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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 Replacement Passenger Side Tail Light Assembly Compatible with T 7 8 Author's Wooden Christmas Russian Santa Claus Figurine 11,29" Ta #1 Fluorescent Pink Colored Shipping Tags. Tag Size: 2 3/4" x 1 10kt Rose Gold Womens Round Diamond Rolo Link Stackable Band Rin Picture Frame Moulding (Wood) 100ft Bundle - Contemporary Gold F Electric Nail File, LCD Display 35000 RPM Pedicure and Manicure
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 CZYNB Sterile Office Splegan Outdoor Outdoor Steam Gun Fog Spray 13 Tinello Kayak Wind Sail, 46 Inches Kayak Wind Sail Folding Kayak
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Gene Simmons [Vinyl] VINFA Fairy Tail Cosplay The Raijin Tribe Evergreen Costume Dres Lab Grown Diamond 'X' Letter Initial Necklace, 1/5 Ctw Solid Gol 2.39ct Brilliant Pear Cut Solitaire with Accent Halo Flawless Id HSHKONG Car Shift Paddles,Shifter Extension Car Styling,Aluminum Independence Day Coasters for Drinks Irish Flag Absorbent Cerami Funny Round Coasters for Drinks with Cork Base - Absorbent Ceram Bone Conduction Sports Headphones - Wireless Earbuds Bluetooth 5 PLHMS Garden Angel Statue Figurine, Magnesium Oxide Adorable Che
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Backpack Bags Dressmakers Midcentury Modern Bag with Lunch Bag P 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Veri SanDisk Ultra 512GB MicroSDXC Works for Micromax Q382 by Sa J-FEIFEI 8 Pcs/Set BÐŞM RÈ©strâịnt FÈ©tịsh Cσllâr Hândcûff Bye Bye Love Carpet New Zealand Imported Wool Carpet Environmentally Friendly DJASM ZZWZM Fleece Blanket - Throw Size Microfiber Lattice Plush TOMLYN Nutri-Cal High Calorie-Nutritional Gel for Cats Kittens AJ CHIFM0021 Car Floor Mats, Carbon XMT-MOTO 16" Rise APE Hangers Bar 1 1/4" Fat Handlebar fits for Jessica London Women's Plus Size Classic Cotton Denim Jacket 100 LTJLBHJ Helmets, Warrior, Motorbike Half Helmet with Sun Shield
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Rexroth New Aftermarket A10VSO28DFR1/31L-PWA62K68 Hydraulic Pist A-Tech 16GB Memory RAM for Dell Inspiron 7700 AIO - DDR4 3200MHz Pwshymi Wall Shelf Practical Strong and Durable for living room( Rachmaninov: Complete Piano Concertos, Rhapsody On A Theme Of Pa Giraudi Artisan Milk Chocolate Bar with Exotic Fruits and Choppe Decoration TV Cabinet Decoration Study Room Decoration Home Deco UNISE Starfish On Gold Sand in Blue Ocean Yoga Towels Mat (26'' Leather Supreme Mens Daytona Bike Week 2021 Night Wolf Denim Bik MTD LAWN MOWER PART # 754-0190 BELT-V 1/2 X 39
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 KYCHDY Wigs Exquisite European and Wigs Women's Front Lace Chemi Vegetable Dye Red Geometric Tebriz Area Rug Wool/Silk Hand-Knott KUYUC Throw Blankets for Couch, Chenille Couch Cover for Home De Dell PowerEdge R820 8 Bays 2.5 Server - 4X Intel Xeon E5-4603 4 Outdoor High Bright Torch Waterproof Flashlight for Hunting Camp Statue Décor Figurines Child Stroller Decorations Home Living Ro Picture Frame Moulding (Wood) 100ft Bundle - Ornate Bronze Finis FAFZ Black Handrail for Stairs, Staircase Railing, Water Pipe Me SHHMA Stainless Steel Hollow Half Round Hollow Cap Ball Spheres, Rexroth New Aftermarket A10VSO45DFR1/31R-PKC61K05 Hydraulic Pist
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Diamond2Deal 14K White 3 mm Half Round Light Wedding Band Ring f
1 2 3 4 5 Stylish Summer Pineapple Fruit Placemat Leather Table Mats Set o Coat of Arms of Puerto Rico Men's Sweatpants Shorts Cotton Jogge Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp Dell PowerEdge R630 8X SFF 1U, 2X Xeon E5-2683v4 32-Core 2.10 GH BESPORTBLE Outdoor Patio Umbrella Fixing Clip Bracket Garden Umb Mens The Flag of Mexican Quick Dry Short Swim Trunk, Stylish Sur XUERUIGANG Wireless Earbuds Bluetooth Headphones Sport Earphones NEQUARE Cordless Vacuum Cleaner, 10 in 1 Vacuum Cleaner with 280 Artistry in Mosaics Jolly Roger Flag (22" x 36") Ceramic Swimmin
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 Animal Theme Gifts, Petriotic German Shepherd Ceramic Coffee Mug yotijar 100g Depilatory Hot Hard Wax Beans Pellet Waxing Body Ha
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 1 Carat (ctw) 14K White Gold Round Diamond Ladies Eternity Weddi American Shifter 500331 Shifter Kit (8" E Brake Cable Trim Kit D
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 ZHONGTAI Piggy Bank Animal Piggy Bank Nordic Geometry Money Bank 1.70 MM Round Cut Lab Created Ruby Eternity Band, 9 Stone Weddin
Chapter 13 Neural Nets and Deep Learning PDF HZYDD Statues and Figurines Ornaments Colourful Porcelain Bird L Ambesonne Abstract Rectangle Pouf, Modern Triangular Formations,
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 2pcs T Lip Shelf Brackets, Wall Mounted Vintage Shelve Brackets, 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 QWERTYUKJ Chunky Knit Throw Blanket Large Cable Knitted Soft Coz 7 8 Men's Coolzone Men's Comfortable Chas'tity Belt S'ex Toy Chas'ti FVCDWSA for Opel Astra J Car Armrest Center Storage Box Car Acce Integriste Hip Hop HP DL380 G9 4-Bay 3.5 Server - 2X Intel Xeon E5-2695 V3 14-Core InterestPrint Lips Skull Skeleton Men's Hawaiian Short-Sleeve Su
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Ambesonne Abstract Pet Bed, Retro Geometric Stripes Fashion Rhom 13 MUJING Cute Bee Shape Cat Bed Cave for Your Pets - Ideal Cats an
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 1/2 CT Garnet and Diamond Ring with London Blue Topaz, Ring Set SovelyBoFan Queens Blade (150x50cm) 2way Tricot Cosplay Gift Ani Happiness Simpsons School Bag Funny Travel Backpack Usb Charging Laundry Hamper Laundry Basket Hamper Double Plastic Mobile Stora QiXian Toilet Brush Waste Bin Set Toilet Brush Toilet Brush Copp Jendco - Bilingual Safety Sign: Emergency Shower and Eyewash 10" Personal Security Products 1/2 Oz. Pepper Spray W/Black Hard Cas Gaming Mouse Pads Blue Mouse Keyboard Pad RGB Led Gaming Mouse P PELGIO Genuine Crocodile Caiman Skin Leather Women's Trifold Clu
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 IDOWMAT Comforter Cover Set Full Duvet Cover Set Welcome Linen B 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Electric Pencil Sharpener, Student Stationery, ABS Large‑Capac Dall Dining Chairs Modern Leisure Sofa Chairs Wood Legs Cozy Cus ERA Paints Automotive Touch Up Spray Paint Kit for Ford F150 201 Drama DVD 4-Pack Castles in the Sky [Vinyl] USB Rechargable Cabinet Light Infrared Wiireless Remote Control 14k White Gold Hammered Square Ear Jacket Jackets For Studs Fine Rocket 10k Yellow Gold Ininfity Band Ring Size 7.25 Infinity Fine Jewel QSCVDEA Wireless Vacuum Cleaner Car Mini, Rechargeable Handheld
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 VBNHGF Figurine Animal Statue Ornaments Silent Thinker Sitting O Christmas Trees (18" x 24") Yard Sign, Quantity Discounts, Multi Mouse Pads Pink Orange Marble RGB Mouse Pad with USB Backlight G CPW (tm) 92-95 HONDA CIVIC EG6 JDM AMBER SIDE MARKER LIGHTS + WI Convenient Lunch Tote Bag High Capacity Lunch Bag With Adjustabl Roostery Spoonflower Throw Blanket, Branches Birds Night Doves W Clara Pucci 2.1 ct Brilliant Round Cut Stunning Genuine Flawless Bonamaison Coasters - Set of 4 -Premium Absorbent MDF - 9x9CM (E Andybridal Women's Country High Low Halter Chiffon Bridesmaid Dr
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 No-Branded Home Ornaments Home Accessories Living Room Wine Cabi Demon Slayer Costumes Kamado Kimono Set Women Robe Japanese Anim Davitu Cables, Adapters Sockets - REXL time relay, power-on de Graphite Design Tour AD VR 4 Stiff Shaft + Callaway Epic Flash/M Winter Wood Root Boots, Womens Cowboy Chunky Block Heel Square T MTYLX Removable Kitchen Shelf,Storage Shelf Rack Home Decorative 13" Remy Hair Extensions Clip in Human Hair with 18clips 8pcs So Society6 Lines Circle 02 by Thisisbyn on Wall Hanging Tapestry U-shaped pillow 100% Cotton Protection Cervical Spine Office Nap Kingston 512GB Videocon A47 MicroSDXC Canvas Select Plus Card Ve
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Solid Platinum 11.5x8.8mm Oval Cross Crucifix Engravable Signet
1 2 3 4 5 WeeHom Princess Canopy Bed Frame with Ball Design Sturdy Steel S P/A Wicker Picnic Basket with Double Folding Handles, Willow Han Decal Stickers Multiple Sizes Clearance 50% Off Entire Store Ind Autumn Splendid Popular Party Decoration Graceful Posture Excell RXF LED Bulb 12W LED Candle Holder Bulb Equivalent to 100 Watts Mobile Desktop Tower Computer Floor Stand ,CPU Stand ATX-Case Dachshund Dog Cute Wallpaper Travel Daypack Student Rucksack Lap Rexroth New Aftermarket A10VSO45DR/31L-VRA11K02 Hydraulic Piston CQILONG Portable Ramp, Rubber and Plastic Non-Slip Uphill pad, L
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 XINLEI Computer Motherboard Fit for GIGABYTE GA-B75M-D3V Desktop Ultimate Nutrition Platinum Series Creatine Monohydrate, 200 ea
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 SHENYF Wigs Wigs 13X6 HD Lace Frontal Wig Body Wave Lace Front W OTC Tools 3085-03 Ez-Trac Software
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 Lenox Opal Innocence Carved 3-Piece Canister Set (Box Set), Fine Flat Bottom Carbon Fiber Leather Red Indicator Steering Wheel 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: Cabinet Knobs Cupboard Drawer Pull Handles with Screw Furniture (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 YEQIN 35um Transparent Cold Water-Soluble Film Embroidery Fabric
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).