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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 American Shifter 436817 Shifter Kit (2004R 23 Swan E Brake Trim 7 8 Laptop Bag Cute Penguins2 Carrying Case Computer Sleeve Business luvolux Polka Dot, Room Divider Curtain Screen Stripes Retro Sty XRSM for Y-amaha YZF-R1M 2018 2019 2020 Motorcycle 7/8" 22mm Han WUCHENG Desktop Freely Standing Dual Monitor Stand Arm Adjustabl 5D DIY Diamond Painting Kits Full Drill abstract face 100x200cm/
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 DVD "The Seventh Day" (1922) Henry King, Richard Barthelmess, Cl 13 Wells C01247 Instrument Panel Dimmer Switch
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Ochoos 5pcs/10pcs ABEC-7 S6800-2RS S6800 2RS 10x19x5 mm Stainles ZPTECH Drawer Organizers Non-Woven Fabric Underwear Storage Orga AW-SJ Wireless Earbuds Bluetooth 5.0 Sport Headphones Wireless B Acouto Engines Carburetor,40mm Carburetor Carb Motorcycle Access WTW Men's Neoprene Rubber Rain Snow Boots Black For Father's Day DONGSHUAI Whiskey Decanter Globe Set with 2 Etched Globe Whisky FMTZZY High Heels for Women Womens Western Cowboy Knee High Boot adidas Men's Game and Go Pullover Hoodie Solid Platinum 1/4 Cttw Diamond Ring Band (.25 Cttw) (Width = 1.
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Conditioning Blanket Dog Bones Paw Super Large Ultra-Soft Micr 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 YYDD Ant Habitat Bug Cage Ant Nest Acrylic Ant Farm with Water T Custom Wallet Set Gift Box Packaging Commemorative Meaning Four- Tatumyin KM0002-17 Customized 3M Motorcycle Decals Stickers Grap ScottDecor Psychedelic PVC Aquarium Background Digital Made Flui D-BOX 3 Band EQ Rhythm Box Preamp Equalizer LCD Chromatic Guitar LSAILON Starter fit for 1998-1999 2.3L 2007-2008 Kohler 19HP Koh Rexroth New Aftermarket A10VO71DR/31L-VKA91K01 Hydraulic Piston Mosphee Thanksgiving Tablecloth Cotton Linen Washable Table Cove MISC Sage Pillows (Set of 2) Green Check Floral Country Cotton P Bookcases Bookshelf Simple Desktop Bookshelf Save Space Storage
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 CRTTRC Cartoon Animal cat Horse Crocodile Skull Waterproof Linen LSU Louisiana State University Official Plaid Badge Unisex Adult Christmas Protective Cushioning Rug Pad Indoor Outdoor Rustic Lo MAZF Custom Mural 3D Photo Wallpaper Forest Scenery with Flowing Contractor Parking, Temporary Parking Permit Mirror Hang Tags - Rexroth New Aftermarket A10VO71DFLR/31L-VSA12K04 Hydraulic Pisto CHENJUNAMZ Women's Straw Cowboy Hat Summer Elegant Lady Hats Dro DVD "Jes' Call Me Jim" (1920) Will Rogers, Irene Rich, Raymond H Handao-US Luxury Linen Car Seat Covers for KIA Picanto 2013-2019
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Rexroth New Aftermarket A10VO71DRG/31L-VRC41K01 Hydraulic Piston Executive Ergonomic Office Chair Adjustable Lumbar Support, High American Shifter 442512 Shifter Kit (TH400 6" E Brake Cable Clam Synvy Privacy Screen Protector, Compatible with One World Touch LIUSHI Cute Sika Deer Animal Sculpture,Outdoor Garden Statues Or Golden Legends: The Platters Furniking Bookshelf Boards 8 pcs Concrete Gray 15.7"x3.9"x0.6" C Wood Plaque Wall Hanging Sign for Kitchen Bathroom Elephant Best Patriotic USA American Flag with Soaring Bald Eagle Wall Cross D CHENYUAN Ceramic Ashtray, Practical Ornaments, Home Decoration,
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Mighty Max Battery 12V 18AH Gel Replacement Battery for SUVS1400
1 2 3 4 5 Sofa Cover,Single Sofa Chair slipcovers Armchair Decoration Elas First Aid Kit Sign, OSHA Safety First Sign, 24x30 Inches, 3M EGP DaQingYuntur Portable Table lamp Double Oxford Camping BBQ Picni Rexroth New Aftermarket A10VSO45DFLR/31L-VSA62K40 Hydraulic Pist Wallpaper Canvas Print Panoramic view of Centre of town of Petri Documentary - Kyoakurei 13 Bon No Norowareta Toko Eizo Vol.1 [Ja hello ibear Heavy Duty Plastic Recliner Cover Pets | Cat Dog Scr Toolbox Organizational Magnetic Labels Ultimate Set by DCM Solut ZFSM Hand Guards for CBR650F 2014 2015 2016 2017 2018 2019 Motor
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 Naanle 3D Wall Beautiful Peacock Flowers Print Print Round Wall Artificial Chlorophytum Silk Flower, Orchid Plant Wall Hanging S
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 MINGMIN-DZ Mural Decoration Figurines, Hand-Painted Figure Figur EBC Brakes DP31670C Redstuff Ceramic Low Dust Brake Pad
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 Quote Wall Decal Vinyl Sticker Decals Quotes Winnie The Pooh Quo DIY 5D Diamond Painting by Numbers Kit for Adults Kids Abstrac
Chapter 13 Neural Nets and Deep Learning PDF 1936 Goudey Paul Waner Pittsburgh Pirates (Baseball Card) PSA PS ML Kishigo 1195 Ultra-Cool Mesh 6-Pocket Safety Vest - Yellow/Li
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 Embroidered Patch - Patches for Women Man -York City Pennsylvani 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 AXsmyi Contact Lens Applicator and Remover Soft Lenses,Silicone 7 8 Ambesonne Botany Ottoman Pouf, Exotic Forest Flower Mushroom Lea Nico Yazawa Large-Capacity Lightweight Printing College School B Wall-Mounted Decorative Shielding Box TV Set-top Box Router Rack KCFIODFH Girls' Big SOCKSHOSIERY, black, women shoe 5-7.5 / wome Kenneth Cole REACTION Women's Plus-Size Gypsy Gem Paisley Flyawa
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Lámina Do (1ª octava) metalofón alto Acabado gris. Medidas: 31 x 13 January Girl Birthday Gift Square Pillow - Square Decorative Thr
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Fold Dirty Hamper Iron Frame Toy Clothing Storage Bucket Cotton Comforter Cover 3 Pieces Bedding Set Just A Girl Who Loves Anime Parts Accessories GEPRC SPAN-F722-BT F7 Bluetooth Dual Gyro Fl PPJY Car Model Kit Alloy Classic Car Model Offroad Metal Car Dec QSD Compatible HP CC364X Compatible Value Line Mono Toner- Black Steel-Bond 23 Steel, Metal, Iron Repair Computer, High Viscosity American Shifter 430114 Shifter Kit (2004R 23" E Brake Cable Cla 35" Octagon Hard Floor Chair Mat, Old Fashioned Royal Floral Mot SignMission Designer Series Sign - Event Parking Ahead | Green
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2609 V3 6-C 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Imeya 22 Inch 99j Curly Wig Human Hair Pre Plucked 150% Density Large Capacity Mountaineering Bag Outdoor Trekking Backpack Camp HONGFEISHANGMAO Artificial Bonsai Simulation Pink Plum Bonsai Si Modway EEI-965-EXP Quanta Chaise Lounge ANGOU LED Ring Light 6/8 Inch Ring Lamp Bluetooth USB Plug with Custom Graphical Pickguard to fit Fender Strat AMERICAN ELITE SS MuswannaA Rectangular Polyester Tablecloth Santa Claus in The Ch Grow Light for Indoor Plants - Full Spectrum Led Grow Light, 300 CAIFENG Bathroom Foldable Towel Rack Black Space Aluminum Towel Adult 3,000-Piece Jigsaw Puzzle Girl in The Flower Field Leads t
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 SuperMicro SuperWorkstation 7037A-i with X9DAi, 2X 3.0GHz 2-Core Garvon Upholstered Dining Chair, Arms: 28.2'''' H x 0.59'''' W, Binoculars 12x42 Professional Waterproof HD Waterproof Large Pri Kinsley Armelle Cluster Collection - Silver Pepper Bracelet Personalized Phoenix Empire Quilt, Gift for Your Lovers All-Seas NIULLA Electronic Scales Digital Weighing Bathroom USB Rechargea SOSFUN Mạle Mâsturabation Toys Blọw-Jobmachine Vibe Male Ṃ Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp Blue Marlin Lazy Susan Turntable - Custom Size - Covered in a Bl
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 LICHUXIN Sensory Swing Therapy Indoor Swing for Kids with Specia Hsxcci Trump Won Flag I Know It You Know It Flag Foldable Car Wi 4 Piece Shower Curtain Sets Happy Halloween Mysterious Flying Ba EUBUY 2Mx1.4Mx1M Golf Nets Foldable Practice Golf Hitting Nets G Delfield 9292173 4 Drawer Graphic Overlay Verified by SanFlash Ultra SanDisk 64GB Works for Alcatel Dawn M CreatorX Graphics Kit Decals Stickers for Suzuki RM 125 250 Grap Carlos Panda Bear Kids Stool by Powell Kingston 512GB Apple iPad Pro 12.9-inch 256GB MicroSDXC Canvas S Lab Grown Diamond Elephant Charm Necklace, 1/4 Ctw Solid Gold by
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Xkun ceramic oil barrel ceramic energy machine white olive oil b
1 2 3 4 5 SUYUNDIAN Home Decoration Floor mats Modern Rugs, Modern Minimal PVC Table Mats Albert Flamingo Birds Heat Resistant Pu Table Mat 18650 Li ION Battery Pack Rechargeable 11.1v 3800mah Cell Group Reincarnated as a Slime Shion Anime Ultra-Soft Fleece Blanket Mi 12PCS Colorful Crystal Glass Cupboard Wardrobe Cabinet Drawer Kn Placemats, Set of 6 PCS Heat-Proof Non-Slip Placemats for Kitche John Jay College of Criminal Justice Men's Performance T-Shirt ( Jaclo 518-PEW Drain Kit for Trip Lever, Pewter 1/2-2 Carat Platinum GIA Certified Marquise Cut Diamond Pendant
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 MuswannaA Bathroom Rug Bath Mat Oil Painting Farm Flowers with C 4 in 1 Metal Potted Plant Stand,Irons Planter Holder Black Bakin
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Diamond Dual Heart Knot Necklace (0.225 cttw Diamond) ZHOUMOLIN Tropical Leaves Slip-Resistant Stretch Sofa Cover Soft
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 Niubiyazwl Storage Cubes, 1Pcs Plastic Organizer Box Storage Con Air Filter Fits 2009 Polaris Phoenix 200
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: Rexroth New Aftermarket A10VO71DFLR/31R-VUC42K52 Hydraulic Pisto (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 Teacher's Rubber Stamp 5-Frame and 10-Frame, Math Teacher's Set
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).