150-85A) Steel Cable to Hydraulic Conver Pear-Shaped Pink Sapphire Two Tone Necklace with Double Halo (7x
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 CRTTRC Cotton and Linen Round Tablecloth Oil-Proof Romantic Flow Classic Basket-Set Round Garnet Stud Earrings in Silver (6mm Gar
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 American Shifter 450023 Shifter Kit (700R4 8" E Brake Trim Kit D Nikon (20052) 24-70mm f/2.8E ED VR AF-S NIKKOR Zoom Lens DSLR Ca
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 14K White Gold 1.5 Carat LAB GROWN IGI CERTIFIED DIAMOND Curving Black Cat Costume Kids Classic Black Cat Halloween Costume
Chapter 13 Neural Nets and Deep Learning PDF Plutus Brands Plutus Curly Mongolian Fur White Handmade Throw Pi NFRADFM Hand-Sewn Black Non-Slip Comfortable car Steering Wheel
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 Chinese Style Sheer Gauze Window Sheer Shooting Stars Embroidere 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 Cobra Carbide 29176 Micro Grain Solid Carbide Hi-Performance End 7 8 Entremont Emmental Francais Swiss French Cheese Loaf, 8 Pound -- Contact Lens Holder Box, Contact Lens Case High Quality Mirror B Solar Hand Crank Portable NOAA Weather Alert Radio,5-Way Powered Hand Grips Ends, Brake Clutch Levers Thruster Grip Handle Bar En ZPTECH Drawer Organizers Foldable Multi-Grids Underwear Socks Se
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Early Years 13 FAG HJ313E Cylindrical Roller Bearing Angle Ring, Metric, 65mm I
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 XZGDEN Hair Replacement Wig, Wig 13x4 Lace Front Wig Brazilian W Mucki Sparkle Finger Paint Fairy Dust, 2318 RAZ Imports Set of 6 Ugly Sweater Party Christmas Ornaments - 5. Dinosaur Office Chair Mats Round Area Rugs 3D Carpet Soft Touch Charm Pendant Supply - Jewelry Making DIY - Bracelet Scales of J Nordic Creative Balcony Flower Stand, Living Room Solid Wood Rac Ambesonne Umbrella Armchair Pad and Slipcover, Rain Season Relat Sickspeed 16 Blue/Polished Spiked Aluminum 60Mm Extended Tuner L Anecoul Sun Shade Sail Waterproof Square 6'5''x 6'5'' Shade Sail
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Clhhsy Peelable 3D Mural Vintage Wood Texture 3D Wallpapers Pers 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Puccy Privacy Screen Protector Film, Compatible with Toshiba Tec BLRYP 4 Tier Stackable File Tray,Office Desktop Document Magazin siqiwl Splash Pad Summer Inflatable Water Play Mat PVC Splash Ga SIGOUYI Kitchen Rugs and Mats Set of 2, Dark Blue Penguin Geomet KBB Italian Gold Design Brass Glass (250 ml ;KBB072) (Pack of 2) Merry Christmas Santa Claus Christmas Ball Ornaments,Halloween H Asscher Cut 9 CT Certified Red Garnet Gemstone Bridal Pendant, S 5.00 MM Hexagon Cut Rhodolite Ring, HI-SI Diamond Ring, Solitair LZYMLG Coat Hangers Premium Non-Slip [Set of 10/20] (41cm) – Hea Let's Get Kinda Weird With The David Lynch Collection - Blue Vel
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 3D Printed Softly Bedding Set Kids' Comforter Sets Children Kids Feyuan Moosey Fate Front Windshield Sunshade-Auto Shade for Car Clara Pucci 1.35 ct Round Cut Solitaire Accent Stunning Genuine ERA Paints Automotive Touch Up Spray Paint Kit for Porsche 911 G LQX Sculpture Iron Pendant Bird Sculpture Decoration Animal Stat Contact Lens Case, OFONE Contact Lens Case Cute, Portable Contac Vintage Style Peridot Pendant with Diamond Halo (9x7mm Peridot) TTNM 1PC 30-90CM Big Long Ears Rabbit Plush Animals Toys Stuffed Men's short wallet belt gift business gift practical customizabl
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Wildwood, New Jersey, Doo WW, Simply Said, Pink 87474 (24x36 SIG (125 pcs) #4-40 X 7/8", Hex Male-Female Standoffs, 3/16" Across Care Bears Deluxe Share Bear Hoodie Outfit Women's Costume Running for the Drum Maaji Girls' Swimwear Cover Up Safavieh Madison Collection MAD474B Boho Distressed Medallion No Mystery Box,Lucky Mysteries Box(Random Product) Super Costeffect SuperMicro SuperWorkstation 7037A-i with X9DAi, 2X 2.4GHz 10-Cor 35" Octagon Chair Mat, Memphis Pattern with Mosaic 3D Shapes Eig Spoonflower Non-Pasted Wallpaper, Gardens Climbing Vines Climbin
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
BYOLPMKK-Jiajia Accessories Tailgate Gas Spring Strut Lift Cylin
1 2 3 4 5 Little Adventures Deluxe Velvet Adult Cloak Cape with Lined Hood saitake Car Floor Mats for Volvo S80 2010-2016 Full Coverage Lin Puccy Privacy Screen Protector Film, Compatible with NEC Lavie N Genuine Konica Minolta A0EDR72033 A0EDR72000 Fusing Unit for C22 CRL Gauge Glass Cutter Pet Factory American Beef Hide Chicken Flavored Bones Chews For Windshield Wipers Rear Wiper Arm Rear Wiper Blade for Focus fo VTAMIN HNBMC Non-Perforated 304 Stainless Steel Bath Towel Rack, Perch Stella Stationary Height Adjustable Salon Spa Stool | De
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 MUSEDAY 4 Pieces Duvet Cover Bedding SetFarm Golden Wheat Field Alomejor Emergency Radio Flashlight, Multi-Function Solar Hand-C
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 ARTIEMASTER Tacos Time Blanket Flannel Superfine Fiber Blanket B HANZILEI Cute Balloon Wall Hanging Ornaments Cotton Kids Room De
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 Hainice Hamster Tunnel Wooden Tube Toy Hollow Tree Trunk Mouse F FAIRYPIE 700ml Essential Oil Diffuser, Wood Grain Ultrasonic Aro
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: Ambesonne Underwater Coverlet, Ocean Plants Graphic Repetition C (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 12 Packs Kitchen Cabinet Knobs,Lion Couple,Pulls Cupboard Handle
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).