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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 PEIHAN Foldable Shower Seat, Wall-Mounted Drop-Leaf Stool Foldin 7 8 VITICP 3D Wall Murals Bedroom Large Wallpapers Living Room Peel Ybrktl15-! Men's Welcome to The Dark Side Athletic Sweatpants, E 1000 Flags Limited Royal Military Police British Army Flag with XXWW CXWHYPD Metal Castle Candle Votive Holder Ornate Candlestic Wσṃeη Rσsẹ Tσγs Handheld 10 Speed Sucking Wand, Mini Sucking
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 ShiSyan Silver 304 Stainless Steel Hair Dryer Wall Hanging-85mm9 13 Cutting Board 14''x9.5''x.5'' Bamboo Kitchen boards
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Retevis H-777 Walkie Talkie(3 Pack) and RT28 Two Way Radio(6 Pac Moen 186117 Moen 186117 Magnetix Wall Mounted Magnetic Hand Show OFFTEK 32GB Replacement RAM Memory for AsRock EP2C622D16HM (DDR4 UJHNM Furnishing Home Accessories Ornaments Polka dot owl Resin Elastic Yoga Pedal Resistance Band, Pedal Fitness Rope Yoga Elas Mcgrady1xm Guinea Pig Tunnel, Small Animal Tunnels and Tubes, Pe Night Vision Binoculars ED 8X32 Magnesium Alloy Body Nitrogen Wa J-FEIFEI ÀdÅ«lt Tσys 19 Pcs/Set Speciál BûndlÈ©d Bịńdịng Se Simply Organic Guacamole Dip Mix - Case of 12 - 0.8 oz.
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 TOYOTA 72594-60020-A1 Remote Control Lever Knob 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Jewels Obsession Gold St. Florian Necklace | 14K White Gold Sain Yzqjlwadly Wall Decoration Painting 11 Frame Combination Picture ZHANGJIALI Jiali Kitchen Rack Portable Rack Solid Wood Dish Drip A/C Condenser for Toyota Camry 2018-2019 OE Replacement- KVAC300 TouchupXS-for BMW 3-Series 354 Titan Silver Metallic Gallon Sing Bnaioy DIY 5D Diamond Painting Crystal Rhinestone Embroidery by GHHZZQ Bathroom Rugs Splice with Suction Cup Non-Slip PVC Foot P WECDS Coffee Table End Tables Square Side/End Table/Night Stand/ HebeTop Women's Winter Luxurious Thick Warm Fluffy Faux Fur Hood CXYGHXGY 6 Size Punch-Free Hangers, Balcony Drying Rack Telescop
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Schweitzer Linen Astor Tablecloths, Blush (72" x 144") Silverware Set Black Set 24Pcs Gift Box Flatware Set Stainless S Jewels Obsession Silver Tropical Angelfish Necklace | Rhodium-pl Frontier Herb Garlic Flake, 16 Ounce -- 6 per case 4-24X3/4 Phillips Pan Self Tapping Screw Type B Fully Threaded B GEMVIO Collection Blush Petal Ring, Round Morganite 6MM Gemstone Youmine High Performance New Carburetor 285 320 FD590V for John xbwy Wall Decoration Natural Photo Wallpaper for Mural Home Deco MU1211L Bower New Cylindrical Roller Bearing
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Antelope Fawn Print by Dayone on Laptop Sleeve - Laptop Sleeve - 3D Wallpaper Landscape Photo Wall Murals Living Room TV Sofa Wal GEMS-WORLD Beads Gemstone Big Halloween Sale 1 Strand Golden Rut T. V. Family Christmas ACCO 15036 Pressboard 25-Pt Classification Folders, Letter, 6-Se Cynthia Lynn "CARIBBEAN SKY" Hammered Sterling Silver Larimar Be November Birthstone - Vintage Inspired Cushion Citrine Halo Pend Floral Kids Bath Towels, Watercolor Painting Style Chinese Flowe Amerock Pull 96mm Glacio Collection Clear/Black Bronze (4, Clear 3D Night Light,Anime Lamp Attack on Titan 4 Mikasa Ackerman Figu
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
BLACK FOREST DECOR Adobe Hills Rug - 5 x 8
1 2 3 4 5 4 Pieces Duvet Cover Bedding SetMerry Christmas Buffalo Check Pl Carlos Wild Organic Triphala Powder 227 GMS- Balancing Formula f ENEVOTX Grapefruit Citrus Vector Watercolor Unique Umbrella Semi Kiss the Girls Playboy ZUQIEE Rain Shower Black Modern Design Deodorizing Bathroom Floo Professional EASY-OFF Heavy Duty Degreaser (Concentrate) 1gal Pa 24 Port Patch Panel Long Service Life Cat 6 Patch Panel CAT6 Pat Original Philips TV Lamp Replacement with Housing for JVC HD-61Z
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 Easter Designs 5 - Microfiber Cleaning Cloth (Lens Cleaning Clot Melling 84-BS Oil Pump Pick-Up Tube
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 BZB Women's Kawaii Bunny Ears Hoodie Zip Up Cute Sweatshirt Bear GPFFACAI Adult Bird Watching Binoculars Binoculars for Adults Ou
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 The Wild Ones 1 Pc of 100% Cotton Red Beige Blue Striped 60x60 Tablecloth -
Chapter 13 Neural Nets and Deep Learning PDF LSXIAO Glass Clear Waterproof Tarpaulin Dust-Proof Plastic Cloth Backpack With Usb Charging Headphone Port, Double Zipper Schoo
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 BBGS Vertical Hose Pipe Reel, High Pressure Hose Storage Car Ree 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 American Shifter 456026 Shifter Kit (4L80E10" E Brake Cable Dips 7 8 7mm Sterling Silver Brushed Center Groove Wedding Band Ring ShiSyan Stools Stool ABS Nonslip Bath Stool WallMounted Folding Kircuit 65W 20V 3.25A Type-C USB-C AC Adapter Charger Compatible MUMUMI Plastic Folding Chair with Molded Seat and Back Resin Fol Wooden Acoustic Guitar (2) Anti Theft Laptop Backpack Travel Bac
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 MOMO MOD.78 350mm (13.78 Inches) Suede Steering Wheel w/Brushed 13 Oil and Vinegar Bottle Oil Vinegar Bottle Pot disp Olive Oil Dis
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 NIUASH Car Dashboard Cover Silicone Non-Slip Sun Shade Dash Mat C.R. LAURENCE XB1000 CRL Small Sunroof Storage Bag for 15" Wide Cardone 18-4827 Remanufactured Unloaded Disc Brake Caliper Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2695 V3 14- Clhhsy Northern Europe Simple Hand-Painted Tropical Leaves Flami Both Sides of the Gun SignMission Designer Series Sign - Church Parking Only Violators Funny Sloths On Tree Backpack Lunch Bag Bundle For Men Women,S GG Bailey D1850A-CSA-GY Custom Fit Cargo Liner for Select Toyota
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Ochoos 100sets TC1525 NTA1525 TRA1525 Thrust Needle Roller Beari 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 WiFi Projector, VCHIP Native 1080P Portable Projector, Outdoor P STRAW Modern Wall Clock Nordic Personality Clocks Living Room Be Portable 12V Electric Fuel Transfer Pump Kerosene Automatic Female Simulated Licking Toys Multiple Speeds Vibranting Vibrati Accortec Transceiver CATRP Spring and Summer Sleeping Bag Adult Thin Section Ultralig XRSM for Motocross ATV Dirt Bike with 22mm Handlebar Motorcycle DDSYJ 3D Wall Stickers Tractor Farm Machine 3D Wall Sticker Deca RTYUIHN Ethnic Style Simple Geometric Brown Loop Velvet Bedroom Gaming Mouse Pad Azur Lane RGB Gaming Mouse Mat Large Led Mousep
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Endangered Species Onychogalea Fraenata Camping Folding Stool Ox IndianShelf Handmade Glass Bridge Door Handles Pulls (Golden Fin Beige Steel Folding Chair with Beige Seat Color, 1EA - 2W957 Black Box Gb ETH MED Conv 10/100/1000Mb COP to 1000Mb MM 850nm 0 Creative Simplicity Comfortable Multi-Colored Chairs, Office Cha Go-Parts - for 2007 - 2009 Mazda CX-7 Tail Light Rear Lamp Assem Zebra Rose Backpack Set With Lunch Bag Pencil Case, Water Resist Personalized Color Printed 16-ounce Mason Mug - Drunk In Love - (8X) LTS CMHT2122-28 HD-TVI 2.1MP 1080P 2.8mm Smart IR LED 65ft
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 ekidsbridal Asymmetric Ruffled Organza Sequin Toddler Flower Gir Industrial Grade 12U294 Nylon Rope, #18, Length 1050 Ft, Yellow Rexroth New Aftermarket A10VO71DFLR/31L-VSA41K52 Hydraulic Pisto ZCXBHD 26 Inch Mountain Bike Rear Wheel Quick Release V/disc Bra ZQHUAA Naruto:Akatsuki Anime Car Seat Covers,Car Accessories I Fuel Pump Module Assembly Compatible with 07-08 Chrysler Pacific ZHOUMOLIN Elastic Sofa Cover for Living Room 3D Print Stretch Sl Breeze Decor BD-PA-GS-130122-IP-BO-D-US14-BD 13 x 18.5 in. Patri Phoenix Bird Reborn from The Ashes Leather Placemat Stain Resist MISC Simple Electric Kettle 1.8l Blue Cordless
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Wall Sconce Lighting Fixture Outdoor Garden IP55 Waterproof Wall
1 2 3 4 5 Portable Heated Pad Electric Heating Pad for Back Pain Relief 3 Crooked Rain Crooked Rain by Pavement (1999) Audio CD C Charlotte Home Furnishings Inc. The Kitchen Maid Belgian Tapes HLKANI LIVE Air Conditioner Cover for Outside Units, Heavy Duty SuperMicro SuperWorkstation 7037A-i with X9DAi, 2X 3.0GHz 2-Core DEYYA Outdoor Picnic Blanket with Waterproof Backing Washable Fo HWCUHL 3D Red Christmas Fruit Self Adhesive Canvas Wall Stickers Maite Custom Car Floor Mat for TOYOTA Land Cruiser prado 2010-20 KAETZRU Laptop Backpacks with USB Baseball Gloves Banner 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 NZYWYS This Will be The Best Tool When Your Friend is Away high Rexroth New Aftermarket A10VO71DFLR/31L-PPC91K68 Hydraulic Pisto
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Rwby Backpack Travel Laptop Daypack With Usb Charging Port Backp African Art Tribal Print Men's Long Sleeve Button Down Shirt (P3
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 Dorma MOD-8616-COV Closer Body w/ Slim Cover Only (Less Arm) Fit For 2001-2007 Hyundai Matrix/Lavita Inner Interior Door Hand
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: Singing Bowl Meditation 8inch Frosted Bowl Portable Instrument P (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 TouchupXS-for Toyota Corolla 779 Capri Sea Metallic Gallon Singl
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).