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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 EIDON Women's Standard Bikini Bottom 7 8 Kane Carpet 10' x 14' Brown and Beige Broadloom Rectangular Area 7L 8100 X-MAX 0W-40 Filter Motor Air Oil Change kit F07 535i GT ML Kishigo 1506B Brilliant Series Breakaway Safety Vest - Orange VDO FP22033 Fuel Pump Module Ultra Optical Zoom Camera Varifocal Lens Industrial Area Scan Ca
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Perfect Outdoor/Indoor Seat Cushions Soft Chair Cushions 5cm Thi 13 Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2643 V4 6-C
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 SignMission Designer Series Sign - No Parking - on Grass or Side Rexroth New Aftermarket A10VSO71DFLR/31L-VUC91K02 Hydraulic Pist Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp Computer Diagnostic (18" X 24") Yard Sign, Quantity Discounts, M LYA USB Flash Drive, USB 2.0 Pen Drive 16GB 32GB 64GB 128GB Wate Donaldson P533930 Air Filter, Primary (4) Rexroth New Aftermarket A10VO28DFR1/31R-PKC11N00 Hydraulic Pisto Davitu Beads - Fashion ShimmerStone natural stone 18mm gogo donu Plutus Brands Brown Plutus Bird Feather Animal Luxury Throw Pill
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Coasters Round Creative Coaster Cork Insulation Mat Placemat Pot 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Parking Right (18" X 24") Yard Sign, Quantity Discounts, Multi-P American Shifter 420600 Shifter Kit (4L60E 16" E Brake Cable Cla Norton 66261054211, Floor Pads, White Super Gloss 19in (Pack of 10kt White Gold 7mm Asscher Wedding Band Siser 12"x5' Heat Transfer Vinyl for T-Shirts and Apparel HTV Ea Wan Ding Car Sun Blinds to Keep Cool Uv Protective Film-Off-Ro Floor Truss Decals F Red Anti-Slip Triangle Shape B Industrial American Shifter 470886 Shifter Kit (16" E Brake Cable Clamp Tri HONHAN Biodegradable Disposable Paper Fast Food Containers,Porta Oil Eater AOA-FPM100-GREY 15X18 Universal Fine Fiber Pad -Light
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 JNAX 6 PCS Pure Cotton Face Towel, Super Absorbent Large Face/Ba Mitsubishi Materials VCMHD0800 Carbide Miracle Square Nose End M ACHICOO Ergonomic Office Chair - Mesh Chair Heavy Duty Office Ch Song Radio Flyer Tricycle Foldable Child Bike Baby Stroller Baby Deluxe Pillows Woman and House - 17 x 17 in. needlepoint pillow Black Metal Detector,MD3030 Portable Adjustable Waterproof LCD U UIOP Smoking Accessories Cigarette Case 1 PC Cigar Storage Box S Final Fantasy VII FF7 Remake Cosplay Costume women's Aerith Gain Solitaire Round Turquoise Pendant with Diamond Bale (5mm Turquoi
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 CGSignLab |"Sale Today Only -Ghost Aged Blue" Premium Brushed Al Daredevil OVO Table Lamp with Dimmer - Color + Plus WEIDMULLER - 2562010000 - Fused Terminal Block 2 Positions 4 mm² 2 Pc Blue/Chrome Turbo Diesel Engine Motor Badge For Trunk Hood CZ 3D Spiral Pendant Necklace, Rhodium Plated Sterling Silver, 1 MAZF Custom Wall Cloth Sandy Beach Coconut Trees Dolphin Sea Vie WPBOY Rug Gift Rectangular Area Rugs Carpet,Natural Seaweed Fibe 6" Rain Head with 7" ArmBrushed Nickel PVD Comforter Duvet Insert Home Quilt Summer Farm Fresh Lemon Yellow DJASM ZZWZM American Ceramic Table Lamp Bedroom Warm Copper Livi
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
925 Sterling Silver Patterned Engravable Spring Ring Not engrave
1 2 3 4 5 MAHFEI-Storage Baskets Laundry Basket Clothes Finishing Toy Maga Decatur 9 Piece Extendable Dining Set | Teak Finish and Stackabl SanDisk Ultra 512GB MicroSDXC Verified for vivo V9 Pro by SanFla 14K White Gold 1.75 Carat LAB GROWN IGI CERTIFIED DIAMOND Channe Veri SanDisk Ultra 512GB MicroSDXC Works for LG K220DS by SanFla Platinum 3.5mm Round Pink Tourmaline .04 CTW Diamond 16" Neckl ERA Paints Automotive Touch Up Paint Kit for Mercedes E300 2005- Hair Styling Wigs, Hair Wig, Virgin Human Hair Human Hair Full L WZWHJ Folder Data Frame - Office Book Newspaper Rack Table File
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 JZYZSNLB Storage Basket Dust-Proof Laundry Basket Cotton Organiz Star Trek/Starfleet Academy Earth-S/S Adult 18/1 - Navy - 4X
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Wall Lamp Nordic Wall Lamp Postmodern Creative Metal Living Room OE Replacement JEEP GRAND_CHEROKEE Tail Light Assembly (Partslin
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 OLINDA Front Bumper Cover Compatible with 2003-2005 Dodge Stratu Pbldb Custom Mural Wallpaper 3D Stereo Birch Forest Oil Painting
Chapter 13 Neural Nets and Deep Learning PDF Hurley Women's Quick Dry Surf Top QZDUCN Bedding Set Full Size Girls Boys Duvet Cover 3D Modern Pu
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 Bath Rug 3 Piece Bathroom Rugs Set, 1 U-Shape Toilet Mat 1 Doo 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 10pcs Cabinet Door Damper Quiet Adjustable Buffer Drawer Hinge C 7 8 MDYHMC SMT AYD LCD Screen and Digitizer Full Assembly for Google Little Prince Imagination Metal wall art, metal wall sculpture, Roman Set of 2 Joseph's Studio Seated and Standing Sheep Christm Diamond Art,Forest Mountain Landscape DIY 5D Diamond Painting Ki Linen Canvas Paintworks - Digital Oil Painting Canvas Kits for A
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Sea beach palm tree sunset ship sunset Adult Backpack, Unisex Ba 13 Make Auto Parts Manufacturing - OUTLANDER SPORT 11-15 TAIL LAMP
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Advancey 4 Pcs Duvet Cover Valentine's Day Red Truck Car with Ba Car Door Light 2pcs LED Car Door Light Car Door Light Logo Proje Keto Electrolyte Supplement (120 Capsules) Maximum Keto Electrol Kettles - Electric Ceramic Cordless White Kettle Teapot - Retro ERA Paints Automotive Touch Up Paint Kit for Acura RL 2004-2006 DC Womens Trase Platform Tx Grey Shoes Size White Slatwall Triangle Unit - 24 W x 24 D x 54 H Inches Promini Frame Wood Sign Wall Pediments, Welcome to Our Campfire Backpack Jungle Print 1 Pattern Customed Laptop Backpack 17inch
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with L 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 GIFTS PLAZA (D) 2 Person Picnic Backpack Bag, Full Equipment Set Picnic Blanket Mat Waterproof Extra Large AMA Dablam On The Way New Replacement Driver Side Rocker Panel Backing Plate OEM Quali WE Sell Consoles (18" x 24") Yard Sign, Quantity Discounts, Mult Bolvaint - Freya Black and White Motif Ziparound Wallet aihanbaihuodian Wigs European and American Explosion Wig Female R0493 Music Note Burn Case Cover for MacBook Pro 13? - A1706, A1 ProSphere University of Akron Graduation Men's Performance Tank Premier Gear PG-12324 Professional Grade New Forklift Alternator Sign Holders Stainless Steel- 3"L x 6 1/4"H Sneezeguard
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Sea Color Background Backpack Laptop Casual Bookbags Daypack for SUZM Wallpaper Fish Tank Decorative Sticker Cartoon Image of Chi Large Personalized Dog Christmas Ornament with Name - Gift Packa Alina Natetkova | 50Pcs | Tibetan Ant. Gold 3D Dinosaur TYRANNOS BFRTH Statues Collectibles Cast Iron Octopus Meal Paper Holder H Highlight Ombre Lace Front Wigs Human Hair Body Wave Brazilian 4 Gona Kart Foot File DCLINA Waterproof and Anti-Fog Telescope Outdoor Sightseeing Tra Bamboo Tiered Plant Stand Rack, Indoor and Outdoor Multi-Tiered
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 35" Octagon Chair mat, Drink me Seamless Background Alice in Won Bright Beautiful Multicolor Floral Arrangement - 1000 Jigsaw Puz Wallpaper Hand Painted Tropical Plant Leaves Nostalgic Backgroun HARD EDGE DESIGN Unisex You Will Forever Be My Always Flourish S My Hero Academia Bakugou Katsuki Cartoon Travel Backpack With Us (50pcs) 1/2" X 4-1/2", Lag Screws, Hex Head, 304 Stainless Steel 6.5 Inch Compostable Spoons, 250 Heat-Resistant Disposable Spoon 3 Piece Sets,Paris Railroad 230X265Cm Soft Microfiber Lightweigh 1.55ct Round Cut Halo Pave Solitaire Split Shank Accent Lab Crea Coat Hooks Coat Hook 8 Pack Metal Hooks for Hanging Coats and Ha
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
BangYan Cosplay Costume for The Seven Deadly Sins Meliodas Green
1 2 3 4 5 TOYOTA 72123-07030-C0 Seat Track Bracket Cover Elephant Sitting on A Bench in The Night Forest Reusable Insulat Medical Infusion Stand,Portable Retractable IV Stand Folding Inf HARD EDGE DESIGN Unisex American Grown with Sierra Leonean Roots NVRBTF Duvet Cover 3 Piece Set Cartoon Animation Girl Bedding Se Cartoon Christmas Santa Parasol Compact Rain Umbrella RainWind Car Cover Small Size - Compatible with Alfa Romeo Sprint, GTV 19 HEAPTY Pet Molar Bite Toys, Sucker Dog Toy Rubber, Chew Toys, In IHC TD-25 (250 Series) Engine Only Service Manual
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 EYE WASH STATION (BILINGUAL FRENCH) TouchupXS-for BMW M3 A73 Jerez Black Metallic Touch Up Paint 12o
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 LIVING TRENDS Rally Outdoor Patio Sunbrella Rectangle Ottoman Replacement For Unigy U1hr1500s Ups Battery By Technical Precisi
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 Repair TAG-FL. GRN/#'D/PERF'DCardstock Black on Fluorescent Gree HomeRoots 52% Linen, 48% Cotton, 89% Cot, 11% Poly Blue and Gray
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: Ambesonne Deer Hunting Fabric by The Yard, Camping Outdoor Arche (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 LAZNG Wigs Black-red-Brown-Gradient Long Curly Hair Wig Ladies H
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).