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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 Zjxxm Custom Wallpaper 3D Photo Mural Marine World Dolphin Shark 7 8 Funny Cartoon Cat Paw Print Backpack Set With Lunch Bag Pencil C Day Break AIHOU Sandals for Women Espadrille Bowknot Slip on Flip Flop Pla BEKwe Car Rearview Mirror Cover,for Toyota Prius C Aqua ERA Paints Automotive Touch Up Spray Paint Kit for Chevrolet Imp
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 EK Sunrise 7'Wx16'L Brown Retractable Pergola Canopy Shade Cove 13 Decal Stickers Multiple Sizes Sunglasses Red A Industrial Vinyl
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Gray anti theft Sport backpack with laptop compartment | fit 16 Plutus Brands Plutus Café au Lait Luxury Throw Pillow, 20" x 30" 12 Packs Kitchen Cabinet Knobs,Unicorn and Rainbow,Pulls Cupboar WANGXI Car Gear Stick Shift Knob Accessories,for Hyundai IX35 20 Storage Left (18" X 24") Yard Sign, Quantity Discounts, Multi-Pa Chstarina Fit for Mimi Cooper 2013 and Before Car Dashboard Cove Adamanta 8GB (1x8GB) Laptop Memory Upgrade for Acer Predator 15 Kingston 512GB Asus PadFone X Mini MicroSDXC Canvas Select Plus Diamond Embroidery Large DIY 5D Diamond Painting Kits(Tiger 80x2
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Replacement For Tripp Lite Smart Bp36v33 Ups Battery By Technica 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 HUSK JIAFJ Arkansas State Symbol Men's Sweatpants Shorts Cotton WLJ039531 - Looseleaf Minute Book V-Twin 11-0347 - 1200cc Cylinder and Piston Conversion Kit Black Corridor on The Sea Car Seat Covers Auto Accessories Protectors Satymico American Backpack 3 Piece Set,School Bag+Pencil Case+Lu Forager Project, Organic Dairy-Free Blackberry Probiotic Drinkab Genuine Toyota 67831-20440 Door Service Hole Cover MPOQZI 2Pcs Auto Car Front Engine Bonnet Gas Struts Bars Damper Arts Language Tablecloth for Rectangle Table Red Ladybug Cartoon 16in Travel Laptop Backpacks, Blue Pink Tartan Plaid Durable Bac
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Laptop Sleeve Bag Case 15.6 inch Notebook Sleeve Case Portable B WECDS Bamboo Square Table, Small-Sized Solid Wood Dining Table S HSS Step Drill Bit 1pc 3-12/4-12/4-20/4-32 Nano Blue Coated Core Replacement part For Toro Lawn mower # 44-9040 REAR HOOD FOAM ST The cat is Taking Pictures in The Bathtub Placemat Leather Table Niubiyazwl Storage Cubes, Stackable Storage Bins Box with Attach Pbldb Beautiful Mediterranean Window Rose Rose Wall Tv Sofa Cust Giraffe Colorful Book Bag Lunch Bag Combination Universal Backpa Soft Synthetic PU Fabric Material Faux Leather Fabric Heavy Duty
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Hawk Performance HB483B.635 Street Brake Pads Stack Nest Containers, 16" x 10" x 8 7/8", Gray, 6/Case AGYQGOO Standing Desk Stand Up Desks Height Adjustable 35" Wide YUBIN Jacquard Round Tablecloth Stain-Proof Heat Resistant Table Dalyn Rugs Dover DV8 Rug, 12' x 18' Oval, Navy Make Auto Parts Manufacturing - DRIVER SIDE OUTER TAIL LIGHT ASS The Hero ( Nayak ) [ NON-USA FORMAT, Blu-Ray, Reg.B Import - Uni senya Reverse Inverted Windproof Umbrella Mystic Face Women with Mznm 3D Room Wallpaper Custom Mural Non-Woven Wall Sticker Fores QAZ Headphones Wired 360° Omnidirectional Noise-Cancelling Mic M
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
10-24, Open Wire,Eyebolt, 5/16In, Pk20,20400001045
1 2 3 4 5 RYYAIYL Shower Handle Safe Strong Grab Bar Suction Cup Handrail Aurabeam Replacement Lamp for Toshiba Y67-LMP 72514011A TV with ZXY-NAN Desk Shelf Clocks Bright Mantel Clocks Desk Shelf Clocks Mighty Max Battery 12V 9Ah Battery Replacement for Clary Corpora DIY 5D Diamond Painting by Number Kits Blue Sky Golden Elk Full Genuine Chrome inscription VW Golf R32 GTI Rabbit 5K1 5K0853675P Black Tilting Wall Mount Bracket for JVC LT-42E488 LCD 42 inch H International Sheets Pom Pom Ruffle BedSkirt 100% Egyptian Cotto Socket, Steel, Chrome, 3.5 mm
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 American Shifter 351985 Shifter Kit (4L80E 8" E Brake Cable Clam s.lemon Women Butterfly Printing High Waisted Wide Straight Leg
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 UIMXYZD 3D Door Stickers Self-Adhesive Waterproof Golden Gear Re Hewlett Packard Enterprise Power Supply, Dc Director, 481552-001
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 Horned Viking Helmet w/Side Rear Guards Silver Mens Golden Birch Woods Jogger Sweatpants, Athletic Jersey Pant
Chapter 13 Neural Nets and Deep Learning PDF FAMILYDECOR Living Room Round Area Rug 6ft Decorate Soft and Com LILIXINGSH Putting Mat Indoor Golf Golf Mat Golf Swing Mat Indoo
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 Nails Windless Flag Sign Kit with Complete Aluminium Pole Set-FI 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 [email protected]. 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 Endangered Species Euastacus Urospinosus Camping Folding Stool O 7 8 Huawei Sfp-1310Nm Compatible Sfp Womenfocus Cozy Plush Doormats 24x35in, Absorbent Cushioned Kitc Rvinyl Rdash Dash Kit Decal Trim Compatible with Cadillac XLR 20 American Shifter 436451 Shifter Kit (TH350 23 Swan E Brake Cable liushop Office Chair Black Ergonomic Office Chair Mesh Study Des
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 XMSH Earbuds Headphones Over Ear, Hybrid Active Noise Cancelling 13 Anime Attack On Titan 3D Printed Bedroom Cover 3Pcs Cartoon Comf
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 HJCS for Peugeot 2008 Armrest for Peugeot 208 Car Armrest Box 20 1set Electric Fuel Pump Assembly Compatiable With 2004-2007 Rend Black Diamond Oval Pendant - Argentium Sterling Silver Necklace Rawhide Retriever Rolls Chews for Dogs 4 inches (10 Count) Aichsoka Ghost Skull Happy Halloween Bedside Storage Organizer B Saltwater Classic Striped Bass Men's UPF 50+ Long Sleeve T-Shirt XIAOQIU Checkers Set International Chess Foldable Board Chess Ga Mazda JE96-20-600A Catalytic Converter LICAILONGJIN7 Clock Vintage Round Table Clock Design Watch Clock
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Red Riding Hat and Her Dog Laptop Sleeve Bag Durable Laptop Carr 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 1.93ct Brilliant Round Cut Solitaire Natural London Blue Topaz G US Lock USX2050R26D 2050 Classroom Lever Lockset US26D Dull Chro Tamari Gold(296ml) W.F. Brand: Ontario Natural Food Co-op Wuyuana Carpet Living Room Bedroom Bedside Carpet Living Room Fu UXZDX 2 Packs of Plant Caddies, Round Potted Plant Stand with Wh Gcxzb Rectangular Tablecloth - 3D Personalized Tablecloth PG008 Seeduck Waterproof Light Jackets for Boys with Hoodie Windbreake Trois Petites Notes De Musique Tangyongjiao Full LCD Assembly LCD Screen and Digitizer Full Ass Tribal womens Reversible Puffer Vest-charcoal
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Borgen: Season 1 (Ep. 1-10) YHWW Watercolor Pen,12 18 24 36Pcs Colors Marker Washable Brush kannore Men's Genuine Leather Wallets for Men Women Purse Coin P Brady 97611, Floor Safety Sign, (Pack of 10 pcs) Nice Vibrating Male Wand Massagers Rechargeable Remote Control R YYGQING for Kia Rio GT Armrest Box Arm Rest Leather Center Conso Set Screws Square Head - Alloy Steel - Case Hardened 1"-8 x 2" - Putco Pure Lighting 920006 Smoke Side Marker with Swarovski Crys JYHH Decorative Items Animal Statues Garden Figurines Puppy Figu
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Thick Seat Cushion Garden Patio Home Kitchen Office Sofa Chair S Vestil Stand-H 14" Horizontal Deluxe Roller Stand, 23" - 38-1/2" 3/4"-10 x 1 1/2" (FT) Coarse Thread Square Head Set Screw Cup Po Outerstuff NBA Toddlers Charlotte Bobcats Short Sleeve Tee and S EwdeWwo 4 Pieces Duvet Cover Bedding Set- 1 Duvet Cover + 1 Flat 0.64Ct Certified Moissanite Engagement Ring, Statement Three Sto Service Caster Brand 4 Inch 316 Stainless Steel Light Duty Expan V Letter V Long Hoodie Printed Pattern Hip-Hop Cotton Sweatshirt 1/2" Grade 80 Black Plums (18" X 24") Yard Sign, Quantity Discounts, Multi-Packs, In
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Replacement For Energizer Enrub21e 2 Led Rubber Light Flashlight
1 2 3 4 5 Walkers for seniors Folding Mobility Rolling Walker Light Weight Diamond Painting Kits National Flag Eagle (80x220cm/32x88in) Lar ESTELLEF Embroidered Lace Double-Deck Anti-UV Parasol Sun/Rain/S Ultra-Slim Black Flat/Fixed Wall Mount Bracket for NEC V423-AVT- Men's 10mm Rhodium Plated Beveled Curb Chain Link Bracelet 1/2-2 Carat 14K Yellow Gold GIA Certified Cushion Cut Diamond Pe Durable Silicone Kitchen Utensils 9-Piece Cooking Utensils Set w Sean Canfield Oregon State,saints W/coa Signed Football - Autogr JXEXF Eromanga Sensei Travel Camping Bag Daypack, School Travel
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 Society6 The Birches by Littleclyde on Water Bottle - 12 oz 356 Lacquer Dipped Black Rose Silver-tone Stud Earrings (L-25 mm, W-
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 YANnew for Kawasaki for NINJA650R for ER6F 2017-2020 Motorcycle Christmas Coasters for Drinks, Absorbent Ceramic Coaster 8-Piece
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 BESPORTBLE Glass Fish Figurine Hand Blown Glass Fish Sculpture N Pasta Bowl, Ceramic, Mixing Snack Dip Bowls Dishware -style Cera
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: BMR Suspension TCA007H - Lower Control Arms, DOM, Non-adjustable (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 SignMission Designer Series Sign - Reserved for (with Accessible
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).