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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 Personalized Trout Fishing Mandala Vintage for Fisherman Quilt Q 7 8 GR-Furniture Ạdụlt Tọys for Women Plẹasụre/Ðịdọ Má Parasol Cover Large Umbrella Protective Cover Weatherproof UV-An Polysteel 600R Rechargeable Pure Beam Focusing Flashlight, Blue 4400mAh Replacement Battery Compatible with Sony VAIO VGN-AW41JF Rope-Framed Claw-Set Aquamarine Solitaire Pendant (9mm Aquamarin
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Grenera Organic Amla Tablets, 240 Tablets - Uncoated, Chemical F 13 Kingston 512GB Samsung SM-G313HZ MicroSDXC Canvas Select Plus Ca
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Ansyny Photo Wallpaper 3D Romantic Pink Love Mural Paper Kids Be Red Cloud - Microfiber Cleaning Cloth (Lens Cleaning Cloth - Sun Partomotive For 01-07 Sequoia/00-06 Tundra Pickup Truck Front Ho Classic Wedding Rings Set, 1.88 CT D-VSSI Octagon Shaped Moissan Mireval 14k Yellow Gold Plain .027 Gauge Rectangular Engravable Assassin's Creed Accessories, Weapon Role Playing Hidden Blade, Guardian Equipment G1902 Combination Safety Showers, Hand Operat SAUCHOI 10 PCS Hook and Eye Turnbuckle, M10 Stainless Steel Hook Living Room End Table C Shaped Tea Table Multifunctional Coffee
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Viking Seat Cover for Cars Durable Front Seat Cover for Universa 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 LLLD Towel Rack Storage Organizer Polished Expandable Folding To 73 Inch Yoga Mat Towel Funny Cock Green Circle Non Slip Foldable Oil Paper Umbrella Women Ancient Craft Umbrella Photo Decoration I.D. FRENCH PURSE Cedar Woodland Screen Door 36 in. X 80 in. ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with D Nourison Timeless (TML12) Taupe Rectangle Area Rug, 7-Feet 9-Inc GIMAE Set of 4 Front Rear Left+Right Side Complete Shock Strut Alpha Technologies 4000 12V 35Ah UPS Battery - This is an AJC Br onlays and appliques Wood Decorations For Home Furniture, Solid
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Breeze Decor Proud Family Airman House Flag Dowel Set Armed Air 3 Hosa CSS-115R 15 Foot Right Angle 1/4" TRS To 1/4" TRS Balance Vitalizart 1200pcs Clear Water Dewdrop Droplets Adhesive Beads G AEA25-200, RIVETNUT, 1/4-20 (.140-.200 GR) RND Body, Flat HD, Al 2.31Ct Octagon Shape Lab Created Emerald Pendant, 0.55Ct SGL Cer Vitamin Milk MilkMix Supplement for Vitamins with Strawberry Fla American Shifter 399162 Shifter Kit (AOD 8" E Brake Cable Clamp Clhhsy Photo Wallpaper 3D Cement Wall World Architecture Murals ppqq Various Types of Pillows for Everyone Neck Pillow Fashion f
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 SAXTZDS Hand-sewnshift Lever Handball Gear Shift Knob,Fit for Vo Towel rack Towel Racks For Bathroom, Towel Bar Towel Bar Zinc Al ZYZCJT Sectional Couch Cover,Plush Sofa Cover1,Stretch Quilted S Customized 3D Wallpaper Mural Romantic Rose Cherry Vine Bedroom TouchupXS-for Toyota Prius 8T7 Blue Streak Metallic Half Pint Re AIKENING Printed Steering Wheel Cover Seamless Peacock Feather V Custom 27 oz h2go Elevate - 72 PCS - .99/EA - Promotional Prod 01 with Handles Exercise Balance Stability Trainer, Balance Boar Vagabond Women's Loafers 2000ml Elk Rabbit Mouse Print Hot Water Bottle Bag Removable Pro
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Hawtrytoa 3D Shark Diver Decoration LED Lamp,Shark Diver Decorat
1 2 3 4 5 Vintage Rustic Wood and Bellis Perennis Mason Jars and Hummingbi American Shifter 414038 Shifter Kit (4L60E 12" E Brake Cable Cla BIAOYU Tent Ultralight Camping Tent Single Easy Set Up Double La NU2306ET2C3 NTN New Cylindrical Roller Bearing GTYZD Bohemian Handmade Macrame Curtain Bohemian Wedding Backdro XStyles18 - All I Need Today is A Little Bit of Guitar Hawaiian LFFH Sun Shade Sail Canopy, UV Treated Privacy Garden Waterproof American Shifter 380963 Shifter Kit (TH350 23" E Brake Cable Cla Entertaining with Caspari 13-inch Lacquer Charger, Gold with Sil
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 Diesel Men's Umlt-diegos-j-v T-Shirt Diamond Painting Kits,Large 5D Diamond Art Full Kits Crystal Rhi
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Smart Milligram Scale Weigh High Mini Jewelry Gold Powder Weigh ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with L
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 Rtisandu Four Piece Bedding Sets Retro Flowers Plants Bed Sheet 1Pc Tassel Earring Cutting Dies for DIY Craft-Fringed Earrings D
Chapter 13 Neural Nets and Deep Learning PDF Anjani Tooba Girl's Light Gold Clutch Sheng Car Central Control Mode Button Decoration Panel Trim Fit
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 ArtDeco 8 Mil Universal Matte Photo Paper Roll, 2'' Core in 44" 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 2 Sets of Horizontal Flange Linear Bearing Sets for Mechanical E 7 8 American Shifter 500903 Shifter Kit (10" E Brake Cable Trim Kit Monitor Stand Wooden Computer Laptop Monitor Stand Office Stand Acouto Motorcycle Engine Timer Cover,Engine Derby Timing Timer C IEINTABRWNER Soft Reading Pillow with Arms and Pockets Hand Draw Men in Sunglasses Make Fun Dollars Travel Daypack Student Rucksa
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 KUANGQIANWEI Air Flow Sensor 5WK97917 5WK97017 5WK97817 5WK97028 13 Phoenix 96" x 52" Rectangle Visa Tablecloth, Sandalwood; PK1 - T
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 AP.DISHU Wall Tapestry, Large Macrame Wall Hanging Woven Bohemia Upper Control Arm Ball Joint Kit Suspension 4Pc for 05-11 Audi A Rufischi Men's Hank Williams Jr Logo Athletic Fit Full Zip Sweat HRSTAR Original New ebmpapst R4D400-AL17-05 Inverter Cooling Fan Runner Rug Superior Area Rug, 7mm Pile Height with Non Slip Back UXZDX CUJUX Plush Toy Simulation Doll Pillow Funny Chicken Toy D Dirty Clothes Storage Basket with Lid Rattan Laundry Basket, Clo Ultimate Textile -10 Pack- Shantung - Majestic 4 ft. Fitted Tabl Towel rack Bathroom Space Aluminum Nordic Double Rod Black Hangi
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 5/16-18 Finished Hex Nut Black Oxide (Pack Qty 2,000) BC-31NFB b 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Qiilu Trunk Cargo Liner Mat, Trunk Cover Auto Boot Tray Liner PV Manhattan Comfort Mendi 32 Piece Dinner Set, Service for 8 in Co Napkin Holders Napkin Holder Table Decoration Tissue Box Kitchen 14k Yellow Gold 18x4.6mm Polished 0.2 Carat Diamond Bar Necklace CustomGiftsNow Best Receptionist Ever Double Wall Insulated Stai EVISU Tattersall Early Original Genuine Rare EV2090 CF5 Polo Shi Suction Hose, Portable Water Pump PVC Suction Hose with Plastic Owl Pussycat went to Sea Charm Sterling Silver Owl and Pussyca Operation Effect LED Kit with Quick-Coupler 4 Hole(2Pcs) Montreal Expos Acrylic Cap Logo Display Case - Baseball Hat Free
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 50Pcs. WHOLESALE Tibetan Silver 3D KITTY CAT Charms Pendants Ear 14 Inch wood Geometric Tray, Hexagon Tray with Handles, Modern T Monitor Arms Desktop Monitor Stand 15.7 Inches Adjustable Height whdz Bluetooth 5.0 Wireless Headphones Wireless Earbuds in-Ear E Dell PowerEdge R420 8 Bay SFF 1U Server, 2X E5-2403 V2 1.8GHz 4 Premier Protein Shake, Bananas Cream, 30g Protein, 1g Sugar, 2 Diamond2Deal Sterling Silver 6 mm Flat Comfort Fit Wedding Band CAUTION WATCH YOUR STEP LCGGDB Abstract Large Wall Mural,Retro Thin Stripes Removable La
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Mano Home Adjustable Sit-up Bench,Ultimate Fitness Equipment, Er MuswannaA 3 Piece Bathroom Rugs Set Bath Mat Classic Yellow Stri Comfy Adult Elbow/Hand Combination Orthosis Color: Navy, Size: A 14kt Yellow Gold 7x5mm Oval Blue Zircon 1/6 CTW Diamond 18" Ne UXZDX Flower Basket Fringed Hand-Woven Seagrass Basket Creative #10-24 x 3/4 Coarse Thread Thread Cutting Screw Indented Hex Hea JDMSPEED New Accelerator Pump Performance Polished Carburetor Re NOMIMAS Universal Sofa Slipcovers Towel Cover Short Velvet Knit Pegasus Sports NFL Unisex-Adult Two Tone Blanket Peace and Love T-Shirt
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
WENLI Throw Blanket Blanket Throw Blanket Grey Twin/Double Size,
1 2 3 4 5 Hlake Smoking Pipe Men Shi Nan Wood Freestyle Manual Pipe Master RADNOR 1/0 Black Flex-A-Prene Pre-Assembled Welding Cable 25' HD Сharm - Fun Women Antique Gold Color Metal Chain Flower Charms 5D DIY Diamond Painting Kits for Adults Abstract Fish Diamond Em Modern Round Area Rug 5 Feet for Bedroom, Non-Shedding Low-Profi Passion By Elizabeth Taylor For Women. Eau De Toilette Spray 1.5 DistinctInk Case Compatible with iPad 2017 (5th / 6th Gen) - Cus Personalized Hippie Purple Weed Quilt, Hippie Style Quilt to Son Lovely Mickey Mouse Round Cut Created Amethyst 14K Two Tone Gold
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 COARBOR Privacy Fence Screen Mesh for Balcony Porch Verandah Dec Amextrian 4 Pcs Shower Curtain Sets with Non-Slip Rugs,Toilet Li
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 FAMILYDECOR Modern Round Area Rug for Teen's Room 3.3ft Super So Lysee Mobile Phone LCD Screens - 10PCS All Checked For Samsung G
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 Window Sheer Curtains for Bedroom Living Room Happy Easter Farm FOTABPYTI Food Dispenser, NonToxic 415Ml Cacity Water Feeder, fo
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: Lovely Husky Printing Women'S Lunch Bag,Portable Fashion Meal Ba (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 10kt Two-tone Gold Round Diamond Bridal Wedding Ring Band Set 1/
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).