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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 Voxelab 3D Printer Resin 405nm UV Curing Photopolymer Liquid Res 7 8 Design with Vinyl JER 2062 2A Hot New Decals Benvemiti Wall Art ROGERDAJ Pineapple 3-Piece Bedding Set 86 X70 Soft Comfortable w WE Rent Boats HERE (18" x 24") Yard Sign, Quantity Discounts, Mu Jiulong Goldfish with Capdd Summer Surf Swim Trunks Beach Shorts Monitor Stand Wooden Computer Laptop Monitor Stand Office Stand
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Quality Gold 2 Girls (Twins) Charm, Yellow Gold 13 Glynn - Last Name Coat of Arms, Family Crest and History Print S
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 CAMP Alpina Ice Axe for Audi A3 2013-2019 Sedan Car Floor Mats All Full Surrounded C SHENYF Wigs Wigs 99J Lace Front Wig Burgundy Body Wave Human Hai Meinl Designer Stick Bag 1.14ct Brilliant Round Cut Solitaire Natural Purple Amethyst Gem OFFTEK 8GB Replacement RAM Memory for HP-Compaq Pavilion Noteboo 1/2 Carat Diamond Drop Pendant Necklace in 14K Gold (Silver Chai Shower Bar for Hand shower Handset Shower Column Adjustable Wall Abstract Art Graphic DesignExquisite custom printed school or of
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Superhero Maui Bodysuit Unisex Adult Halloween Cosplay Jumpsuit 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 General Motors Mini Tail, Car Rear Spoiler Creative Racing Tail Durable Ultrasonic Film Coating Steel Thickness Gauge Tester Rexroth New Aftermarket A10VSO45DFR/31L-VPC62K03 Hydraulic Pisto Case for Ipad Pro 12.9 Yoga Dogs Poses Exercises Australian Shep Plant Shelf Wooden Stool Plant Display Shelf Vintage Plant Stand Animation - One Piece Film Z Eiga Rendo Tokubetsu Hen Z No Yabo NOTICE WHEELS MUST BE CHOCKED BEFORE LOADING OR UNLOADING Toilet Tissue Dispensers Living Room Glass Napkin Box, Bedroom M LJFYXZ Ottoman Footstool with Lid Padded Footrest PU Leather Sea Truck Exhaust Kits - Shop Line Dual Exhaust System 2.5 Stainless
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Down for Adventure Down Alternative Outdoor Camping and Travel B H.Q Women Sexy Lingerie, Lace Underwear, Sexy Negligee,V Neck Ni Dentsing BATPVX00L4 Laptop Battery for Motion Computing CL900 CL Replacement For Yamaha Yzf-r6 155 Cc Year 2005 Parking Light By DEYYA Outdoor Picnic Blanket with Waterproof Backing Washable Fo OFFTEK 32GB Replacement RAM Memory for AsRock EP2C621D24LM-AB (D DDSYJ 3D Wall Stickers Paw Wall Decal 3D Art Stickers Vinyl Room Kitchen Mat Set of 2 Premium Non-slip Kitchen Floor Mat Decorati The Night-Mare-Before Christmas Large Capacity Zip Backpack Bag
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 ZIMAwd Car Steering Wheel Covers Case Leather,Fit for KIA Carens 13200-24C90-000 Suzuki Carburetor assy 1320024C90000 WOCINL Flower Girls Wedding Tulle Dresses Princess High Low Bead Savinelli Pipe: Smooth Churchwarden (313) N211 SNR New Cylindrical Roller Bearing Hand Paint Parrot Square Pulls Drawer Knobs for Kitchen Cabinet 2.1 ct Brilliant Emerald Cut Solitaire Stunning Flawless White L Surfing Anti Theft Laptop Backpack Travel Backpacks Bookbag with One Piece Cartoon Travel Backpack With Usb Business Backpack Wat LXDZXY Towel Rails,Towel Rack Made of Stainless Steel 1 Piece To
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Rexroth New Aftermarket A10VO45DFR1/31R-PKA12K68 Hydraulic Pisto
1 2 3 4 5 Solar Light (96LED),Garden Lawn Light,Outdoor Courtyard Garden V Living Room Wall Lamp Light European-style Angel Wall Lamp Resin Bruckner: Symphonies Nos. 1-9 / 9 Symphonien FAG NJ2308E-TVP2 Cylindrical Roller Bearing, Single Row, Straigh HRiu00@ Lounge Pants for Men, Leisure Cute Broccoli Cotton Long TH XHome Aquarium Décor Backgrounds Foggy Forest Mountains Patt Student Schoolbag, School Laptop Work Bag, 3d Digital Printing Q American Shifter 520846 Shifter Kit (PG 16" E Brake Cable Clamp Benjara, Gray Benzara BM180770 Ceramic Short Neck Round Vase
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 Trellis Moroccan Area Rug Hand-Knotted Wool Carpet 5x8 (4' 10'' L-SHISM Home Wind Turbine 1000w 1500w 2000w Wind Power Turbine G
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Rexroth New Aftermarket A10VO45DFR/31L-VWA12K03 Hydraulic Piston New York city skyline watercolor digital print, Artwork for wall
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 Iusasdz Custom 3D Photo Wallpaper Cartoon House Castle Children SLTO Modern Golden Sputnik Chandelier G9 Glass Lampshade Pendant
Chapter 13 Neural Nets and Deep Learning PDF CGDX Seat Pads for Chairs, Sun Lounger Cushions, Garden High Bac Large Desk Pad 35x15INCH Oversized Soft Writing Pad, Mandala Bei
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 Up for a Bit With 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 CTXmuar Wall Murals Peel and Stick Pink Plant Flower Pattern Kid 7 8 Conex Complement Portion Cup (Case of 2500) Capacity: 5.5 Oz. American Shifter 433596 Shifter Kit (AOD 23 Swan E Brake Trim Ki Foldable Silicone Drain Basket Silicone Wash Fruit Sink Square D Post Office Postal Worker American Flag Athletic Hoodies Long Sl And Kansas City
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 PN CSWB-4/0-12-1-4 CUCMP 4/0AWG 45DEG 1/2-1 T UL CSA (Pack of 1) 13 Meijin Wall Mounted Stainless Steel 2 Bars Towels Rail Holder St
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 YINGGEXU Floor Lamp Floor Lights The Chinese Modern Minimalist I 303A10-6V Relay, DPDT, 6VAC Coil, Open Frame (1 piece) Hconcet Electric Fuel Pump Assembly Compatible with Hyundai Sona INMUA Outdoor Furniture Covers, Patio Furniture Covers Waterproo Replacement For Pontiac Aztek Year 2003 Front Side Marker Light Travel is Fatal to Prejudice Art Print Mark Twain Quote. 60 Colo SignMission Designer Series Sign - Fire Zone No Parking No Stopp KEEPREA Cheshire Cat Texture Towel Wrap with Dry Hair Cap Head XiaoGao Walking Stick Umbrella Multifunctional Reinforcement Sep
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 (200 pcs) 7/16"-14 X 4-1/2", Carriage Bolts, Round Head, Square 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Life Fight Honda Genuine 81331-TK8-A03ZB Seat Cushion Trim Cover, Right, Mi QuQiu Tattoo Supplies Kit Tattoo Cartridge Needles 10pcs Magnums ERA Paints Automotive Touch Up Spray Paint Kit for Ford F350 201 WHEEJE Vertical Exotic Home, Novelty Floor Light- Floor Lamp Chi Vauen Fuji 4292 Tobacco Pipe - 9mm ZCPCS New Classic Zircon Pearl Hollow Out Stud Earrings for Woma OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion All-in Egrets Antique Gold Leather Placemats Set of 6 Stain Resistant N Hand-painted Kippah (Yarmulke) with Tom and Jerry
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Ochoos 5pcs M8 GB119 Stainless Steel Cylindrical Positioning pin WMMING Ergonomic Office Chair High Back Computer Chair,Adjustabl Runa Megin CZYNB Hair Straightener Brush Hair Straightener with Built-in Co MOMO Ultra Black 350mm (13.78 Inches) Alcantara Steering Wheel w Duvet Cover Set 3D HD Printed Bedding Sets 3 Pieces,1 Duvet Cove Albahealth 80202 Care-Steps II Hard Sole Slipper Footwear, Terry Multi-Purpose 30sets/Lot 10MM 12.5MM 15MM 17MM Metal Brass Press Pipe Repair Tools 3pcs 25 32mm To 25 20mm PVC Reducing Tee Joint
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Newport Brass 233-404/24A Decorative Drains 4" Square Shower Dra WHEEJE Long Distance Observation Telescope 10 x 42 Binoculars Ni Kingston GO! Plus Works for Huawei VIE-L09 512GB MicroSDXC Canva WHZ Super AMOLED Material LCD Screen and Digitizer Full Assembly 5D Diamond Art Kit for Kids Animal Dolphins DIY Diamond Painting XHJTD 4 Multi Function Adjustable Shower Head Rainfall Shower No 14k Yellow Gold 1.85mm Rope Chain Necklace, 16" HASENCIV 3 Piece Bathroom Rug Set,OuthouseSpring Time Forest Lea Murray 7101246YP Lawn Mower Grass Bag Genuine Original Equipment ASICS Little Kid/Big Kid Inspire Cheer Shoe
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
DoubleCW Cow Print Microfiber Beach Blanket/Outdoor Picnic Blank
1 2 3 4 5 Lavender Bouquetprinting Women'S Lunch Bag,Portable Fashion Meal American Shifter 385093 Shifter Kit (AOD 23 Swan E Brake Trim Ki Ash City - Core 365 Core 365 Journey Men's Anti-Pill Fleece Jack Caerling ReZero Body Pillow 180x60cm Two Way Tricot Durarara Extended Gaming Mousepad Extended Keyboard Mouse Mat Du HTV Iron On Vinyl 12inch X13.3 Feet Roll for Silhouette and Cric Platinum Twisted Stackable Ring, Size 7 HAIJUN Mobile Phone Replacement Parts LCD Screen and Digitizer F Fashion Cool Anime Print Running Shoes Men's and Women's Non-Sli
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 Plutus Brands Plutus Medici Marble Ink Handmade Throw Pillow, 20 Crystal Caves Resin Cat Skull Hand Made Crystal Garden Display w
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 ZHOUXIAO Porcelain Olive Oil and Vinegar Dispenser Bottle Pot 40 TouchupXS-for Chevrolet Impala 812K Medium Spiral Gray Metallic
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 Lobsingt Ihr Voelker Alle Sucking Vibrator for Women Couple Adult Sex Toys Games G Spotv
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: Sculptures Statues Ornaments Figurine Collectible Figurines Resi (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 EmpirePatio Classic Nutmeg Outdoor Patio Loveseat Cover, 26" H x
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).