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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 Palaney Inflatable Rabbit Sitting on an Egg Decoration 7 8 American Shifter 455764 Shifter Kit (4L80E10" E Brake Cable Clam American Shifter 371129 Shifter Kit (AOD 16" E Brake Cable Clamp ZSPSHOP Brass Towel Bar, Double Rod Bathroom Towel Rack 61.5X14. Wall Shelf Ledge, Corner Shelves 2 pcs with Chrome Supports Gl DAGCOT Monitor Stands Riser Adjustable Dual Arm Desk Mounts Moni
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Decal Stickers Multiple Sizes Weed Eater Repair Red Blue Industr 13 Craft Kin Room Spray Set, Natural Organic Essential Oil Spray
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 American Shifter 381641 Shifter Kit (TH200 23" E Brake Cable Cla Round Earrings Storage Box, PU Leather Various Compartments, Sma HLLING Balcony Privacy Protective Screens Height 0.6m/0.7m UV Pr 0.05 Carat to 0.15 Carat 4-Prong Diamond Stud Earrings in 14K Go Us Army Veteran Military Police Logo Mens Womans Hoodies 3d Prin 3650mAh Battery Replacement for HP Spectre X2 12-A020TU Spectre TANG Sunshades Depot Sun Shade Sail Right Triangle Permeable Can ZWYSL Sun Shade Sail Sunscreen Net Dustproof Heat Insulation Enc Replacement New CPU Cooling Fan for HP 18 ONE 18-1200CX 6033B002
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 MOMO MOD.88 350mm (13.78 Inches) Suede Steering Wheel w/Brushed 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 TTNM Stuffed Duck Toy Plush Dinosaur Duck Doll Soft Stuffed Cart Lace Up Womens Wide Calf Knee High Riding Boot Fashion Belt Buck Depil Bella Microwave Creamy Green Fruits wax 200 grs 46 Inches Floating Picture Display Ledge Wall Mount Shelf Denver Small Desk Fan, 3. 7V Mini Fan Cartoon Deer Pocket Keychain Hand Youmine New Carburetor Air Filter for E-TON Eton AXL50 TXL50 V KicKee Pants Long Sleeved Pajama Set, Moss LUCY STORE faucets European Counter Basin Kitchen Faucet Copper Puermto Bumper Trim Compatible with 2013-2016 GL350 2013-2016 GL 5D Diamond Painting Zebra, DIY Diamond Painting Kits for Adults/
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 TYTG Carburetor Carburetor Rebuild Kit For47cc 49cc Engine Carbu Printedin3D Happy Chinese New Year 2019 of The Pig Magnetic Mail HP DL380 G9 4-Bay 3.5 Server - 2X Intel Xeon E5-2680 V4 14-Core BETTY PAGE PRINT poster sexy naked pin up cigar legs high heels DIY 5D Diamond Painting by Number Kits Abstract Mountain 100x200 Mouse Pads Demon Slayer RGB Mouse Pad Gamer Anti-Fray Stitched E Jewels Obsession Gold Beaver Necklace | 14K White Gold Beaver Pe Micky Lee Fan Humidifier Desktop Portable USB Charging Spray Fan 18650 Rechargeable Battery Lithium ions 3.7V 9900MAH Large-Capac
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 MUSEDAY 4 Pieces Duvet Cover Bedding SetSummer Ocean Coastal Cru 14kt Rose Gold 7x5mm Pear Blue Zircon 1/6 CTW Diamond 18" Neck Halloween Christmas Projector Lights, 2-in-1 Ocean Wave Holiday Husky Florals Placemat Leather Table Mats Set of 6 Easy to Clean Premium Grade Gaffers Tape 1in 2in 3in Multi Color Options Non-R Wall Decal Strong Woman, Wall Decoration for Garden Living Room JF-XUAN Telescope Hd Binoculars 10X50 Nitrogen Waterproof Telesc Ehsdde Microfiber Quick-Drying Travel Fitness Beach Towel with C BlueZOO Beard Mustache Scissors and Comb Set Kit for Men Care - WennoW Sandblaster Kit 8pc Air Nozzles Sandblasting Gun Tubes Pi
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Fzqdd Men's Dave Grohl Crewneck Sweatshirt Long Sleeve Casual Pu
1 2 3 4 5 Looking for freedom [Single-CD] Airtex E3791M Fuel Pump Module Assembly VLISE Bazin Riche African Ruffles Sleeve Dresses for Women Dashi Mehflua Towel Buckle Towel Ring Metal Towel Ring Hotel table12PC "Flags Signs" 12x18 12"x18" Lot of 12 (Dozen) UK Flag r-1-5377 Veri SanDisk Ultra 512GB MicroSDXC Works for Lava A97 2GB+ by Sa Vivian Hsu HWCUHL 3D Wall Stickers Mural Sunny Forest Elk Wallpaper Murals Nimrod's Wares Mace Compact Stun Gun + Flashlight + Clip + USB 8
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 Book Case Storage Bookshelf with Doors, 4 Tier 4 Storage Cabinet Laptop Sleeve Bag Case 15.6 inch Notebook Sleeve Case Portable B
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 LUOWAN Creative 3D Wall Decals Removable DIY Abstract Golden Tex Kitchen Mat Set of 2 Premium Non-slip Kitchen Floor Mat Decorati
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 Berenson 9329-10DC 50 x 50mm Recess Pull Stylus Dull Chrome (25) Green Whistling Tea Kettle Maker Pot Kitchen Tea Kettles Stoveto
Chapter 13 Neural Nets and Deep Learning PDF 1.17ct Brilliant Round Cut Solitaire Natural Purple Amethyst Gem Delta PWR Supply 250W DPS-250QB-4 B REV.02F, 5188-2622
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 15-5 5/8 x 1 x .035 x 10/14N Band Saw Blade M42 Bi-metal 1 Pcs 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 The Onion Field by John Savage 7 8 Genuine OEM Hood Lift Support For BMW E92 E93 F30 328i xDrive 33 Channel-Set Diamond Cluster Halo Pendant (0.333 cttw Diamond) Highroller's Girl Society6 Geometry Mid Century by Ana Rut BRE Fine Art on Water B Brock Replacement Driver and Passenger Front Upper Control Arm C
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Hail Satan Baphomet Ram Logo Mans Hoodie Long Sleeve Hoodie Clas 13 College Bookbag Business Laptop Backpack Travel Hiking Camping D
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Power Stop TDBK1418 Track Day Front and Rear Brake Kit- Brake Ro LIMEI-ZEN 2 pcs Stainless Steel Seasoning Bottle Condiment Pot K Apartment Decor Collection Aquarium Poster Los Angeles Cityscape 3M 5423 0.875" x 36yd Translucent Polyethylene Tape -30 to 225 D House Shade Cloth 90% Sunblock Mesh 7x7ft,Sun Shade Cloth with G Screen Protector for Galaxy J6 2018, Bear Village 9H Hardness Bu Cooling Radiator Water Hose Pipe Compatible with BMW E81 E87 E82 Club Pack of 18 Round Green, Yellow and Purple Hanging Paper Lan JASD Portable Storage Baskets That Can Be Stacked for Storage, J
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Rexroth New Aftermarket A10VSO45DFR1/31R-VPC61K05 Hydraulic Pist 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Insulated Lunch Bag for Women/Men Paris Eiffel Tower Love Leakpr Intelligent Table Lamp Intelligent Night Light Controlled by Voi Sabian 41403X 14" B8X Rock Hi-Hats DCLINA 4x30 ABS Children Binoculars Telescope for Kids Outdoor G 3D Shark Fish Bedding Duvet Cover Set, Kids Shark Printed Quilt Car Gear Knob Cover, ABS Carbon Fiber Car Gear Shift Panel Frame GANFANREN Abstract Smoke Glass Sculp Ture Surround Glass Sculptu Mud Cloth Mali by Dayone on Laptop Sleeve - Laptop Sleeve - 15" U-shaped pillow Protects Cervical Spine Artifact Portable Travel For Volvo V70 Fuel Pump 2001 02 03 04 2005 | Electric | Module |
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Rexroth New Aftermarket A10VO71DFLR/31L-VSC61K04 Hydraulic Pisto Bathroom shelf wall-mounted Bathroom Shelf Shower Caddy,Bathroom 14kt White Gold Baguette Diamond Halo Bridal Wedding Ring Band S Davorin Denovic Tobacco Pipe 100-2270 60 Gallon Repro Trash Bags - 1.5 Mil 100/Case (3 Cases) Round 1/3 CT Certified Tourmaline Cluster Disc Charm Pendant, So Custom Photo Wallpaper 3D Embossed Blue Transparent Flowers Butt Verified by SanFlash Ultra SanDisk 64GB Works for Videocon Infin Black Smoke LED Third 3rd Brake Light Cargo Function Fits 07-13
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Men's Winter Warm Fleece Pants Plus Sizes Sports Comfy Trousers TANGIST European Living Room Mirror HD Makeup Single-Sided Shavi Fleetguard Hydraulic Filter Cartridge Part No: HF30760 Kakekedianzi Myanmar Revolution Women's Sweatpants Relaxed-Fit J The Deer Hides Between The Trees Men's Athletic Sweatpants, Fash LEFUYAN Performance Heat Shield Tape,High Temperature Resistant Coasters Absorbent Ceramic Drink Coasters with Cork Base - 8 Pie VALVE D'ARRÊT Mirrored Nightstand with Three Drawers, End Table Bedside Table Nomorer Christmas Picnic Basket for 2 with Blanket, Seasonal Tra
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
YXX- Inside House Entrance Long Door Mat, Outside Front Door Abs
1 2 3 4 5 JSTEL Halloween Laptop Shoulder Messenger Bag Case Sleeve for 14 SWIECH Beer and Ale Cerveza Lighted Wall Sign British Longhair, Extraordinary notebook made of eco-leather wit Minimal Gold Necklace, Flower Pendant Necklace, Dainty Necklace 3/4"-10 x 9"6"THD Under-Sized Coarse Thread A307 Grade A Carriag JumpingLight 3 X 5 3x5 USA American Flag Embroidered Stars Sewn Personalized Llamas Quilt, Live Like Someone Birthday to Son Kid 5D DIY Diamond Painting Kits for Adults/Kids, Golden White Fish DC12V Motor, Shock Resistance Planetary Gear Motor High Torsion
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 HFP-385-UR2F3 Quantum OEM In-Tank EFI Fuel Pump +Regulator +Fuel The Bolton Square Hotel Brochure Cleveland Ohio 1930's
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 FAMIROSA 2 PCS Nesting Table Set Coffee Tables Iron Frame Sofa a Tinello Swimming Pool Cover, Blue Swimming Pool Insulation Cover
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 13X4 Transparent Lace Real Human Hair Wig Headgear, Golden Curly MXRLZX 13x6 Front Lace Wig, Straight Hair, Human Hair, Handmade,
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: Classic Mystery Collector's Set: Suddenly! / Terror By Night / M (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 WMS 45-inch Large Sun Umbrella 10 Stainless Steel Ribs Make The
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).