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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 Haggar Men's Active Series Stretch Slim Fit Suit Separates – Pan 7 8 Matt Black Sliding Shower Bar Shower Column Movable Adjustable W High Responsivity Anti-Strike Bubble-Free 9H Hardness Tempered G For Mazda 3 Tail Light Assembly 2014 2015 Pair Driver and Passen Je N'aimerai Jamais Le Classique Mais Ca J'aime Bi WJSM for Honda VTR1000F Firestorm VFR800 VFR750 CBF1000 VF750S S
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Decal Stickers Multiple Sizes Dialysis Coming Soon Advertising P 13 ADSE Home Tablecloths,Home Rustic Style Cotton Linen Quality Fab
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Sequeira - Last Name History and Coat of Arms from Portugal Prin Where did I come from Rumi quote canvas print wall art with Pers Personalized Beer Growler, Amber 64 oz. Veri SanDisk Ultra 512GB MicroSDXC Works for Spice Mobile X-Life Cey99P-A Mens Peacock Quick Dry Short Swim Trunks, Slim Fit Surf Society6 Golden Vintage by Love8 on Floor Pillow - Round - 26" x TYC 18-6045-00 Mercury Grand Marquis Front Passenger Side Replac GYJWXM Trash Can Bathroom Bathroom Shelf Shower Organiser Wall-M 3D Spray Stone 6010 Floor Wallpaper Murals Wall Print Decal AJ W
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 RedlineGoods Shift Boot - DSG Transmission Compatible with Audi 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 ARTSHOWING Kitchen Comfort Mat Set of 2, Animal Non-Slip Backing (200pcs) 3/8" X 6", Lag Screws, Hex Head, Steel, Hot Dip Galvani Star profile Gem Stone King 1.89 Ct Oval Canary Mystic Topaz 925 Sterling Sil 10Pcs 6mm Shank Mounted Non-Woven Scouring Mop Polishing Brush F Dockers Men's Long Sleeve Alpha Button Down Shirt Corumly Men's Short-Sleeved Shirts Spring and Summer Loose Large Power Supply; AC-DC; 48V; 5A; 85-132/176-264V In; Enclosed; DIN Urbanx Street Buds Live True Wireless Earbud Headphones for Micr Little Girls Cap Sleeve Pearl Sequin Communion Flowers Girls Dre
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Kitchen Knife Handmade Boning Kitchen Knife 5Cr15Mov Stainless S Shipenophy Wooden Trinkets Storage Box Jewelry Box Multifunction CRTTRC Nordic Modern Linen Cotton Square Green Leaf Tablecloth C Colors Hayward BYV11030A0NKI00 Series BYV Butterfly Valve, Lugged, Actu Solitaire 1/4 Cttw Diamond Bezel-Set Dangle Charm Pendant (.25 C 10kt White Gold Diamond Cluster Bridal Wedding Ring Band Set 3/8 YANGHONDD Home Decoration Purple Clay Ceramic Tea Set Porcelain IMOBABY Colorful Spaceships Cosmetic Bag Travel Makeup Organizer
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 ORIDOOR India Bollywood Costume Belly Dancing Suit for Girls Wom Flamingo Hawaiian Shirts, Hawaiian Shirts, Hawaiian Shirt, Hawai SanFlash Kingston 512GB React MicroSDXC for OnePlus 8 UW with SD 1/2 CT Zig Zag Stackable Ring with Created Arctic Blue Sapphire Women's Solid Color V-neck Lace Dress, Ladies Casual Summer Lant CYLINDRICAL ROLLER BRGS Hand By Hand Fox Fur Headband Elastic Colorful Headwrap Stretch HTDZDX Floating Shelves Wall Shelf Living Room Wall Hanging Shel Motorcycle Wind Deflector Motorcycle Accessories for Z650 Z900 2 Minnesota for Trump Flag (18" X 24") Yard Sign, Quantity Discoun
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Moon Rocks 448g HeatSeal Smellproof Mylar Bags Resealable Stand-
1 2 3 4 5 Prong Set Solitaire 4.50 CT Ruby Glass Filled Gemstone Pendant, TrainersRoom TR Pro-Athletic Tape 1.5 inch 32 Roll/Case Bumper Face Bar Reinforcement Front Compatible with Hyundai Elan Replacement Part for TV 30pcs/lot LED Backlight for Hisense LHD3 Worlds Best BBQ (18" X 24") Yard Sign, Quantity Discounts, Multi Outdoor Portable Ultralight Aluminum Alloy Frame Camping Folding Clara Pucci 1.76 Brilliant Cushion Cut Solitaire Accent Stunning NFL New York Jets 17oz Double Wall Stainless Steel Thermo Tumble DIY 5D Diamond Painting by Number Kits, City Night View Diamond
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 HJSHG Kids Sleeping Bag Floral Spring Natural Landscape Wild Pin Clara Pucci 3.6 Cushion Baguette cut 3 stone Solitaire Accent St
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 OFFTEK 8GB Replacement RAM Memory for HP-Compaq Pavilion Noteboo Evolve Series Dual Monitor Arm with 2 Fixed Limbs, White: ESI Er
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 ZPTECH Drawer Organizers 5 Cells Plastic Organizer Storage Box T Woman's necklace in 925 silver rhodium plated, stainless steel a
Chapter 13 Neural Nets and Deep Learning PDF SuppliesMAX Compatible Replacement for HP Laserjet 4200/4200DTN/ American Shifter 379155 Shifter Kit (4L60E 23" E Brake Trim Kit
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 IEINTABRWNER Soft Reading Pillow with Arms and Pockets Sunny Pas 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 RedlineGoods Shift Boot - Automatic for 2001-2005 Holden Monaro. 7 8 ACTIVATIONCW Handcrafted Independence Day Wreath, Front Door 4th Eagle Seagull WFZCP Solid Wood Stepladders Kitchen Steps Wooden Sponge Seat, S Diamond2Deal 14K White 2.5 mm Half Round Comfort Fit Light Weddi Area Rug Non-Slip Floor Mat Boho Home Elements in Modern Abstrac
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Jobber Drill,#17,HSS -6 Pack 13 Brady 69768, Biohazard Sign, (Pack of 12 pcs)
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 TECHTONGDA 6 Rolls 10mm X 30m(100ft) High Temperature Heat Resis Breeze Decor BD-NA-GS-107046-IP-BO-D-US14-BD 13 x 18.5 in. Light Castelli Women's Free Tri Short US Cargo Control - Flat Hook Ratchet Straps - 2 Inch Wide X 30 F kesoto 8inch Banjo Head Skin for Banjo Banjolele Snare Drum DIY UKLLYY Solar Ground Lights LED Solar Lamp Waterproof IP65 Solar MYERZI Drying Filter Stainless Steel Kitchen Rack Cutlery Stand Wan Ding Car Sun Blinds to Keep Cool Uv Protective Film-Spring Goa X V11 / Various
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Modern Stretched Canvas Elephant Nursery Decor - Adorable Uniq 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 I'M A Drummer For Jesus Children'S Round Neck Fall Tops Casual S OMIDM Bathroom Rack,Wall-Mounted Storage Shampoo Rack Corner Bas COLORSUM Table Runner with Placemats Happy Halloween Boo On Vint Sigma 150-600mm f/5-6.3 DG OS HSM Sports Lens for Nikon F (740-3 Outdoor Night Long-range LED Strong Headlights, Camping Fishing 2-8T BabyboysLittle Boys Classic Painting Vest Sleeveless Jacke XIAOMIN Aluminum Alloy Double-Sided Non-Slip Mat Desk Mouse Pad, Quality Park Redi Strip Catalog Envelope, 9 x 12, First Class Bo Womenfocus Cozy Plush Doormats 18x30in, Absorbent Cushioned Kitc Calicomfy Gray Modern Rug 10'X 14'
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Jewels Obsession 14K Yellow Gold Latin Crucifix Pendant with 18" HoHoHo! (Blue) Super Flag Sign with Complete Hybrid Pole Set-FI 1 Carat 14K White Gold Antique/Vintage Bezel Set Designer Diamon Acura 38942-PR7-A00 Drive Belt Idler Pulley Loners, Stoners and Prison Brides CFSNCM Men's Vitality Floral Printed Pocket-less Design Long Sle Prong-Set Two Stone Blue Sapphire Halo Pendant (3.7mm Blue Sapph ARTSHOWING Anti Fatigue Kitchen Rugs Set 2Piece Christmas, Water YYDD Ant Habitat Bug Cage Ant Housing Insect Cage Gypsum Farm An
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Ichiias Bicycle Speedometer, Plastic Practical Bicycle Display M Fastspace Front Inner Tie Rod End,Front Outer Tie Rod End,Front Hannaier Rabbit Stuffed Animal Pillow, Bunny Plush Toy Doll Rabb Front Upper Lower Control Arm Kit Set of 6 For Mercedes Benz CLS Italo Fresh Hits 2003 Golden South Sea Cultured Pearl Pendant with Flame Motif (10mm G to My Granddaughter Ballet Artificial Leather Placemat, Pu Table Animal Elephant Photo Mural 3D Custom Wall Paper for Living Room DONGSHUAI 1000ML Whiskey Decanter, Crystal Skull Bottle, Glass D 100 Pcs of Zinc Plate Steel Grade 5 Carriage Bolt/Screw M8 x 1.2
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
ZZWZM Spice Rack Organizer with Chopsticks Storage Shelf, 2-Tier
1 2 3 4 5 Enesco Jim Shore Heartwood Creek from Small Bereavement Angel Mu Compatible with Ipad 10.5 Inch Amazing Sunset Panorama Maldives Web Oval Sunglasses WE0198 34G Bronze/Multi Havana 57mm 198 Carpet Retro Area Rugs Shading Gradient Blue Brown Stripe Door M CHENYUAN Ceramic Ashtray, Practical Ornaments, Home Decoration, Water cup ceramic cup, frosted ceramic coffee mug, mug, gift cup SY-Heat Garden Decoration Sculpture, Animal Model Polar Bear Sta Angelaicos Womens Princess Mulan Costume Dress Chinese Heroine P Raisins Womens Brazilian Ruffle Lowrider 2 Piece Bandeau
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 Leather Padfolio Portfolio, Padfolio Notebook Planner,Executive Glass Kettle (2l) Stainless Electric Kettle (Bpa Free) Electric
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Tool, Paramount PCC2000, Nozzle, Chrome Handle Modular Coolant Hose Compatible with 04-12 Volvo C30 C70 S40 V50
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 MKWEY Patio Furniture Covers for Winter Table 63x63x31in, Patio DIY 5D Diamond Painting Crystal Rhinestone Embroidery by Number
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: OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo (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 Tobiko Red - Flying Fish - 17.5 oz plastic container
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).