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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 14k Madi K White Rhodium 3-Star Post Earrings, 14k Yellow Rh 7 8 Main Filter Inc. Filter Replacement for INTERNORMEN 01NR25010P10 OFFTEK 1GB Kit (2x512MB Modules) Replacement RAM Memory for Adve Storage Stool Folding Practical Ottoman Leather Footstool Uphols Replacement For Infiniti Fx35 Year 2015 Parking Light By Technic Ejiawj Room Darkening Gray Blackout Curtains Thermal Insulated G
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 LGL Drawer Organizers Drawer Storage Divider - Plastic DIY Grid 13 Handcrafted Sorrento Italian 36 Note Single Stem White Rose Musi
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Sculptures Decorative Items Animal Statues Garden Figurines Resi WGOEODI 17 Key Thumb Piano, with Tuning Hammer Finger Piano Mini Wall Stickers Blue Whale Self Adhesive Lovely Living Room Bedroo Accuform MEXT422VS, 10" x 14" Adhesive Vinyl White on Red Sign:" Modway EEI-4015-LGR-GRY-SET Conduit Dining Set, Light Gray Gray BDI126544 Beadings 4/6/8/10mm Apatites Loose Beads DIY Men and W GUIJI Car Armrest My Melody Pink Cover Auto Center Console Cover Coasters for Drinks, Absorbent Drink Coasters Set Cool Bar Cup C Pro Video Stabilizing Handle Grip for: HP Photosmart 812 Vertica
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 Car Seat Covers for Nissan Frontier 2005-2019 All Weat 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Burnt Orange Blankets retains Heat Well Circle Patterns in Fashi Travel Systems with Weather Shield Easy to Use Prams and Pushcha Chunky Giant Knit Throw Handmade Bulky Knitting Yarn Blanket Dec American Shifter 391919 Shifter Kit (AOD 6" E Brake Cable Clamp YouTheFan NFL Team Fan Flipper: 14.5" Spatula (Kitchen Turner) w QXX Cute Ceramics Tiger Figurine - Handmade Animal Tiger Statue Veri SanDisk Ultra 512GB MicroSDXC Works for Oppo Reno 4 F by Sa 5-Seats Standard Leather Car Seat Covers Fit for Jeep Grand Cher IndianShelf Handmade Ceramic Bridge Door Pulls Drawer Handles (S OEM QUALITY 2006-2008 Polaris Ranger 500 EFI 4x4 ATV Lower Ball
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Fastasticdeals Custom Weatherproof Yard Sign Drive Thru Signage RLM Light 16in SB-DL Series with 25" Style J Gooseneck, LAC Inte Clhhsy Waterproof and Removable Mediterranean Sea View Castle Ph FFYY Camping Chair,Portable Camping Chair Outdoor Portable Foldi Adult Rio Jewel Costume Ceramic Holy Water Font With Cross - Blue and White Wall Hanging guizhoujiufu Kitchen Mat Dish Place Mat New Geometric Pattern Pl American Shifter 465910 Shifter Kit (727 16" E Brake Cable Clamp 10F Power CordC19 to C14 Black/SJT 14/3-24PK
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Medical Image Computing and Computer Assisted Intervention – MIC Tiamera Carpet Non-Slip Area Rugs Bedroom Camping Soft Carpets K LED Lampe Carillon À Vent Solaire- LED Changeant Couleurs Lampe, Wigs Wig and fashion high temperature wire wig braid front half Ultra-Slim Black Flat/Fixed Wall Mount Bracket for Westinghouse Lutema Platinum Bulb for Mitsubishi XD8000L Projector Lamp (Orig GOWE Engine D04EG Crankshaft Forged Steel Type Pbldb Custom Large Picture 3 D Mural Wallpaper Peach Blossom 3 D IV Stand IV Pole with Wheels and Tray Armrest,3 Hook Styles for 8 MM Lab Created Orange Sapphire Ring, D-VSSI Moissanite Ring, S
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Wood Plaque Wall Hanging Sign for Kitchen Bathroom Happy Mother'
1 2 3 4 5 D DOLITY 2pcs Stainless Steel Shaft White Drum Pedal Felt Bass D COTRIO Mermaid Birthday Outfits for Little Girls Mermaid Tulle T EliteShade 9ft Patio Umbrella Market Table Outdoor Deck Umbrella YES Yesterdays vinyl LP Pack of 3 x (Case of 150) Pactiv NC723B VERSAtainers, 1-Comp, Bl American Shifter 467415 Shifter Kit (C6 16" E Brake Cable Clamp Rottweiler Silhouettes Placemat Leather Table Mats Set of 6 Easy FENFOUBA Metal Wall Decoration, Iron Sunburst Shape Wall Hanging Motorcycle Handlebar Grips for Honda CBF1000 2006 2007 2008 200
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 Geovision GV-BL3410 Outdoor Motorizd Bullt Ip 3MP 3x Wdr Pro D/N 7'x7' Wool And Silk Hand Knotted Broken Design Round Fine Orient
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 1 to 50 Packs Soccer Gold Medals Trophy Award with Free Custom E UIN Women's Fashion Sneakers Lightweight Walking Casual Slip Ons
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 Doheny's Clear -Tek Micro-Bubble Solar Covers for Above Ground S For Honda Civic 06-11 Replace Passenger Side Inner Replacement T
Chapter 13 Neural Nets and Deep Learning PDF Love Live Circus Awaken Sonoda Umi Cosplay Costume yotijar Barber Carrying Case, Hair Styling Travel Tool Bag, Prof
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 96x69 inches Wall Mural,Cute Love Text Print Made by Fun Happy A 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 XYZLEO Computer Vacuum Cleaner Handheld Car Vacuum Cleaner, 5000 7 8 Pocket Hole Jig, Drill Guide Building Frame Cabinets Aluminum Al DEYYA Outdoor Picnic Blanket with Waterproof Backing Washable Fo Money Bank Lucky Deer Piggy Bank Creative Cartoon Resin Money Ba 50/10pcs Vintage Antique Pulls Valley Drawer Zinc Alloy Cabinet Magnecraft/Schneider Electric W226R-8-12A1 Solid State Relay
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 BGHYT Dirt Bike Grips Motorcycle Handle End Motorcycle 7/8'' 22m 13 Womens Platform Sandals Bohemian Toe Post Flip Flops Summer Beac
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Womenfocus Cozy Plush Doormats 24x35in, Absorbent Cushioned Kitc Diva from Lupin the Third ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with K LINMING Floral Tile Pattern Bath Towel Microfiber Travel Beach T RiamxwR Automatic Feeder Food and Water Dispenser Food Bowl Drin American Shifter 516208 Shifter Kit (C6 16" E Brake Cable Clevis American Shifter 527665 Shifter Kit (TH200 23" E Brake Trim Kit Decal Stickers Multiple Sizes Soccer Shop Red Blue Industrial Vi Garneck Kids Balance Toys Rocker Bowl Balance Board Toddler Yoga
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 wlczzyn Womens Casual Tops Long Sleeve Shirts Sunflower Print Pu 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Five Nights At Freddy'S Backpack For Women Men Teens Laptop Scho Tri-Coat cm Tornado Red Touch-Up Paint Pint for Triumph Rocket I Guoguocy Motorcycle Cover, Compatible with Motorcycle Cover Bigd Lihuzmd Sealed Bottle Storage Tank, Moisture-Proof Plastic Cerea ZKS-KS Vernier Caliper 0-100mm Plastic Digital Caliper Digital D Daesar Christmas Curtains for Bedroom, Blackout Curtains 2 Panel 6"×20" Rustic Wall Decor Wood Home Sign, Life Is Either A Daring 14K White Gold 2.25 Carat LAB GROWN DIAMOND Baguette And Round B FMSI Automotive Hardware P560 5/16" x 60" Poly Vinyl Fluoride Br Diamond Painting Kits Full Drill Iran Night Scene Round Drill,DI
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Diamond Art Kits Giraffe Elephant 5D DIY Diamond Painting Kit fo 12 × 16 in Towards Autumn Picture Black Frame for Wall or Tablet RTYUIHN 3D Photo Wallpaper Planet Planet Universe Space Planet W Vintage Solitaire Ring, 0.66 CT Round Gemstones, HI-SI Diamond 5 Decal Stickers Multiple Sizes BBQ Red Bar Restaurant Food Truck Auto Paint Depot Touch Up Paint for Buick Lucerne-Crystal Claret 1948 Leaf # 66 BLU Jack Cloud (Football Card) (Blue Background) Air Filter Fits 1997 Triumph Daytona 1200 Flouky DIY Painting by Numbers for Adults,Framed Canvas DIY Pain
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 CosplayNow Star Trek TNG Skant Cosplay Costume Uniform Blue YSCSPQA Artificial Flowers Multicolored Artificial Hydrangea Bou Large Wire Tree Devault 3012B Plant Dolly, Black, 12-Inch (Pack of 2) Aokarry 18k Yellow Gold Necklace, 8-8.5mm Pearl VS1-VS2 Square R Blanket Jsut A Boy Who Loves Goats,Throw Blankets Soft Flannel F x2 Carburetor Pilot Air fuell Mixture Screw cm CB CX FT 400 450 InterestPrint Cute Funny Dog Button Down Printed Casual Shirt Sp HYGLOSS HYG9916 Create-A-Story Book Treasure Box GG Bailey D1862A-CSA-BGE Custom Fit Cargo Liner For Select Ford
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Ekena Millwork CM20PMCSC Palmetto Ceiling Medallion, 20 7/8"OD x
1 2 3 4 5 Pemberly Row Kitchen Island in Natural Camping Sleeping Bags for Indoor and Outdoor use,Adult Sleeping Mickey And Minnie Mouse Backpack School College Bag Hiking Trave Donna Salyers' Fabulous-Furs Couture Collection Graphite Mink Fa Noori Rug Hand-Woven Sangat Kilim Kamuran Grey/Orange Rug, 8'8 x xUmp 20A 12V Lithium Battery Solar Charge Controller 7M 10GBASE-CU SFP+ F/Arista ProSphere University of Indianapolis Men's Performance T-Shirt ( Super Hi Polymer Refill Lead (Set of 2) [Set of 6] Lead Type: 5H
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 RM43 43-Percent Glyphosate Plus Weed Preventer Total Vegetation GBC Products - GBC - VeloBind Reclosable Spines, 200 Sheet Capac
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 wlczzyn Hoodies for Women Long Sleeve Pullover Sweaters Cute Gra Cycle Saver Pepper Spray Bike Mount - Easy to Install Bicycle Ho
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 Gold bar necklace with amethyst by Majade. Purple amethyst neckl RX1R II Case, BolinUS Handmade Genuine Leather Colorful Half Cam
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: Goodman 4 TON 14 SEER Air Conditioner bundle (GSX140481 CAPT4961 (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 American Shifter 450408 Shifter Kit (TH350 8" E Brake Cable Trim
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).