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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 Shop LC 10K White Gold Pink Sapphire Diamond Ring Anniversary Br 7 8 LKDF Mattglas-Tischdecke, Durchscheinende Wasserdichte Tischdeck Jobber Drill,#24,HSS -6 Pack Laleh DIY 5D Diamond Painting Kits for Adults Kids Full Drill Large Si Gaeirt Umbrella Support Stand, Convenient and Practical Durable
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Floating Ruby Drop Pendant with Diamond Accents (4mm Ruby) 13 Double Walled Vacuum Cup Flask Thermo (500ML / 21oz),Stainle
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Beauty Temple: Qi Gong MOMO MOD.07 350mm (13.78 Inches) Suede Steering Wheel w/Brushed Star Labs Car Windshield Sun Shade Auto Front Window Sunshade Bl HARD LAND Mens Tactical Pants Ripstop,14 Pockets,Waterproof Guss LUXMAX Beautiful Premium Quality Coat Rack Wall-Mounted Coat Rac Laugh Letter Stickers,Live Love Saying Promoting The Values of W Patanjali Divya Chandraprabha Vati 40 gm 80 Tablets (Pack of 2) Borgeson 429249 Steering Shaft OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Toptrend 8K Optical HDMI Cable 50ft, CL3 Rated 64Gpbs Ultra High 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Jewels Obsession Gold Baseball Player Necklace | 14K White Gold American Shifter 371605 Shifter Kit (4L60 16" E Brake Cable Clam Boxer Compilation, Vol. 1 Foot Pedal and Power Cord for Brother Sewing Machine, Double lin Standard Abrasives 840437, Quick-Change Surface Conditioning Dis senya Double Layer Inverted Umbrella with C-Shaped Handle, Cute Copper Wire Tree LED Copper Wire Tree Night Light Desk Decoratio Yellow Monster Square Dresser Knobs 1.37 Inch Decorative Pull Ha SETSCZY 2 Pcs Wood Beads Wall Hanging Shelf Board Wood Jute Rope American Shifter 391819 Shifter Kit (FMX 6" E Brake Trim Kit Dip
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with B Adjustable Dividers Separators Be2179 Set of 2 White Plastic Bed Skirt - 100% Cotton 800 Thread Count 1-Piece Pinch Pleated B ALUS- Chess Wooden Chess Set with Felted Game Board Interior for Titat BMS07 Pearl Handrail for Innovaplas BiltMor Above Ground S redcolourful Gray Full Bunk Bed, Storage Bunk Bed, Gray Society6 Boroboro Blue Jean Japanese Boro Inspired Patchwork Shi Clara Pucci 2.0 ct Brilliant Round Cut Solitaire VVS1 Flawless G Custom Weatherproof Yard Sign Salon Hair #1 Outdoor Advertising
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 HSJWOSA Professionally Portable Heavy Duty Large Scuba Diving Sn Shabby Chic Ziegler Francisc Red/Gold Wool Rug - 6'1'' x 9'1'' EZ Tuxedo Panama Flag Men's Long Sleeve Button Down Shirt Vol. 4-Utawarerumono-Drama CD LA LEELA Women's Golf Hawaiian Blouse Shirt Beach Camp Aloha Shi LSM Entryway Hallway Rug, Non Slip Floor Mat Washable Rugs Runne SODIKA 2 Pieces Anti Fatigue Kitchen Floor Mats Non Slip Waterpr American Shifter 514191 Shifter Kit (PG 12" E Brake Cable Trim K Feelyou Girls Coverlet Set Colorful Rainbow Glitter Bedspread Gi YTGBHGNJMJ Bowling for Soup Round Tunic Dirty Pocket, Canvas Fab
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
3pc Duvet Cover Set Queen Size, Groovy Pattern Ultra Soft Double
1 2 3 4 5 Jobber Drill,7.50mm,Cobalt -6 Pack 4 pieces 12 x 18 inch Orange Slippers Placemats, Wipeable Washab 24"x15.4" Vivid Sign New Angel Wings Beer Cute Super Bright Wall Champion Women's All-Over Print Heritage Hoodie Duvet Cover Set Queen Size, Chrysanthemum Simple Letter Pattern TIANMING Little Girls Boys Waistcoat with Cute Bear Ear Sleevele XZGDEN Wigs Hair Wig Blond Deep Curly Wig with Bangs 13X4 Lace F Stainless Steel Silicone Glow Ạṇạ-ḷ Ᵽḷụ-g Beginn Flags Signs Wholesale (6) Rainbow 50x60 Polar Fleece Blanket T
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 Dell PowerEdge R640 8 x 2.5 Hot Plug 2X Silver 4110 Eight Core 2 100% Cotton Activewear for Men, Men's Elastic Coco The Golden Re
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 YYZZH Bald Eagle American Flag Patriotic USA Print Jigsaw Puzzle Z.L.Q Wigs Fluorescent Headgear Luminous Silk Festival Spoof Che
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 CTXmuar Removable DIY 3D Green Plants Trees Dolphins Art Decor K American Shifter 518082 Shifter Kit (4L60E 16" E Brake Cable Cla
Chapter 13 Neural Nets and Deep Learning PDF JUNJIAGAO-Kitchen Wigs Europe and The United States Front Lace B Carriage Bolts 5/16-18 x 2 3/4"- Stainless Steel Carriage Bolt 1
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 Eurasia Handmade Hand painted Lord Krishna Radha Resin Figurin 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 JLiuYi- Bed Car Mattress Camping Mattress for Car Sleeping Bed T 7 8 Ochoos Axial Ball Thrust Bearings F7-17M (7176 mm) Plane Thrust Stephan Roberts Vinyl Chair Mat | Easy Glide Home Office Desk Ma Phoebe End Table, Base Material: Solid Wood, Level of Assembly: New Package of 100 (pcs) 3/8"-16 x 5" Carriage Bolts Grade 5 - P ProSphere Emporia State University Men's Performance T-Shirt (Ga
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 LFF MASSAGE Christmas Wreath,Artificial Wreath,Interchange Woode 13 15-5/8 0 x 1 x .035 x 10/14N Band Saw Blade M42 Bi-metal 1 Pcs
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Left Tail Light Assembly fits Ford Focus Htbk, incandescent, L, zyl Faux Leather Footstool Ottoman Changing Shoes Bench Small Cu 3D Shark 8219 Floor Wallpaper Murals Wall Print Decal AJ WALLPAP 4 Piece Shower Curtain Sets Hand-Print Christmas Tree Include No SIGOUYI Kitchen Rugs and Mats Set of 2, Summer Style Colorful Le SHF Wear Leather Pants, Simulated Pe^NIS and Black Three Rings Y feichang Car Repair Maintenance Car  Pressure Power Washer C Goddessvan Valentines Day Decor Outdoor Garden Lawn Yard Sign wi FESTO, 570229, DGSL-N-16-20-EA
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 GSELKND Hand DIY-Stitched Steering Wheel Cover Fit for Honda Cit 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with P 14K Yellow Gold Mother of Pearl Tree of Life Disc Pendant Neckla Capabes Summer Men's Plus Size Short Sleeve Shirt, Floral Print Design Toscano NG29970 Music from Heaven Angel Playing Harp Gard Roostery Throw Pillow, Floral Flowers Watercolor Spring Plaid Sw 3/4"-10x3" Fully Threaded Carriage Bolts A307 Grade A Coarse HDG WANMAO Chunky Chenille Knit Throw Blanket Soft Large Cable Knitt Universal Steel Stand Holder Station KIT 50” for Office, School, ZXDHNS Photo Wallpaper Wall Mural - Red Christmas Stocking W X H Can You Kick It
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Convergent 4078BL1S 14AWG 2C Solid Shielded Tin Copper Drain Fir MAGFYLY Rock Climbing Rope Blue 9mm Outdoor Safety Rope,High S Jewels Obsession Gold Chais Necklace | 14K White Gold Jewish Cha Dell PowerEdge R630 SFF 8 Bay 1U Server, 1x Intel Xeon E5-2683 V Ceramic Coffee Mug Tea Cup Rose Coffee Cup Mug Crystal Glass Cup HO Freemax Rear Plate Womens LCKJ Fashion Wide Genuine Leather Cummerbund Alloy Pin Buckle Be Nbxypeaus 1Pc Portable Pocket 84mm Golf Tees with Hook Clip for Wall Hanging Simple Easy Painting Ideas Tapestries Home Dorm Wal
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 KM BR8 Right Hand 15º Lead Angle Turning Bit 3/PK (1 Package) Pinklove Four-Piece Set Infinity Love Heart Pendant Necklace Bir Nike Womens Roshe G Womens Golf Shoes Cd6066-500 Size 7 2011 Topps Finest Dual Relics Refractor #72 Freddie Freeman Cert TOYOTA Genuine 63354-60010 Roof Headlining Pad Colectivo Black Tan Whole Bean Coffee, 1 lb Qgg Interior Office Chair Office Chair, Blue Velvet Adjustable H LJJSMG Metal Creative Home Living Room Storage Basket Wrought Duvet Cover Set King Size, Landscape Pattern Soft and Durable Be DunShan Computer Case Mainframe Expansion Case Slot Hardware Bla
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Adlereyire Wall Lights Indoor, Modern Style Home Decoration, Wal
1 2 3 4 5 Genuine Honda 67920-SE3-003ZZ Door Hinge AL Furniture Co. Traditional English Recycled Plastic Porch Swi Heodols Ohto Ai Cosplay Costume Outfit Sunflower Hoodie and Shor S.141571 Carriage Bolt, 1/2'' - 13.00 x 3'' Loft Retro Word Shelf Hanger Clothing Store Wrought Iron Solid W Soft Opaque High-Temperature Fluoroelastomer Rubber Tubing for C QTBH Bagua Mirror Chinese Feng Shui Bagua Mirror,Tai Chi Bagua Custom Graphical Pickguard to fit Fender Tele Telecaster with NO ADLONY Weather Station,Digital Wall Clock,Baby Room Thermometer,
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 Endurax 66" Video Camera Tripod Stand with Camera Backpack Bag f Chunky Knit Blanket Handwoven Soft Cozy Throw Blanket for Bed So
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Evan Fischer A/C Condenser Compatible with 2007-2016 GMC Acadia, Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4603 V
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 Pink Sapphire Knotted Heart Pendant with Diamond (5mm Pink Sapph BCDlily Women Yoga Shorts High Waisted Ruched Butt Lifting Scrun
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: Mosphee Washable Placemats 13"x19" Kitchen Table Mats for Holida (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 Multifunctional Metal Frame Bathroom Table and Stand,Side Corner
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).