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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 Auto DN 2X Outer Steering Tie Rod End Compatible With Ford Falco 7 8 Gaming Controller Backpack Laptop Backpack Casual Water Resistan For Dodge Stratus Neutral Safety Switch 2001 02 03 04 2005 | 6+4 Curved Hip Holding Large Capacity Plastic Laundry Basket with Ea Heated Towel Rail Rails Wall Mounted Plug-in/Straight Towel Warm 8x10 inch/ (20 x 25 cm) Rustic Wall Decor Wood Home Sign, Pumpki
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 SOFACTY 3D Football Night Light Optical Illusion Basketball Lamp 13 Sherpa Fleece Blanket Halloween Halloween Grey Cobweb White Back
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Yamaha XS650 34mm VM34 Mikuni Round Slide Carburetor Conversion ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with S 6.50 mm. Buddha Pendant Energy Strength Beads for Women Teens Ch Carpet Runner for Hallways Bedroom Living Room Kitchen Hall, Ext Car Floor Mats for Ford Edge Ⅱ 7-Seat 2015-2019 Custom Leather Strutstore Set of 4 Coilovers Strut Fit For 2007-2008 Honda Fit ZHYYDS Roller Skates for Women and Men Classic High Top Canvas R Solitaire Round Rhodolite Pendant with Diamond Bale (5mm Rhodoli " OCCASIONS" 120 Pieces Pack Round Pressed Vinyl Wedding Accent
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Universal all kinds of wall decorations,wall mural Kids Room Dec 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 CXTU Car Bluetooth Hands Free FM Transmitter Wireless Bluetooth ZHJBD Cigar Utensils - Stainless Steel Cigar Tube, Cigar Case, U Bonamaison Coasters - Set of 4 -Premium Absorbent MDF - 9x9CM (E Safavieh Signature Collection SIG756P Vintage Oriental Area Rug HEALLILY 3PCS Shaving Brush Set Soap Bowl Cream Soap Mug Kit Men Wall Murals Wallpaper Green Landscape with Woods and Grass by Th Rexroth New Aftermarket A10VSO71DFLR/31R-VRA42K01 Hydraulic Pist WGFGXQ Table Runner Vintage Brown Table Runner, Durable Bamboo P Absorbent Ceramic Drink Coasters for Table Decor, Mother's Day S CRTTRC Tablecloth Waterproof and Oil Proof Table Cloth for Kitch
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Portable Camping Table, Small Ultralight Folding Table with Alum Bobique Manual Portable Wire Stripping Machine Scrap Cable Peeli Stimulator for Men Large MaleHands Free Toys Massage with Multip Zjxxm Custom Wallpaper 3D Mural Cherry Tree Big Wall Painting Li Pair Set 2 Outer Steer Tie Rod Ends For Chrysler 300M Conorde In LQX Ramps Ramps, Plastic Non-Slip Ramps Car Slope Pad Outdoor Se Evan-Fischer Rear Bumper Molding Compatible with 2014-2016 BMW 5 Dividiamonds 6.0mm Cushion-Cut Blue Sapphire D/VVS1 Diamond Soli Steins Gate Animes Face Masks Adult With Filter Pocket Dust-Proo
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Scenery House Decor Fish Tank Long Photo of Dramatic Dusk Sunset Gold Diamonds Jewellery 1/6 ct 14k Gold Over .925 Sterling Sil Grey Boat Cover for Fisher SV 17 SC 1994 12995 1996 1997, Traile Turkish Cymbals Moderate Series 14-inch Moderate Hi-Hat Pair M-H A/C AC Condenser Compatible with VW Volkswagen Passat CC 2009-20 School Backpack Bookbag Laptop Daypack Schoolbag for men Teens B DTZN Classic Hot Water Bag-2 Liter Water Bag with Fleece Cover, Hex Nut,M12-1.75,Gr A4,SS,Plain,PK625 CRTTRC Tablecloth Waterproof and Oil Proof Table Cloth for Kitch Perfume cologne spray 1.7 oz cologne spray dreamlike smell exper
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Camping Barbecue Supplies Stripe Sun Shade Sail Canopy UV Block
1 2 3 4 5 Double Sided Tape Heavy Duty 1.97 Inch x 32.8 Ft Mounting Tapes 3/8-16X4 Carriage Bolt Fully Threaded Black Oxide and Oil (Pack Siskiyou Sports NFL Unisex Home State Decal TR20 x 4 Trapezoidal Metric Left Hand Thread Die Girl Face Hairdressing Beauty Salon Decor Comb Scissors Vinyl St Wood Plaque Wall Hanging Sign for Kitchen Bathroom Trick or Trea MOVTBA Folding Stool Light Camping Stool White Beautiful Flowers Idaho 1957 State Valley Forge Indoor Outdoor Dyed Nylon Flag Rop American Shifter 436569 Shifter Kit (TH350 23 Swan E Brake Cable
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 DIY 5D Diamond Painting by Number Kits, Orchid Zen Candle Diamon Sofa Slipcover High Elastic Sofa Cover, Solid Color 1 Piece Couc
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 ZHCHL Chandelier Retro LED Bamboo Chandelier Simple Bar Restaura JENCH 1pcs Fuel Pump Compatible with E2293M
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 YARNOW Bird Feeder Tree Face Decor Outdoor Old Man Tree Face Scu Red Non O Ring Chain Sprocket Black 13/40 92L: 01-05 Yamaha YF
Chapter 13 Neural Nets and Deep Learning PDF LCGGDB Kids Twin XL Size Fitted Sheet Pillowcase Sets,Cute Ted ARTSHOWING Floral Rectangular Area Rug 4' x 6', Large Indoor and
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 LICHUXIN Handmade Giant Soft Thick Chunky Knitted Blanket Cozy B 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 Duvet Cover California King Red car Luxury Soft Comforter Set (1 7 8 Kizlyar Supreme | Folding EDC Hunting Fishing Camp Knife Bloke Z LXYYY Salon Recliner Barber Chair Beauty Hairdressing Shaving Ha Kona Brewing Beer Neon Bar Signs for Home Bar Real Glass Beer Ba Rexroth New Aftermarket A10VSO45DFR1/31L-PRA12K02 Hydraulic Pist Honda Genuine 81131-SJC-A71ZA Seat Cushion Trim Cover, Right, Fr
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 200W- LED-Flood-Lights, 16000LM LED Floodlights, IP67 Waterproof 13 GDSJEGQM Car Seat Covers Full Set - Hand Drawn Illustration of A
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Lewis Black: Old Yeller: Live at the Borgata by Lewis Black CRTTRC 1pcs 3D Wedding Tablecloth Bouquet Table Table Cloth Flow Woman Within Women's Plus Size Petite Straight Leg Stretch Jean 3 Piece Airlock (200pcs) 1/4" X 4", Lag Screws, Hex Head, 304 Stainless Steel (1 VASAGLE Dining Bench, Kitchen Table Bench, Entryway Bench, for D DC Fans DC Tubeaxial Fan, 127x127x38mm, 12VDC, 158.9CFM, 56dBA, AYTOYY Echo The Bunnymen Fashion Pu Leather Rivet Shoulder Bag Q160H Portable Camera Tripod Horizontal Mount Professional Trave
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 MAPOLO Laundry Hamper Sleeping Cat Pattern Foldable Linen Laundr 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Dritz Home 47057A Pressed Glass Fluted Knob, Pale Pink (6-Piece) Wald Imports Natural Willow/Salix/Deciduous Tree 16" Round Tray/ Soul of R B Revue:Live at Lonestar 1/4 CT Created Tanzanite and Diamond Snowflake Stud Earrings (AA Womenfocus Cozy Plush Doormats 24x35in, Absorbent Cushioned Kitc Indoor Outdoor Bench Cushion with Backrest Hand Drawn Pattern of DIY 5D Diamond Painting Kits Red Poppy Flower (100x220cm/40x88in JoyLamoria Green Dream Catcher Car Seat Cover Pet Protection, Fa American Shifter 373052 Shifter Kit (TH400 16" E Brake Cable Cle OSALADI 100pcs Dust- Free Fiber Wiping Cloths Lens Cleaning Clot
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 New Nebraska State Map Lincoln Omaha 925 Sterling Silver Charm P ZSMPY Fairy Lights Solar LED String Lights Christmas Lights 8 Mo eCarpet Gallery Large Area Rug for Living Room, Bedroom | Hand-K Fastasticdeals Custom Weatherproof Yard Sign Auto Detailing #1 A 2.94ct Round Cut Pave Solitaire with Accent VVS1 Ideal Canary Ye ProSphere Xavier University Father's Day Men's Performance T-Shi KM-0268 Rotor Clip Equivalent Internal Retaining Ring, Medium Du Spode Woodland Celebration Dinnerware Thanksgiving Turkey 8" Pap AYTOYY HammerFall Pattern Fashion Pu Leather Rivet Shoulder Bag
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Yinuopu Bedroom Storage Basket Bra Underwear Drawer Organiser, C aihanbaihuodian Wigs Europe and The United States Front Lace Bre YPZCJ Wall Shelf, Wrought Iron, Multifunctional Decoration, Rust SSLW Executive Office Chair Furniture Computer Chair, Height Adj For GMC Sierra 1500 Coolant Reservoir 2007-2013 | All Cab Types Garage-Pro Lift Support Compatible with 2001-2006 Hyundai Santa CDQYA Mens Short Sleeve Shirt Stitching Stripes Printed Shirts M HJCS for Ford EcoSport Armrest for Ford EcoSport Car Armrest Box HOMFO Large 5d Diamond Painting kit Love Tree Full Diamond Embro OEMUSEDAUTOPARTS1.COM-Owners Manual Book Compatible with 2011 Su
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Mad Hatter Alice in Wonderland Verdigris Finish Cement Statue 19
1 2 3 4 5 YXYECEIPENO Combination Storage Cabinet Portable Closet Storage Goddness Bar Chinese Style Silk Cloth Umbrella Classical Style D Carburetor/Fit For - KEIHI PWK / 2T/4T Carburetor Universal Moto 10 x 14 Hand Knotted Purple Turkish Knotted Oushak Oriental Rug Mandala Talavera Mexican Tiles USB Backpack Unisex Laptop Backpa Lace Up Women's Western Knee High Boots Retro Pointed Toe Chunky String Trimmer Blades 14k White Gold Diamond 0.17 Dwt Diamond Bar Bracelet Jewelry Gif 2 Lịvé Plạnts Zén Réfléctịọns Jụnịpér Bọnsạị F
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 ProCare Posterior AFO Drop Foot Splint (XLarge Right) Flower Shaped Seating Cushion, 19.7in Kids Floor Pillow Cushion
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Kingston 512GB Zen Mobile Ultrafone 108 MicroSDXC Canvas Select Electric kettle for travel, food grade silicone foldable portabl
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 Emerald Diamond Engagement Ring with Wedding Band Sets 14K White New Smart Two-in-one Handheld Massager with Working Mode Waterpr
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: Ripple Junction University of Southern California NCAA Cartoon U (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 Serene Innovations SI-HD-60 High definition amplified phone by S
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).