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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 SODIKA 2 Pieces Anti Fatigue Kitchen Floor Mats Non Slip Waterpr 7 8 HJHJK Cute Piggy Bank for Girls,Boys,Girls for Children Birthday JONJUMP Ceramic Imitation Marble India Buddhism Thailand Buddha ProSphere Delta Delta Delta Men's Performance T-Shirt (Digital) Chinese Style Waterfall Nature Landscape 3D Floor Tiles Photo Mu Yt92Pl@00 Men's Sunflower Field Athletic Sweatpants, Elastic Wai
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Kids Cartoon Beach Towel Vehicles Soft Bath Towel for Boys and G 13 zsst Laptop Sleeve Bag for Notebook Computer Protective Case Cov
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ZTMLJT Bedding Sets for Boys Girls Golden Plant Painting Ultra S Breeze Decor Mardi Gras Balloons House Flag Dowel Set Spring Car Adventure Time Exquisite Place Mats Set of 6 Washable Leather pl Famous Beard Oil Hydrating Beard Care WOW Kit Nautilus - Include LA LEELA =CONCATENATE(AB1248, Work from Home Clothes Women Beach Ammo Left (18" x 24") Yard Sign, Quantity Discounts, Multi-Packs ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with C MPOQZI Car Accessories Steering Wheel Sequin Cover,Fit for Honda BNMY Rope Netting Climbing,Climbing Net Climbing Kids Adults Cli
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 "White Fish" Tabletop Salt Pepper Shaker Set 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 FAT SHEEP Pmxxy Geometric Sofa Cover Spandex for Living Room Ela Picture Frame Moulding (Wood) 100ft Bundle - Ornate Silver Finis Women's Winter Retro Coat, Loose Print Hooded Cloak Jacket with ZYF Walkers for Seniors Rollator Walkers Foldable Rollator Walke Cherry Pink Apple Blossom White CS Unitec 93552 PLANTEX Ceramic High Performance Flap Disc for H Replacement Door Panel Install Kit Front,Rear Wall Stickers Dancing Girl Wall Art Decal PVC DIY Mural Art Livi Port Authority Classic Poplin Jacket Accuform MCSP634XL, 10" x 14" Aluma-Lite Sign:"Do Not Enter With
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 MISC Rag Rug Runner with Tassels, Teal Turquoise Rags Weave Floo 0.94cttw Brilliant Round Cut Solitaire Flawless Genuine Simulate GASOLINE BriskHeat SRL18182P Silicone Heating Blanket with Adhesive, for lxm Creative Rattan Basket with Rattan, Used for Dirty Clothes, PsgWXL Lighted Trifold Mirror for Beauty Makeup Travel Mirror wi Infinity and Heart Stud Earrings with Created Paraiba Tourmaline LCD Display + Touch Panel for Galaxy Alpha / G850 / G850A, G850F Reebok Men's Workout Ready Knit Pant
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Nichhany Foam Caulking Gun PU Expanding Dispensing Hand Foam Spr 1 Pair Men Women Silver Rimless Eyeglass Temple Arm Glasses Fram Nispira 3-in-1 True HEPA Carbon Filter Replacement, Compatible w Adjustable Bathroom Storage Bathtub Tray- Bath Rack Bathtub Wind Replacement For Gmc Yukon Year 2003 Rear Side Marker Light By Te Vịbtatoṙing Clịtoràl Vịbràtor 12 Clịtọris Mạssager Zaqiwa Hot Yoga Towel Nonslip Cactus Flowers Green Plant Healthy Rose Sucking Tongue Women Sexy Toyes Sucking Toys for Womens Han SADDPA Elastic Modern Geometric Plain Floral Printing Sofa Cover HTDZDX Towel Rack Carved European Copper Towel Rack Towel Rack P
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Cubavera Men's Space Dye Insert Panel Shirt
1 2 3 4 5 HKPKYK Car Shark fin Antenna,for Opel Corsa B D E, 1pcs Streamli Zadaling 4pcs Shower Curtain Sets with Non-Slip Rugs,Toilet Lid Christmas Wall Decals - Christmas Tree - Calligraphic - Stars - ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with K ZXDFG Golf Nets,Foldable Golf Hitting Cage Training Aids Indoor 7024 RD005, 22 AWG Hook-Up Wire, Alpha Wire Pansexual Pride Omnisexual LGBT Microfiber Beach Towel-Quick Dry Hong Yi Fei-Shop Jug Vase Manual Pneumatic Garden Sprayer, Small SignMission Designer Series Sign - Towing at Vehicle Owner's Exp
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 Rieker Women's Mules Kingston GO! Plus Works for Alcatel Cameo X 512GB MicroSDXC Canv
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 SALUTUYA Rubber Disk Necessary Accessories Strict Processing Pro Womenfocus Cozy Plush Doormats 20x32in, Absorbent Cushioned Kitc
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 Light My Bricks Detective's Office Lighting Kit for Lego 10246 ( Solid 14k White Gold Solitaire Alexandrite Bezel-Set Bar Charm P
Chapter 13 Neural Nets and Deep Learning PDF Animation - The World God Only Knows Megami Hen Route 3.0 (DVD+C Last Name Doormat, Personalized Welcome Mat, Custom Doormat, Fam
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 Cisco PWR-C1-1100WAC-P Systems Power Supply 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 Ping Bu Qing Yun Weight Scale Ultra-Precision Home Health LED hi 7 8 Lutema Platinum for Mitsubishi VS-FD11U Projector Lamp (Original HELLOWINK Round Area Rugs 4ft, Waves Non-Shedding Stain Resistan Haikyu!! Outdoor Folding Chair, Folding Stool, Can Be Used for O RRH Tricycle Kids Tricycle, Children 3 Wheel Pedal Bike, with Be ProSphere Butler University Men's Performance T-Shirt (Ombre)
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Steffy Wood Products Reading Bench with Storage 13 Harry Shops Halloween Holiday Dragon Ball-CHOXI Costume Hoodie
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Wuyuana Carpet Carpet Bedroom Living Room Floor Mat Bedside Blan Kimisoy Hooded Sweater For Boys Dog Paw And Love Bone Warm Girls American Shifter 517167 Shifter Kit (AOD 16" E Brake Cable Trim FAG N312E-TVP2-C3 Cylindrical Roller Bearing, Single Row, Straig 35" Round Desk Chair mat, Chair mats for Hardwood Floors, Tropic Three-Tier Bamboo Pond and Garden Water Fountain, Indoor/Outdoor University of Kansas Jayhawks Right Facing School Mascot Head Pe Woven Seagrass Basket, Grocery Straw Basket,Tote Belly Basket,Ba for BMW e38 740 Brake Pad KIT Front+Rear BOSCH Pads+Sensors
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 ETTSSMKKDWYLLK Trees Mens Swim Trunks Summer Cool Quick Dry Boar 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Rexroth New Aftermarket A10VSO45DFR/31R-VSA61K05 Hydraulic Pisto JIUCHUAN Kids Sleeping Bag Vintage Italian Tile Moroccan Nap Mat Replacement For Best Technologies Ferrups Fer-18k Ups Battery By FSJIANGYUE Candle Holders for Living Room Candlestick Holders Pa an Wallpaper Waterproof Abstract Geometry Door Wall Mural,Fantas pot Seagrass Storage Baskets, with Lid Natural Rattan Woven Rect NEW Fuel Pump Module Assembly Same as Original Quality E10649M F Nacho Average Memah T-Shirt Sport Grey Cute Summer Golden Retriever Placemat Leather Table Mats Set of 1.50 CT Oval Cut Created Blue Sapphire Halo Stud Earrings 14k Wh
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Soft Drink Coke Cap Sign Casual Backpack Bookbag Hiking Outgoing Backpack for Teens Men Women Storage Packet,Ethnic And Tribal Na zxb-shop Floor Lamp Modern Tripod Floor Lamp Feather Floor Lamp Heizlüfter Steering Wheel Cover Steering Wheel Covers New Microf Qingbaotong Wigs Front Hand Lace After The Machine Cooling Color Whitehall Products Balmoral Mailbox, Bronze SignMission Designer Series Sign - Charging Station, Electric Ca KUT from the Kloth Connie Ankle High-Rise Skinny Jeans w/Step He Ambesonne Kites Bedspread, Vibrant Flying Kite on Cables with Fl
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 SHUUY Anti Slip Stainless Steel Single Layer Stockpot Hotpot Foo HWCUHL 3D Wall Stickers Mural Golden Elephant Sculpture Wallpape YLCJ Multifunctional Bamboo Monitor Stand Riser, Laptop PC Compu Oriental Tabriz Rug (Wool) - 10' x 14' 8'10"x12'1" Ivory Large Elements with Pastels Silk With Textured Diamond Painting Kits for Adults,Full Drill DIY 5D Diamond Art C 1-3 Carat 18K White Gold GIA Certified Round Cut Diamond Earring Flannel Wool Soft Sheets Elastic Sheet Bedding Mattress Cover-Da Dazzle Glitter Tattoos 25 x Flower Stencils for Etching on Glass RedlineGoods Shift Boot Compatible with Hyundai Accent 1995-1999
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Poster Australian Eucalyptus Leaf Poster Print Modern Botanical
1 2 3 4 5 Price per 480 Pieces Antique Bronze Tone Jewelry Charms Findings Ann Harbor Industrial Farmhouse 33" Wide Shelf Rack Count Every Legal Vote (18" x 24") Yard Sign, Quantity Discounts Watercolor Floral Print Adult Beach Towels,Beach Towel - Double Laundry Machine, Household USB Clothes Washing Machine, for Dorm LCSA 3Pcs Wicker Furniture Set Patio Rattan Chairs Table Backyar Great Melodies Fake Flower 10pcs/lot PE Rose for Home Wedding Flower Birthday P BDI075789 Beadings Faceted Smooth Green Stone Malaysia Jaspers R
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 LXHSY LED Neon Angel Wings for Bedroom Wedding Party Bar Pub Hot efohana L17L6P71 Laptop Battery Replacement for ThinkPad X280 A2
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Synthetic Hair Wig Water Wave Lace Front Human Hair Wigs Lace Cl Veri SanDisk Ultra 64GB MicroSDXC Works for Acer S56 by SanFlash
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 DIY 5D Diamond Painting by Number Kits, Beautiful Peacock Kids F Rexroth New Aftermarket A10VSO45DFR/31L-PKA61K03 Hydraulic Pisto
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: Kastar 3-Pack Battery Replacement for JVC GR-SXM750US GR-SXM755U (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 Iinger Carbon Fiber Pattern ABS Gear Shift Knob Cover Sticker Tr
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).