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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 Chinese Style Cottage Wooden Dollhouse Kit Miniature with Furnit 7 8 Custom Photo Wall Paper 3D Park Green Plant Creek Nature Landsca Fuel Pump Rebuild Kit fits - CVO Road Glide Ultra FLTRUSE 2011 - 3D Color Block 3877 Floor Wallpaper Murals Wall Print Decal AJ W Fzqdd Men's Dave Grohl Crewneck Sweatshirt Long Sleeve Casual Pu AL MEC(M)350-4/0(T)350-6 T UL CSA PARALLEL TAP (Pack of 1)
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 KYCHDY Steering Wheel Cover Steering Wheel Covers Red and Black 13 Caroline's Treasures BB6134PW1818 Easter Eggs Bull Terrier Red F
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Ionic Hair Dryer Beautiful Seamless Background Pattern Made of C Nordic Creative Love Heart Shape Coaster Natural Crystal Coffee Jaspertronics Original Ushio Lamp Housing for The Epson EB-216 DIY 5D Diamond Painting by Number Kits, Red Trees Diamond Embroi HWCUHL 3D Wall Stickers Mural Vintage World Map Wallpaper Murals 14-1 0 x 1 x .035 x 10/14N Band Saw Blade M42 Bi-metal 1 Pcs Partomotive For 2010-10 Sebring Convertible/Sedan Front Hood Pan JYING Ultra Lightweight Half Moon Reading Glasses for Men and Wo Konica Minolta Bizhub 223 283 363 423 7828 fuser Unit 110V
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 MYOH Kolokolo Bar Pull, Brush Nickel, 18 inches (457 mm) CC, Bra 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Math Theory and Mathematical Formula Leather Table Mats Set of 6 COLORSUM 2 Piece Non Slip Kitchen Mat Set Welcome Farm Animal Pi Home Office Computer Chair | Height Adjustable Swivel Ergonomic XWZH Personality bedroom bedside room creative cartoon lamp anim FO-O-2000 Ford Operator Manual Veet Leg and Body Hair Remover Cold Wax Strips, 40 ct (Pack of 3 DANLINI Adult Bed Game Set Safe Womens Mens Comfortable Bondage Black Full-Motion Tilt/Swivel/Rotation Wall Mount Bracket for De Outdoor Decor Statue for the Home Yard Decoration Sculpture Gard LLM Mini Digital Voice Recorder, 16GB Voice Activated Recorder W
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 LAND ROVER - Brake Pads Part# SFP500070 Hair Styling Wigs, Hair Wig Human Hair Lace Front Wig style Peru Inspired Home Taylor Beige Linen Vanity Stool - Nailhead Trim | GIAOYAO Door Lever 12pcs Cupboard Knobs Handles Ceramic Handle C Pineapple Buffet Lamps with Hexagon Shades-Set of 2 Matching Tab Clhhsy Waterproof and Removable Wallpaper Modern Simple Expansio ZIHUAD Wooden Puzzle 500 Pieces Oil Painting Beautiful Adult Chi SHANG-JUNS Simple Kitchen Bathroom Storage Box 10L Grain Rice Co StarTech GLCLHSMDSTTA Gigabit Fiber SFP Transceiver - Cisco GLC-
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Verified by SanFlash Ultra SanDisk 64GB Works for ZTE Z986U Micr Duvet Cover Set 3 Pieces California King Size, Indigo Rose Rose High-Low Embellished Skirt Set Tea Party Womens Dresses, Drawing Style Lovely Elements Floral M Round Rugs 3.9 Ft Rugs for Living Room, Mountain View Climbing A In the City of Sylvia ( En la ciudad de Sylvia ) [ NON-USA FORMA BGHDIDDDDD Lamp Novelty Chandelier, Creative Lamps Living Room R AURELIOR Peacock Handle Pull, Cabinet Handles and Drawer Pulls f Glow in The Dark Stars for Ceiling,Glow in The Dark Wall Decals, Gary Allan Smoke Rings in The Dark Women's Long Pants Cotton Cas
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Black Pyramid Logo Man's Track Pants Golf 1/2 Shorts with Pocket
1 2 3 4 5 MYF Bathroom Towel Rack Bathroom Shelf Stainless Steel 304 Bathr Kingston 512GB Sony E5563 MicroSDXC Canvas Select Plus Card Veri UNIROI 2021 New Sectional Sofa Reversible Chaise Lounge Storage Clairefontaine 400129C Hardback Notebook 144 Pages 14.5 x 21 cm Geha Projection compact 210 Assembly Lamp with Quality Projector American Shifter 346674 Shifter Kit (2004R 6" E Brake Cable Clev Stretch Wingback Chair Slipcover 2-Piece Wingback Chair Sofa Sli Veri SanDisk Ultra 64GB MicroSDXC Works for Samsung SM-A526B/DS Golden Store US - Live Life Like It's The Last Lap Hawaiian Shir
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 dxzsf Bedside Alarm Clock Simple Metal Bell Clock Classic Shuang Resin Crow Desk Lamp, LED Modern Art Deco Bedside Decor Table La
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 6pcs/Set Titanium Coating Hex Shank Spade Bits Flat Boring Bit W ArtToFrames 18 x 24 Inch Shadow Box Picture Frame, with a Meling
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 Vongrasig 6 Piece Small Patio Furniture Sets, Outdoor Sectional Shahbanu Rugs Semi Antique Persian Kashan Excellent Condition Fu
Chapter 13 Neural Nets and Deep Learning PDF Kings Loft 5 Piece Pom Pom Half Pinch Pleated Comforter Set 800 Superlift Suspension | 91240 | Bullet Proof Brake Hoses - Front
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 ZZYJYALG Carpet Household Simple Striped Floor Mats Bedroom Entr 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 Automotive Electric Fuel Pumps Heavy Duty Construction Vehicle C 7 8 Shooting Star Catalina Rug Signature Persian Rug Tabriz Wool Blue Floral 8x11 Singar Carpet Hand Made Tufted Modern Carpets Collection with 1 IW.HLMF Binoculars Telescope,12x42 High Magnification Life Wat Garden Cushion Set of 4 Chair Cushions,40 X 40 X 5cm Set of 4 Be
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Woman Shoulder Bag Purple Idyllic Nature Vegetable Eggplant Yoga 13 80 Pcs Natural Dried Pampas Grass, Dry Pompous Grass Plants, Flu
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Kingston 512GB Micromax Dual 4 MicroSDXC Canvas Select Plus Card NOVICA Swallows in The Desert Wool Tapestry New Lot of 1000 Pcs 7/16"-14 Grade 5 Finished Hex Nuts Electro Z Angeleno Heritage Floral Spring Garden House Flags Kit Sunflower ZGMWE Garden Decor Outdoor Polyresin Mr. Rabbit and Miss RabbitS Kaleidoscope Trippy Acid Remote Control Holders Organizer Box wi Rohde Women's Flat Mules Wallet Blocking Genuine Leather Zip-Around Wallets Purse Travel Mâlé Ḿâsturbâtòr Hands Frèè Toy Ṥílícónê Dòll Big Bǔtt Rēá
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 BRDI15536 Bearings 4Pcs /Lot SBR12UU SBR16UU SBR20UU 10UU SBR25U 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Qin Wireless Bluetooth Headset Mini Invisible Smart Touch in-Ear LCD Screen and Digitizer Full Assembly for Alcatel A5 5085D (Bla Quiksilver Boys' Union Pinstripe Amphibian Kids Swim Trunks Flags Signs 3x5 Embroidered Sewn Commodore Perry Don't Give Up Tablecloths Handmade Simple Simple Nordic Style Tablecloth Recta BAIJIAXIUSHANG LMH30UU 2 Side Cut Linear Bearing 30x45x64mm 2Pcs QAZPL Area Rug for Indoor Living Floor mats Non-Slip Rugs Animal Moose Bear Deerprinting Women'S Lunch Bag,Portable Fashion Meal ZPTECH Drawer Organizers New Compartment Closet Socks Bra Storag 6 1/4 x 3 1/8" Pink 13 Pt. Shipping Tags
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Men'S Fashion Casual Solid Color Warm Coat Long-Sleeved Hooded J 10X14 Modern Agra Hand-Knotted Wool Area Rug Contemporary Carpet Arepa 3000: A Venezuelan Journey Into Space (2LP) Wallpaper Sticker Wallpaper 3D Mural Hand Drawn Watercolor Plant Pieces of Hemispherical Silicone Mold, Round Chocolate Biscuit M Oulaer Glueless Dark Brown Body Wave Human Hair Wigs With Baby H Ant Farm Ant Nest Ant House Ant Workshop Insect Cages DIY Assemb Mystery Lucky Gift Bag, Surprise Box, Electronics Lucky Box Myst YWMM for RC 125 200 390 690 RC390 RC200 RC125 Motorcycle Handleb
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Goodman 3.5 TON 14.5 SEER Air Conditioner bundle (GSX140421 CAPF St Jude Candle Clear Glass White Solar String Light 50LED Bubble Bead Decoration Lamp Outdoor Chr New Script Letter C Initial 925 Solid Sterling Silver Charm Pend OMING Music Box Creative Rotating Music Box Birthday Gift Weddin Traditional Chobi Handmade Hotan Rug, Wool/Art. Silk (Highlights Tongue Rose Flowers Rechargeable SuckingVibrating Machine Adult SignMission Designer Series Sign - Highway Patrol Parking Only w Wigs Wig Ladies Handmade Lace European and Wigs Set Wig Set Blac Gaming Mouse Pad RGB Pc Laptop Desktop Computer Large Lock Edge
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
DALUXE Spice Rack, 2-Multistage Spice Storage Container Stainles
1 2 3 4 5 Edelmann 92427 Power Steering Return Line Hose Assembly Broonel Grey Laptop Messenger Case - Compatible with The Lenovo Chair Covers for Dining Room,Hotel,Wedding,Elastic Detachable Wa Ombra Laptop Shoulder Bag Rustic Plaid Patch Check Flower Butter Mznm Photo Wallpaper 3D White Horse Nature Landscape Large Mural Caroline's Treasures CK4484PW1216 Parisian Trumpeter Canary Merr Men's Coolzone Pleasing S'ex Toy Stainless Steel Underwear Cage Clara Pucci 1.95 ct Brilliant Round Cut 3 stone Solitaire Stunni 5665 Women Patchwork Hoodie Sweatshirts, Cute Bear Personality 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 Garden Flowers Florals Backpack Laptop Backpack Hiking Daypack S Drillco Series 500 5/16" X 4 1/2" Bronze Cobalt General Purpose
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 #1 Fluorescent Green Colored Shipping Tags. Tag Size: 2 3/4" x 1 Sticker for Kids Ages 4-8, Weed Stickers, Abstract Wall Art, Off
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 Folding Utility Shopping Cart, Foldable Grocery Shopping Cart wi Mens Papa Bear Slide Sandal Papa Bear Colorful Tie Dye Fathers D
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: 5 Colors Crystal Bridal Crown Hair Jewelry Rhinestone Headband T (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 HEMOTON Cake Stand Wooden Cake Holder Rack Plate Cupcake Display
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).