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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 8'x12' Canpana Plum Ultra Soft | Ultra Shag Indoor Area Rug 7 8 SignMission Designer Series Sign - No Parking Permitted on Cross RAINBOWLINENS Luxury 650 Thread Count Egyptian Cotton Classic Ta Full Lace Wigs 22" chinese Hair 100% Remy Human Hair Wig Yaki St Men's Pennis Vacuum Pump Men's Pennis Vacuum Pump Pénǐs Water Super PDR Car Seat Covers Full Set, Front Seat Covers with Red-2
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Vintage American Flag Bald Eagle Microfiber Towel Fast Drying Ul 13 Search4Toner Compatible Replacement for Canon 054, Magenta, CRG
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Rabykite Women Bodycon Long Dress Sexy Summer Spaghetti Strap Wa Sewing Machine Carry Bag, Sewing Machine Carrying Case Dust Cove Mug Pandapark Cute Creative Cat Paws Ceramic Personality Milk Mu Custom Grade Hello Kindergarten Grade Rainbow T-Shirt, Hello Kin Outdoor Statues Garden Decor Statue,Patio Balcony Miniature Gard Logitech G903 LIGHTSPEED Gaming Mouse with POWERPLAY Wireless Ch vidaXL Outdoor Double Chaise Lounge, Folding/Reclining/Adjustabl Sounds of Revolution Funny Dachshund Doxie American Flag 4th of July Blanket - Life i
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 MDR‑100‑24 Power Supply, Stable Structure Long Service Life 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Thin Red Line Flag Laptop Backpack With Usb Charging Port 17 Inc wangqianli Ladies' Fashion Vintage Handmade Flower Straw Hat Out Kitchen Mat Set of 2 Premium Non-slip Kitchen Floor Mat Decorati CGSignLab 2461448_5absw_16x16_None Beware of Dog -Modern Diagona Catalina Rug Signature Persian Rug Tabriz Wool Blue Floral 8x11 Mystix London | Tea Tree Spearmint-Essential Oil Reed Diffuser Nylon Jaw Regular Nose Plier JF-XUAN Nordic Minimalism Led Floor Lamp Living Room Bedroom Stu Us Navy Aviation Boatswain'S Mate Rating Badge Mans Long Sleeve Reebok Zigtech Shark Running Shoe (Little Kid/Big Kid)
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 MS Imaging Supply MICR Replacement for HP CF226A, 26A (Black, 3 Insulated Lunch Bag For Women Men, Reusable Lunch Box For Office Wisoqu USB Gaming Headset with Mic, PC Over-Ear Noise Cacelling Rexroth New Aftermarket A10VSO71DR/31R-VUA42N00 Hydraulic Piston KYCHDY Steering Wheel Cover Steering Wheel Covers Red Scarf Cart ShreeCrystalsBeads Natural Emerald Gemstone Chips Beads for Jewe Smile Art Design My Little Monster Lettering Cream Background Me Standard Abrasives 522407, Quick Change TS - A/O 2-Ply Disc, 2 x YellowMaps Frederick MD topo map, 1:62500 Scale, 15 X 15 Minute,
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 NASHDZ Car Steering Wheel Cover DIY Hand-Stitched Leather,Fit fo Clhhsy Custom Photo Mural Non Woven Wallpaper for Bedroom Walls FETYDSE Velvet Dining Chairs with Metal Legs Velvet Seat and Bac DAZHILAO Super Soft Flannel Blanket Pink White Flowers Comfort DIAOD Ceramic Rice Storage Jars Home Kitchen Storage Organizatio ScottDecor Turquoise Aquarium Background Sticker Spider Web Insp Innovations Lighting 215-AC-G311-LED Bare Bulb 1 Light Cord Set, Acura 17040-SW5-A30 Electric Fuel Pump HELLOWINK Round Area Rugs 4ft, Bohemian Elephant Non-Shedding St NAOTA Yarn Laundry Basket with Foldable and Lockable Wheels, Fol
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Quictent 185G HDPE Sun Shade Sail with Hardware Kit Canopy 98% U
1 2 3 4 5 Womens Double Breasted Blazer Long Sleeves blazer jackets for wo Ci-Vites by Pharmatech®, Vitamin C 1000 mg Supplements, Support Leather Women Bag Luxury Designer Handbags And Purse Fashion Cro FURONGWANG6777BB Baby Boy Girl Anti-Slip Rubber Mesh Socks Shoe LXING Garden Decorations Outdoor Eagle Statue Garden Ornament Bi Package of 100 (pcs) 5/16-18 x 5" Stainless Steel Carriage Bolt Replacement Parts for Huq 4134 120 0653 Carburetor Air Filter Ki SIGOUYI 4PCS Shower Curtain Set with 76x72Inch Waterproof Polyes AC-S-5215 DEUTZ 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 Wall Mural Wallpaper for Walls 3D Poster City Night View Large M GTRB Wall Sticker Pony Flowers Wall Art Sticker Mural Poster Kid
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 CreatorX Graphics Kit Decals Stickers for Yamaha WR450F 2012-201 Kodiak Cutting Tools KCT171785 USA Made Split Round Adjustable T
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 Replacement For Part-0411-428 Decal, Graphic-frt (375 Grn) MUSEDAY 4 Pieces Duvet Cover Bedding SetHappy Valentine's Day Sw
Chapter 13 Neural Nets and Deep Learning PDF Clhhsy Waterproof and Removable Photo Wallpaper 3D Green Vine Fl MDHANBK Car Steering Wheel Cover DIY Hand-Stitched Black,for Toy
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 SCOORCAR 4pcs Chrome ABS Plastic Stickers No Heating Car Interio 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 Wall Clock Simple Wall Clock Nordic Wall Clock Personality Livin 7 8 Honda CB1000 Big One 1000CC Motorcycle Replacement Battery (1966 Folding bathtub Paddling pool Folding Indoor bathtub, Thick Infl Underwater Camera 7in 164ft Cable 38LED Cold-Resistant Waterproo Home Improvement 28.5 in. x 150 ft. Double Perforated Medium Wei Calicomfy Hand Made Anti Slip Beige Indian Gabbeh Area Rug for H
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Solid Bold Series 9808 Ebony Vinyl Tablecloth 54" X 75' Roll 13 HMEILI 2Pcs Car Inner Door Handle Fit for Toyota Avalon (Color :
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 TFCFL Wood Monitor Stand, 2-Tier 25.8 Inch Screen Laptop Riser S Absorbent Ceramic Drink Coasters for Table Decor, Sunflowers, Sk QFFL Carpet Stair Stair Treads, Indoor Non-Slip Stair Mat Step C Cey99P-A Men's Chilled Greens Quick Dry Short Swim Trunks, Elast Durability Simple to Use Desktop Fountain Tabletop Fountain, for Wood Screws Flat Slot 18-8 Stainless 75 pcs #6 X 1" Akozon 4Pcs Car Audio Metal Sub Woofer Grille, ABS and Iron Inne FINDAUTO Taillight Assembly Pair Kit For 2010 2011 2012 2013 201 ZhaoLiRuShop Garden Statues Outdoor Statues Garden Decoration Ga
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Large black druzy pendant necklace in silver bezel and prongs se 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 X-Sense Smoke Detector, 10-Year Battery Fire Smoke Alarm with En AFFY Round-Cut Natural Diamond Solitaire Pendant Necklace in 14K Contact Lens Washer Manual Cleaning with Drawstring Intelligent N \ A Warmer Under Rug Instant Radiant Floor Heater Electric Mat Sweet Home Stores Sweethome Collection Solid Design Runner Rug, TRPYA 2-Light Crystal Wall Lights, Bedside Wall Lamp Sconce Fixt ALANCA Bowling is My Favourite Sport Ultra Soft Light Weight Qui Japanese Akoya Cultured Pearl Circle Pendant with Diamonds (7mm Dell PowerEdge R630 8X SFF 1U, 2X Xeon E5-2683v4 32-Core 2.10 GH Clhhsy Custom 3D Mural Romantic Rose Swan Tv Background Wallpape
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Heizlüfter USB Electric Fan USB Pendant Light with Charging for Post Office Postal Worker American Flag Athletic Hoodies Long Sl FOR COMPAQ PRESARIO CQ56-115DX 15.6" LAPTOP LCD SCREEN LED HD A+ ProSphere California Baptist University Girls' Pullover Hoodie, TongN Flute Chinese Musical Instrument Dizi Transverse Flute Bam CRTTRC Cartoon Animal cat Horse Crocodile Skull Waterproof Linen fengshuisale New Feng Shui Wealth King Gesar W Red String Breace American Shifter 491405 Shifter Kit (6" 700R4 E Brake Cable Clam American Shifter 530220 Shifter Kit (FMX 23 Swan E Brake Cable T
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Printer Spare Parts for Yunton Opc Drum for HP Laserjet Hp9000 H AIKENING Decorative Steering Wheel Cover Set of Monster Truck Ca Kimball - 3/32 Cushion Grip “T”-Handle Hex Key (2 Units) American Shifter 502373 Shifter Kit (10" E Brake Cable Clamp Tri Yuansr Adjustable High View Pram,Umbrella Stroller with Baby Bas Anime Bleach Leather Wallet Cosplay Credit Card Holder For Men,W JKCKHA for Subaru Impreza WRX 08-14 SSQV SQV Blow Off Valve Flan Synvy Privacy Screen Protector, Compatible with FUJITSU VL-242SS LICHUXIN Giant Handmade Giant Soft Thick Chunky Knitted Blanket Vince Camuto Women's Mesella Mule, Black
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Rexroth New Aftermarket A10VSO45DFR/31L-VSC12K05 Hydraulic Pisto
1 2 3 4 5 Tinkertory Garden Metal Plant Display Shelf Flower Pot Holder St One Piece Sanji (2) BackpackTravel Laptop Backpacks Prints backp Abstract Art Graphic DesignExquisite custom printed school or of Noctua NH-D15 SE-AM4, Premium Dual-Tower CPU Cooler for AMD AM4 14k White Gold Stackable Bead Ring, Size 6 14kt Rose Gold Womens Round Diamond Vintage-inspired Rectangle B Flute Concertos-Dalbavie El+Mo With A Shotgun Large Capacity Zip Backpack Bag Laptop Bag APC Back-UPS RS 1200 RS1200 New Compatible Replacement Battery P
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 HARD EDGE DESIGN Unisex English Garter Family Shelton Sweatshirt New Pack of 50 Pcs 1/2-13 x 14" inch Carriage Bolts and Nuts Hot
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Nomon Mixto I Wall Clock | Chromed Brass/Steel/Walnut Theo Klein - Bosch Leaf Blower Premium Toys For Kids Ages 3 Year
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 Vintage Style Tsavorite Pendant with Diamond Halo (6x4mm Tsavori Hamper Laundry Containers Bin Black Built in Handles Easy Carry
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: Jewels Obsession Gold Bowling Pin And Ball Necklace | 14K White (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 ARTSHOWING Anti Fatigue Kitchen Rugs Set 2 Piece Canoe Rowing Sp
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).