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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 NC Water Filled Heavy Duty Outdoor Patio Umbrella Base Stand Rep 7 8 CHENTAOMAYAN Irrigation Accessories Garden Plant Support Netting Tenworld B Personal Stalker Dog Tshirt Shih Tzu Dog Lover Funny Kimball - 1-1/16 Combination Wrench DXYSS Garden Statues and Sculptures Outdoor Resin Zen Crafts Bud Motorcycle Helmet Headset, 5.0FM Radio Automatically Answer with
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Customized Name 3D Cap Hat You are My Sunshine Sunflower Elephan 13 Dip Bowl Seasoning Plate Mini Sauce Dish Ceramic Soy Sauce Dippi
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Women's Strappy Knee High Riding Boots Lace Up Buckled Winter Mi Nachahmung Holz acht Pferd im galopp Statue Harz Moderne Kunst s Fussie Cat Super Premium Canned Cat Wet Food - 12 Pack Cans Vari TACVASEN Men's Casual Pants Classic Cotton Cargo Pants Working T MARVO KG965G RGB Mechanical Gaming Keyboard, 119 Keys Including American Shifter 521894 Shifter Kit (518 23" E Brake Cable Trim L-SHISM Cigar Humidor Cigar Humidor Cedar Wooden Cigar Box Hygro XKOEY Shelf Towel Rail Bathroom Corner Shelves Aluminum Wall Mou Zziyj Iron Chandelier Wood Chandelier 4 Chandelier Creative Wrou
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 CGSignLab 2457937_5mbsw_36x24_None Blank -Victorian Card 3mm Pre 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Diving Lights - Ochoos S27 Φ24.5 Lengthened Ball Head Connecting SYHML-SHOP CNC Lathe Carbide Turning Tool Holder 1pcs STFCR1010H Cartoon Summer Cool Quilt, Weighted Blanket for Kids Comfortable Flexovit 6" X .065" X 7/8" RazorCombo 60 Grit Aluminum Oxide Gra WANGC Tropical Plant Animal Elephant 3D Wallpaper Mural Kids Roo Accuform MELC140XV, 4" x 12" Adhesive Dura-Vinyl Sign:"Danger Hi AOHAI Jewelry Box Egyptian Vintage Jewelry Box Creative Treasure Coasters for Drinks, Absorbent Drink Coaster with Cork Base, Cup 14k Rose Gold 6-Prong Basket Round Diamond Solitaire Pendant (1/ 3D White Feathers 2184 Wall Paper Print Decal Deco Wall Mural Se
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 TLL Excellent Passenger Side Spotter Glass Power Side View Mirro For 2006-2013 Chevrolet Corvette R1 Concepts Carbon Series Rear MAX3232ECPE+ - Transceiver, RS232, 3V-5.5V supply, 2 Drivers, DI Electric oven Nordic Sea Grass Wicker Woven Storage Basket can S Cat Animal Art Abstract Watercolor Vintage Case for iPad Pro 12. Black Tilting Wall Mount Bracket for Hitachi 32HDT20 Plasma 32 i Gurren Lagann IPad Case 2020 Ipad Pro Case 11 Inch Anime Tablet American Shifter 517269 Shifter Kit (4L60 16" E Brake Cable Clam ALBBMY 15pcs/lot 12mm Cabinet Drawer Small Knobs Crystal Pulls C
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Rexroth New Aftermarket A10VSO45DR/31L-PKC12K01 Hydraulic Piston Anime Girl RGB Gaming Mouse Pad Led Mousepad with 14 Lighting Mo magFlags XXXL Flag Europe | Landscape Flag | 6m² | 64sqft | 200x Jewels Obsession Gold Cross Necklace | 14K White Gold Passion Cr Rexroth New Aftermarket A10VSO28DFLR/31L-VKC12K03 Hydraulic Pist kerryshop Coat Racks Light Luxury Wall-Mounted Coat Rack Hook Be jialaiwo Car Floor Mats fit for Land Rover Discovery 2 Discovery 3D Mural Wallpaper White Pearl Jewelry Flowers Wall Cloth for Be Case for Ipad Pro 12.9 Ocean Waves Seamless Pattern Sea Wave Pro Ofanyia Stainless Steel Beauty Scissors for Facial Hair, Nose Ey
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
12 Packs Kitchen Cabinet Knobs,Vintage Girl Portrait with Flower
1 2 3 4 5 LIUTIAN Bird Wall Decoration Hook, 3D Decoration Pendant, Resin CAIMEI Bracket Light Led Cat Wall Lamp Bedroom Bedside Living Ro Women Casual Long Sleeve Striped Color Block Hoodies Loose Patch Landscape Painting Photo Wallpaper Murals Bedroom Living Room Ho Hero Academia Anime Laptop Backpack Lunch Bag Pen Box 3 Piece Se Profesrp 5pcs/Set Furniture Transport Lifter Heavy Stuff Moving Semiconductor Fingerprint Lock, Fingerprint Lock Smart Fingerpri Botanical Duvet Cover Queen Flowers Leaves Birds Comforter Cover Amymami Beer Bar Broken Hearts Neon Lamp Sign 14inx10in Acrylic
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 Redwood Sofa Pillow pillowroom Set Living Room Backside Pillow S !!! Medium Weight Rayon Stretch Spandex Jersey Knit FABRIC-5YARD
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 ZHU-CL LED Corn Light Bulb for Indoor&Outdoor, E27 LED Light WENSMAN Beer and Ale Cerveza Lighted Wall Sign
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 Club Complex Code Best Season, Vol. 1 Zhaolan-Digital Tester Kayak Accessories 30M 20M 15M4MM Anti-UV
Chapter 13 Neural Nets and Deep Learning PDF Custom 16 oz h2go Nexus - 48 PCS - .99/EA - Promotional Produ JOEKAORY Multicolored Marble Print Car seat Covers 2 pc,Customiz
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 ZHFRC Style Black Knobs Cabinet Kitchen Door Furniture Aluminum 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 Coat Racks Coat Rack Bedroom Hangers   Solid Wood Floor Hanger L 7 8 Sandvik Coromant R216.23 Carbide Corner Radius End Mill, Metric, BUERYUZ Cosplay Cloak with Hood Pin-Up Girl Robe Costume for Hal JF-XUAN Humidors imported cedar wood belt humidifier and hygrome Lztly Panda II armrest Box Double Layer with USB (Color : C Blac Bin car mats Nikos Figurine Animal Statue Ornaments Vintage Home
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Paint by Numbers Kits,DIY Painting by Numbers for Adults Kids, 13 Baosity One Person Trekking Pole Tent, Ultralight Camping Trekki
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 TONG Door Knobs, 6 Pcs 30mm Clear Diamond Cut Cabinet Door Pull SAFAVIEH Calista Shag Collection CAL152A Floral Non-Shedding Liv N\C Sheehow Women's Off The Shoulder Ruffle Party Dresses Bohemi #27 Honey Blonde Brazilian Deep Wave Weaves Human Hair 4 Bundles Practical Long Spout Watering Can Small for House Plants Flowers Bonamaison Coasters - Set of 4 -Premium Absorbent MDF - 9x9CM (E Red Geometric Peshawar Oriental Area Rug Hand-Knotted Wool Carpe (Slippery When Wet PICTORIAL) FLAMING DROPS STERLING SILVER AUSTRALIAN OPAL DROP EARRINGS
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 FlexOvit ZIRCOMAX 4-1/2" X 5/8" - 11 120 Grit Type 29 Flap Disc 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 XYZCANDO Red Afro Style Elephant Car Steering Wheel Cover with U GUWANJI 16mm x 1000mm Linear Optical Axis Shaft Rod Cylinder Rai SDWJJ Bathroom Supplies, Bathroom Towel Rack, Room Tying Room, B DSQK Figurines Showpiece Decorative Resin Crafts Mare Animal Cre DTZN Reusable Ceramic Mug/Coffee Mug Cup and saucer/190ml Cerami Posters Canvas Painting Jean Michel Self Portrait Canvas Posters Mouse Pads Anime Final Fantasy RGB Gaming Mouse Pad Large LED Ba Argon Tableware 6 Piece Matt Tea and Coffee Mug Set - Modern Sty CGSignLab 2471666_bnrm |"Vehicles Will Be Towed -Classic Brown" Bear Village Screen Protector for Galaxy S20 Plus, Anti Fingerpr
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Insulated Lunch Bag for Women/Men Sunflower Painting Leakproof R Rexroth New Aftermarket A10VSO28DR/31R-PWC11N00 Hydraulic Piston YEOU Hunter Manga Hoodie Sweatshirt Hisoka Cosplay Costume Demin XStyles18 - Parrot Light Green Hawaiian Shirts, Hawaiian Shirts, GTYZD Bohemian Wall Tapestry Home Decoration Wall Hanging Macram Rexroth New Aftermarket A10VO45DR/31L-VWA12K68 Hydraulic Piston Maria/Smile JIETAOMY Foil Balloons Mix Blue Confetti Balloons Balloon Birthd Chicago Metallic 44800 Glazed Perforated Cookie Style Baking She
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Massage Comb Wet And Dry Haircut Comb Airbag Comb Use For Reduce Diamond Painting Kits Full Drill Hot Air Balloon Square Drill,DI Backpack And Lunch Bag Set 2 Piece, Watercolor Tulip Print Backp NEW Albert Hogan's Heroes Lee - In Between The Cracks (CD) Convenient Lunch Box Tote High Capacity Lunch Bag With Adjustabl BAIYAN 304 Stainless Shower Curtain Rod,Stretchable Curved Tensi Ochoos Factory Direct Sale Mr115 Smr115 Z Smr115zz L-1150zzy04 5 String Trimmer Blades GAOWF DIY 5D Diamond Painting Kit, Guanyin Buddha Statue Full Dr Dell PowerEdge C4130 2 Bay 1U GPU Server, 2X E5-2683 V3 2.0GHz 1
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
RADNOR 3/16" X 1/2" X 5" Flat No. 1 Select Soapstone with Holder
1 2 3 4 5 RR-0106, WH-106 Spirolox Internal Retaining Ring, Medium Duty, 1 Sofa Side End Table, C Shaped Notebook Table Laptop Holder, End Diver Windless Flag Sign Kit with Complete Aluminium Pole Set-FI 9904 EPOXY Plastic Glue 30g MANNOL Multipurpose Strong AUTO Part Womens Hoodies Pullover Funny Junior Girls Fashion Kawaii Cute G kgjsdf Wigs European and Women's Gradient Color in The Long Curl Dalyn Rugs Dover DV16 Rug, 12' Octagon, Peacock Kingston 512GB BLU Studio 7.0 II MicroSDXC Canvas Select Plus Ca HX315 Yanhaifeng Street Men's Short Sleeve T-Shirt Original Embr
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 Auto Front Seat Covers Set of 2, Universal Car Seat Covers Fit M Haunted Mansion Laptop Backpack For Business Daypack ​with Usb
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 BUHOLEDIVV Shoe Materials Plastic Shoe Insoles from Professional ERA Paints Automotive Touch Up Spray Paint Kit for Porsche Boxst
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 Portable Mini Air Cooler USB Air Conditioner Fan with Three-spee Cameron Sino Rechargeble Battery for Sony CCD-TRV740 (4200mAh)
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: YXX- Large Waterproof Outdoor Doormats for Back Door, Supermarke (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 JUND Front Bumper Chrome Face Bar Pad Spoiler Fog Light 5Pc for
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).