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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 Euro Lovers 3 7 8 Verified by SanFlash Ultra SanDisk 64GB Works for Fly Horizon 2 FVGKYS 3D Wall Decals Custom Mural Christmas Ornaments Removable Car Seat Covers Sunflowers Bouquet Oil Painting Art Car Front Se Kabelschlepp MK1250.295.RD.220-3V5, Varitrak, 13.4" x 5', Open, BDI069269 Beadings Natural Moonstone Beads Smooth Round 6 mm 8 m
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Everest Parts Supplies Tune Up Kit Compatible with Black Harbor 13 Bridge Closed – Regulatory Traffic Sign (1 Unit)
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Ambesonne Cactus Spring Flower Portable Fabric Wardrobe, Randoml YouCustomizeIt Vintage Transportation Kids Hooded Towel (Persona Hyundai 00239-E5000 Hood Cover Car Seat Covers - Cute Rabbit Front Car Seat Covers - Universal 14k Yellow Gold Bezel-Set Round Diamond Solitaire Pendant (1/5-1 01 DIY Workout Equipment, Fitness Gym Pulley System, Home Gym Eq Fancy Feast Purely Complete Cat Food 3 Flavor Variety 6 Can with Electric Bicycle Motor250W/350W/450W E-Bike Brushed Motor Electr JMbuild Laptop Case 15.6 inch Cute Strawberry Fruit Pattern Comp
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 RADIATOR UPPER HOSE For LAGUNA I 2.0 16V 7700424416 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Midetoy Kitchen Rugs Sets,Ice Cream Frozen Desserts in Wafer Con QTQHOME Chandeliers Ceiling Lighting Nordic E Sputnik Brushed Br Bedding Comforter Duvet Cover Set California King Size, Rooster Jiahezi Mens Womens Water Sports Shoes Quick-Dry Lightweight Bar MENG Fashion Oval Ears Rhinestone Ears Women's Jewelry Ears,Stee Detroit Diesel Company A-5199561 Aftermarket Replacement Fuel Pu Harvest of Nature Chewable Vitamin C, Citrus Flavor, Immune Supp 1/2-13 Toggle Wings Zinc 50 Pack Multi-functional Outdoor Camping Light Rechargeable Portable Sol Replacement Hose Barb Adaptors for Bouncer Mac Daddy - 4 Pack
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Garden Statues and Sculptures Outdoor Pastoral Style Rabbit Resi Furniture of America Allene Fabric 18-Inch Throw Pillow in Purpl 1/6 Cttw Diamond Charm Pendant Chain Necklace Adjustable 16" to maiqiken Custom Car Floor Mats for Toyota Tacoma 2000-2010, 2011 Leander 1pcs Table Runners Rectangle Banquet Tableflag Party Dec Tween Sally Costume Speed Racer Travel Bookbag 15in Laptop School Bag+Pencil Case Co Solar Spot Lights Outdoor Garden, 2 in 1 Solar Landscape Spotlig Digimerge S4JF1G IP Series Accessories Housings Mounts, Video
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 LCD Screen and Digitizer Full Assembly with Frame for Asus Zenfo Men's Convex Vest Fuel Pump Module Assembly Compatible with 05-06 Expedition Navig Selfie Ring Light with Tripod Stand Led Phone Holder for Adjusta Transitional Tabriz Rug (Wool and Silk) - 10' x 14' MUSEDAY 4 Pieces Duvet Cover Bedding SetVintage Brown Minimalist Pbldb 3D Living Room Wall Stickers Simple Cartoon Photo Murals C YQSHYP Heavy Duty 4 Bags, Laundry Hamper Sorter with Lockable Wh AWSAD Garden Furniture Cover Protector Sofa Outdoor Patio Table 1934 Batter Up # 48 Willis Hudlin (Baseball Card) PSA PSA 4.00
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Computer backpack Universal Multi-Function Canvas Cloth Laptop C
1 2 3 4 5 Mighty Max Battery 12V 8Ah SLA Battery Replacement for Opti-UPS sararui Laundry Baskets Large Clothes Hamper with Two Cutout Han 12 Pcs Divider Panel - 32 x 46 inch - White Wall Divider Hanging Heavenly Battle Car Seat Covers Accessories Set Super Soft Vehic Beethoven: Symphony No.7 No.8 Photo Wallpaper 3D European Style Pastoral Non-Woven Tv Backgrou Primitive Reptile Laptop Backpack For Adult Daypack ​with Usb ZANFUN Anti Fog Nose Bridge Silicone Washable Reusable Ergonomic DeLonghi Fruit-and-Vegetable Strainer for DSM700 and DSM5 Stand
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 Guitar Parts Electric Guitar Pickup Loaded Pickguard Portable Mu Mini Stun Gun Security Alarm Keychain Pepper Spray Kit. Pocket S
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Striped Bengal Tiger King Remote Control Holders Organizer Box w American Shifter 524258 Shifter Kit (4L60 23" E Brake Cable Clam
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 Kotton King Luxury Pom Pom Multi Ruffle BedSkirt 100% Egyptian C Rosec Jewels - 7 MM Solitaire Engagement Ring with 2 CT D-VSSI M
Chapter 13 Neural Nets and Deep Learning PDF Muffler (Red Yellow) Super Flag Sign with Complete Hybrid Pole Bose A20 Aviation Headset with Bluetooth Dual Plug Cable, Black
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 KDKDA Back Surface Car Travel Inflatable Mattress Air Bed Campin 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 SYHML-SHOP Lathe Boring Bar Turning Tool Holder Set SNGR10K07 SN 7 8 3 Rhịzomẹs Hẹlịconịa Carịbaẹa Barbados Flat Rẹd RENTOOR Motorcycle Half Open Face Helmet Adult Protection Shell Châsá¹­ity Câgê for Men, Resin Chạsá¹­ity Lock Adult Family An Corsair Vengeance 32GB (2 x 16GB) 260-Pin SO-DIMM ddr4 3000 (PC4 Replacement Ceramic Front Disc Brake Pad and Rotor Kit
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Ambesonne Abstract Round Floor Cushion with Handle, Creative Geo 13 Samurai Champloo Lunch Bag Backpack Combination For Girls And Bo
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 LUCKDEER 9 Piece Outdoor Dining Set with Cushions Poly Rattan Bl Newborn Baby Boy Girl Clothes Cotton Jumpsuit Short Sleeve One-p 10kt Yellow Gold Womens Round Diamond Stackable Band Ring 1/6 Ct NARUJUBU Outdoor Post Light Fixture, Solar Post Fence Paveway Pa Cóuntdówn SettÄ«ng Training Adult PênÄ«s Length Enlargement Púmp DVPHA YouLaPan HP193P-S Bride Hair Jewelry Rhinestone Hair Acces Koolzap For 15-16 Camry Front Hood Latch Lock Bracket w/Alarm Sy MIXZA Performance Grade 128GB Verified for vivo V20 MicroSDXC Ca G-III Sports Detroit Bikini Swimsuit, Women's Elastic Swimming 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 A touch of taste Touch Lotus 3D Night Light Colorful Touch Visio 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Water Containers, BPA-Free Camping Water Storage Jug Drink Dispe │IMMOA│Lady Vintage Victorian Renaissance Dresses Lace Long JYMBK Universal Car Sun Visor Tissue Box Holder PU Leather Tissu ZHM Solar Lights Outdoors Waterproof Solar Lawn Light Solar Powe SM Games Bondage Gear SM Neck Collar Hogtie Included Adjustable Motorcycle Full Fairing Kit Fit For Suzuki GSX-R1000 gsxr 1000 K Yt92Pl@00 Mens Dog and Cake Jogger Sweatpants, Fashion Fleece Sw ACCL 15Ft Cat6 UTP Ethernet Network Non Booted Cable Green, 10 P Demon Slayer Kamado Nezuko Cosplay Costume JK School Uniform Hal Universal Works Men's Short Sleeve Utility Shirt Green
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Qisemi Womens Crop Top Hoodies Fashion Tie Dye Print Hooded Swea 1200 PCS - 1/4-20x2-1/4" A307 Grade A Full Thread Carriage Bolts ProCase Galaxy Tab S7 Plus 12.4” 2020 Rugged Heavy Duty Case Bun Kitchen Rack Wall-mounted Black 201 Stainless Steel Spice Bottle American Shifter 441219 Shifter Kit (6" 4L60 E Brake Cable Clamp 7 FT Premium Snow Flocked Artificial Holiday Christmas Pine Tree Columbia Women's Precipitation Nation Rain Jacket (Extended Size HUF Men's Original Logo Pullover Hood FMOGE Telescope Toy 10X25 Binoculars Long Distance Digital Camer
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 MGYJ Garden Sculptures Statues Rabbit Garden Decoration Resin Ou Wooden Rice Container Storage Sealed Kitchen Food Container Cere ACCL 40Ft Cat.5E UTP Ethernet Network Non Booted Cable Orange, 3 Basketball Blackout Rod Pocket Tier Valances, School Basketball FAG NUP2214E-TVP2 Cylindrical Roller Bearing, Single Row, Straig Love Nature Sweet Home Stores Collection Custom Native American Ceramic Cabinet Knobs Antique Brass Oval Dresser Drawer Pulls Ha 5D DIY Diamond Painting Kits Full Drill Couple Monkey 100x200cm/ Diamond Art Kits Cartoon African Woman DIY 5D Diamond Painting K 1.2M LED Merry Christmas Air Inflatable Crutches Santa Snowman C
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Kizlyar Supreme EDC Neck Knife Amigo X Satin Green D2 Steel Sati
1 2 3 4 5 PWV Seat Rollator Walker,Shopping Basket Four Wheel Walker Rolla Boca Classics Mens USA Boat Button Down Collared Shirt Large Nav Model Toy car 1:18 for Land-Rover Simulation Alloy Die-cast Scal Sports Name Vaulting Travel Laptop Backpack Sports Adjustable Sh HAIJUN Tablet PC Cover Case for Samsung Galaxy Tab A8 2019 Table Galaxy with Nebula Stardust Bright Shining Stars 5 Men's Athleti Sony SRS-XB13 Extra BASS Wireless Portable Compact Speaker IP67 ColorRite 0582 Mat Black #2 (MBL2) Touch-Up Paint Quart for Yama HJLINA Garden Furniture Covers Waterproof Outdoor Furniture Cove
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 Decal Stickers Multiple Sizes Rugs A Outdoor Advertising Printin True 810844 GASKET, DRAWER12 5/8" X 24 1/2" for True - Part# 810
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 TruForce Electrical Plug Lockout, 220 VAC (for Max 1" Cable), Re Brandy Diamond Chocolate Brown 14K Rose Gold Diamond 3-Piece Hal
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 Kastar 2-Pack Battery and Smart USB Charger Replacement for JVC Floral Muted Distressed Kirman Oriental Area Rug Wool Hand-Knott
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: (12 Pieces) Drawer Knobs Drawer Knob Pull Handle Crystal Glass 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 Wall Shelves Wood Floating Shelves with Bars, 2 Tier Storage She
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).