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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 GXFJKHGHHG Magnifying Glass Necklace Magnifying Glass Pendant Ma 7 8 HilariousM Round Area Rug 6 ft, Mandala Flowers Pattern Soft Bed Best Dreamin' Concert FIBVGFXD Chess Set , Wooden Folding Large Chess Set , Solid Toronto Blue Jays Laptop Bag 13-15.6 Inch Laptop Case for Busine Decal Stickers Multiple Sizes Yoga Coming Soon Red Industrial Vi
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 TFJJSQA Special/Simple Storage Basket Storage Basket Big Laundry 13 Plutus Brands Plutus Conduit Espresso Handmade Throw Pillow, 20"
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ZPTECH Drawer Organizers 1pcs Hollow Out Fashion Plastic Underwe Drawing Animal Challenge Cover Bed Sets 3 Piece Cartoon Pattern Scenic Waterfall English Setter Dog Blanket - Multicolor Fluffy The Best of The Royal Guardsmen 40 Gallon Gas Fuel Tank Straps 74-91 Compatible with GMC Chevy S 3pcs Green Dinosaur Pattern Backpack Set With Lunch Bags Pencil New PWPRO Starter Motor Standard Product Nd. 1.0 KW Replacement Serving spoon Coffee Cup Spoon Long Handle Stainless Steel Curve Lanham Handmade Traditional Persian 10' x 14' Area Rug
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 AJH Hanging Mirror| Wall-Mounted Mirrors | Wall Decorations Mirr 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Ombra Laptop Shoulder Bag Tropical Cactus Flower Pattern Portabl JUZZQ Home Decoration Room Decor Crafts Stunning Creative Abstra Best Stepson in the Galaxy Tumbler from Stepdad or Stepmom Funny Harry's Razors for Men - Shaving Kit for Men includes a Mens Raz Walking Dead Car Seat Covers Interior Mat Cushion Pad Accessorie Qingbaotong Jigsaw Puzzle Puzzle Exit Room 1000 Piece Puzzle for Fear No Fish 01 Mens Track Pants Casual 1/2 Shorts with Pockets ColorRite Kawasaki 458 Metallic Phantom Silver Jewels Obsession Gold Steer Head Necklace | 14K White Gold Steer Gladiator Sandals Peep Toe for Women Fashion with Back Zipper Ou
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 1 PIECE of Alloy 304 Stainless Steel Round Tube - 2 1/2" x .065" MC MOTOPARTS 17" Wheel Rim Stickers Edge Stripes DIY Compatible TFJJSQA Special/Simple Storage Basket Baby Toy Cotton Rope Stora OFFTEK 16GB Replacement RAM Memory for Razer Tomahawk (DDR4-1920 SHAOI Anime Dakimakura 3D Doue-Sided Japanese Anime Hyperdimensi Veri SanDisk Ultra 64GB MicroSDXC Works for Nubia N1 Lite by San ZHENGLUSM Tablecloth Table Cloth Rectangular PVC Tablecloth Sili Standard Abrasives 522455, Quick Change TS - A/O Xtra 2-Ply Disc Faux Leather Fabric Leatherette Faux Leather Upholstery Material
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Magnolia Brush 3724 Flagged Plastic Fill Line Floor Brushes (2 U ZHCHL Desk Lamps Lamp European Bedroom Bedside Lamp Retro Tiffan UXELY 2 Pack Umbrella Stand Holder Punch Free Rustproof for Home Custom 27 oz h2go Fresh - 144 PCS - .29/EA - Promotional Produ Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2650 V3 10- SPNEC LQGSYT Antique Antiques Old Goods Junk Collectibles Orname DLMPT 6"/10" Selfie Ring Light Dimmable 3 Light Modes 2700-6500K LIRRUI Fuel Pump Accessories 12V High Electric Intank Fuel Pump Unisex Unique Lightweight Laptop Bag College Bookbag The Dukes O ProSphere Marshall University Men's Performance T-Shirt (Grunge)
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
HARD EDGE DESIGN Boy's Youth My Lucky Charm Shamrock T-Shirt
1 2 3 4 5 for 4.25" Easter Bunny Surprise Boy Egg Chick Spring Figurine VT FlexOVit 1 1/4" X 3" X 3/8" - 24 Type 16 A24RB Grit HIGH Perform O'NEILL Men's Flip Flop Sandals Custom 3D Wallpaper Small Fresh Green Leaves Watercolor Style Ca Mens Womens Winter Ankle Snow Hiking Boots Warm Water Resistant 1/4-20X3/4 Carriage Bolt Fully Threaded Zinc (Pack Qty 2,000) BC TousiAttar Turquoise Pendant Necklace - Solid 14k or 18k Yellow Premium Dell PowerEdge R630 8 Bay SFF 1U Rackmount Server, 1x Xe Table Covers Round, Table Cloth Waterproof Water Resistant Table
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 Dried Pampas Grass, 60 Pcs Natural Pampas Grass with 20 Pcs Whit Synvy Privacy Screen Protector, Compatible with Dell D2720DS 27"
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 The Decor That is Adored Snowbabies Close But No Figurine 600351 BUHUOJIANGWU Soft Velvet Mat Silky Fluffy Carpet, Modern Home De
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 Electric Heated Foot Warmer,Detachable Foot Heating Boot Heater Zazaz Armrest Box for Opel Corsa Car Central Armrest Storage Box
Chapter 13 Neural Nets and Deep Learning PDF ProSphere University of The Incarnate Word Girls' Zipper Hoodie, Flavor of Life
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 Lighted Hands Free Magnifier with LED Illuminator 1.2X to 3X Zoo 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 TH XHome Aquarium Décor Backgrounds Simple European Cities Patt 7 8 Lunarable Marine Coverlet, Blonde Sailor Girl in Life Looking Ba Smile Art Design Cute Alpaca Pink Purple White Blue Background 4 All About Hideki 1999-2007 North Mountain Supply Beer Bottle Crown Caps - American Flag - O vitesurz 1 Set Brand Car Carbon Fiber Seat Adjustment Switch But
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Portable Fridge Freezer ,American Standard BCD60 DC12V / 24V AC1 13 Room Divider Curtain Pink and White Flower Illustration Suitable
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Replacement For Volvo C70 Year 2011 Parking Light By Technical P Gaming Chair-Office Computer Game Chair-Swivel Rocker E-Sports C Deck Screw, Flat, 10x1 1/2 L, PK50-1VB38 - Pack of 2 2020 Topps Now Blue Parallel Baseball #460 Randy Arozarena Rooki OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo Jammas UV Purple Light LED Ultraviolet Bulbs Lamp 100W 150W 200W HomeDecorArt Non Slip Indoor Throw Rugs Floor Accent Carpet, Ame Ambesonne Forever Friends Portable Fabric Wardrobe, Calligraphic 40X8595 QSP Works with Lexmark: Ipds Card MS71x MS81xn Dn M5163d
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 5/8-11 Socket Shoulder Bolt-3/4"x5-1/2" Shoulder-Alloy Steel-Bla 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Singingin Round Area Rugs for Kids Room Thanksgiving Harvest Pum JHJUH Japanese Linen Cotton Linen Solid Color Green Table Runner Fuel Pump Rebuild Kit fits - Sportsman 570 EFI X2 EPS 2015-2016 InterestPrint Sea Turtle Psychedelic Boho Short Sleeve Hawaiian December Birthstone - 3 MM Round Shaped Swiss Blue Topaz Pendant Eighteen Soulful Ballads Music Instrument Placemat Leather Table Mats Set of 6 Easy to Cl Plutus Brands Blue Plutus Hidden Maze Plaid Luxury Throw Pillow Custom Large 16 Oz. Bistro Coffee Mugs Set of 10, Pack - Persona Society6 Terrazzo Pattern Ii. by Evamatise on Wall Hanging Tapes
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 WYWQ Grip Brake Clutch Lever for Suzuki GSXR 600 GSXR600 2004 Srliya Awning for Patio Doors and Windows Shading Outdoor Waterp PetLike S Way Cat Tunnels Collapsible Kitty Tunnel with Ball Cat DIY Photo Wall Storage Rack Simple Wall Ornament Golden Wall Dec YellowMaps Keene NH topo map, 1:100000 Scale, 30 X 60 Minute, Hi Digital Mystery Tour PIPE ZLZ- Solid Wood Men's Retro Old Fashioned Portable Dry Toba DINGGUANGHE 6 Pieces Guitar String Tuning Pegs Tuners Machine He Comforter Duvet Insert Home Quilt Happy St. Patrick's Day Cute E
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Best Spoons Ceramic Soup Spoon Japanese Style Extended Noodle So Flouky DIY Painting by Numbers for Adults,Framed Canvas DIY Pain 4 Piece Shower Curtain Sets Merry Christmas Theme Include Non-Sl 304 Stainless Steel Vegetable Strainer, Household Kitchen Fruit Linear Motion Bearing, LMF Bearing, Bearing Steel for Automation OMLTER Floor-Standing Wooden Flower Pot Base, Indoor Solid Wood 3D Wallpaper Landscape Photo Wall Murals Living Room TV Sofa Wal Mapei Keracaulk U Unsanded Caulk (Straw) - 10.5-oz Cantrell French Stripe Cotton Yarn Throw, Material: Cotton Blend Hostline High Waisted Leggings for Women Ultra Soft Stretch Happ
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
BINGFANG-W Cigar Box, Cigar Humidor, Mellow Cedar Cigar Humidor,
1 2 3 4 5 ADSE Home Table Runner, Hotel Restaurant Table Clothes,Table Clo SLATIOM Spring Non-ironing Suit Pants Men High Waist Straight Yo A25 Flashlight with Side Light Shining In The Dark,Water Resista Car Side Window Sunshades Set of 4 Chinese Peking Opera Operas C Diamond Painting Large Size Kits for Adults,Full Drill Diamond A BD-15072 DIY Beads 20x30mm Gold Edged Rose Quartzs Flat Oval Pen Labs Fish Dissection Model with Detachable Viscera Organ Biologi Diamond Painting Kits for Adults,Full Drill DIY 5D Diamond Art C IndianShelf 20 Piece Handmade Multicolor Ceramic Square Flat Dra
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 Most Expensive Day Ever, Best Day Ever, Mickey Mouse Ear T-Shirt HELLOWINK Rectangle Table Cloths 60x140inch, Elagant Flower Elep
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Mid Century Shapes Geometric Abstract Color 3 by Ana Rut BRE Fin Borg and Beck BST2312 Starter Motor
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 Novus MY One d Monitor Mount w/Drill Screw Base, Adjustable for Hebrew empowerment word"LOVE" Gift for her crochet pendant 14 K
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: Intro-Tech AR-132F-PM Clear Automotive Floor Mat (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 Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp
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).