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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 Shahbanu Rugs Hand Knotted Organic Wool Farsian Tabriz Vintage C 7 8 WANGJ Garden Ornaments Outdoor Garden Decoration Angel Statue Re Plutus Brands Jagged Fringe Double Sided Luxury Throw Pillow, 16 Breeze Decor Welcome J Initial House Flag Dowel Set Monogram Spr Philips - CDM100/PAR38/SP/3K 24144 CCK30/C2LW33VG004 - SKF - Spherical Roller BRGS - Factory
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 30 Holes Punching, Adjustable Effort Saving Portable Manual Hole 13 Black White Galaxy Backpack For Men,Laptop Travel Backpack For W
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 SOURCE NATURALS C Corn Free Non-GMO 1000 Mg Tablet, 60 Count My Hero Academia Outdoor Folding Chair, Folding Stool, Can Be Us Wrist Rest Cute Pig Mouse Pad for Office Laptop with Wrist Rest DerBlue Jewelry box Jewelry case Jewelry Organizer Box for Women Metal Furniture Legs Industrial Dining Table Legs,Black Cast Iro KAMIZE Beetlejuice Casual Backpack Travel Laptop Backpack Multi- Microfiber Super Absorbent Beach Towel Lightweight Sand Free Qui NANITHG Large Floor Mat Carpet Anime Pixie Yellow Non-Slip Runne Nissan Genuine 82152-ET030 Door Panel
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 The Mule (Region 3 DVD / Non USA Region) (Hong Kong Version / Ch 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 WERTYU 12 Inches Steel Tongue Drum 13 Notes Worry Free Drum for Accuform MADC801XL, 10" x 14" OSHA Notice Safety Sign"Authorized NEW Front and Rear Genuine Brake Pad Set Kit for BMW E46 328Ci 2 FMOGE Kitchen Bathroom Sets Floor Drain/Washing Machine Floor Dr For Hitachi Excavator EX120-5 EX130-5 EX135YR-1 EX150-5 Isuzu En Bulk Name Tags | Blank Name Tags | Silver, White, Black and Red Women Y2K Oversized Zip Up Hoodie Sweatshirt Long Sleeve Baggy C Bonyak Jewelry 14kt White Gold Garnet Mozambique White Sapphir JTZR Outdoor Patio Furniture Covers, Oxford Thick Waterproof Wea Vintage Posters Element Bedding Set Comforters Duvet Cover Set
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 eCarpet Gallery Large Area Rug for Living Room, Bedroom | Hand-K CAIMEI E27 1 Light Pendant Light Fabric Metal Lampshade Ceiling Car Interior Replacement Parts 5/6 Speed Chrome Gear Shift Shift Panin 4/10 Pcs Wooden Egg Cup Holders, Kitchen Breakfast Egg Hol INVACHI Men's Slim Fit Winter Warm Short Woolen Coat Business Ja LINGLING Container Sets |Glass Containers With Locking Leak|Proo American Shifter 531884 Shifter Kit (4L60E 23 Swan E Brake Cable Rexroth New Aftermarket A10VO28DFLR/31R-PKA62K68 Hydraulic Pisto 7 inch Strand of Natural Multi 3.5 mm rondelle Faceted Beads for
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Rexroth New Aftermarket A10VSO71DR/31L-PSC42N00 Hydraulic Piston Mighty Max Battery 12V 12Ah F2 Compatible Battery for APC Smart CHSGJY Pheasant Standing Bird Metal Art Garden Statue Indoor Out TSHAOSHUNHT RC Helicopters Remote Control Helicopter With Altitu Carter's Baby Girls' Layering 127g301 Elijah Owen Tension Curtain Rod 35X59 Inches , Stainless Steel N Newport Brass 233-601 6" Square Shower Drain Grid, Antique Coppe Standard Abrasives 852109, Type 521 Unitized Wheel, 2 x 1/4", 1/ Clara Pucci 1.46 Brilliant Round Cut Halo Solitaire Stunning Gen Tahitian Cultured Pearl Pendant with Flame Motif (10mm Tahitian
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
NFRADFM Fit for Benz GLC Class X205 2014,Rearview Mirror housing
1 2 3 4 5 Synvy Privacy Screen Protector, Compatible with HP Compaq 15-s00 TJLSS High Pressure Handheld Shower Head with ON/Off Pause Switc Thierry Mugler Angel by thierry mugler for women body lotion 7 o Contemporary Home Living Bicycle of Riquewihr Frame Wall Art Han ADHW Bedside Table Modern LED Lighting Nightstand with 2 Drawers Personalized Name Travel Bag Men 15.6 Laptop Backpack for Women Hairdressing Combs 1pcs Portable Professional straight Curly Hai ProSphere Butler University Men's Performance T-Shirt (Ripple) Custom LED Night Light, Personalized Wood Letter Wall Light Engr
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 14x57 Inch Bolster Cylindrical Pillow Insert Form Touch Up Zone Aerosol Paint and Clear - Ford Pale Adobe Metallic
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 In the Mood With 1938 Indoor Bay Window Shoe Bench Seat Cushion 59 inch × 18 inch Farm
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 Active Raid Anime Led Mouse Pad RGB Gaming Mouse Pad Durable Des TE Connectivity Part Number 2-1546306-5
Chapter 13 Neural Nets and Deep Learning PDF FVGKYS Wall Decals Art 3D Custom Poster Mural Marine Coral Fish Cute Penguins in Winter Backpack Light Laptop Bag Sets with Penc
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 Markiplier Art Classic 3d Printed Backpacks Lunch Bag Lunch Box 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 Bishilin Rose Gold Ring 750 Real, Water Drop Wedding Bands Styli 7 8 HelloHelio Instax Mini 26 Camera Case with Cross Body Strap for Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4640 - SEAEAGLE Cartoon Rocket Men's Casual Trouser Shorts Elastic Wais Storage Rack Holder, Bathroom Storage Shelf Heavy Duty Hollowed 14K White Gold 1/10 Cttw Diamond Open Circle with Dancing Diamon
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Ceramic Coffee Mug Tea Cup Mug Cute Girl Large Capacity Glass St 13 Dell PowerEdge T620 Server | 2X 2680V2-2.80Ghz = 20 Core | 128GB
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 CURANI Casual Backpack Venice Grand Canal School Bag Laptop Bag CURT 17131 Replacement Weight Distribution Hitch Shank, 2-1/2-In Reading Glasses Smart Color-Changing Dual-Use for Reading Mobile Kadimendium Wood Storage Shelf, Durable Storage Shelf Pure Natur Replacement Parts for Printer PRTA20577 5Pcs Compatible OPC Drum ZCXBHD Arm Knitting Giant Chunky Knit Blankets Super Soft Vegan N\C News Retractable Stool Folding Chiar Portable Stool Folding Mens Mountain Bike Heartbeat Jogger Sweatpants, Elastic Waist Fl LLNN Tissue Box Cover for Rustic or Farmhouse Decor, Creative 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 14K Yellow Gold Filigree Heart Pendant Necklace with Chain 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Hand Cuffs Ankle Cuff Bondage with Blindfold Restraints for Sex Dynojet Research Jet Kit - Stage 1 1140 Cloth Laundry Basket Bag Large Foldable Dirty Clothes Debris Toy American Shifter 468025 Shifter Kit (FMX 16" E Brake Cable Trim InterestPrint Flamingo Geometric Flroals Short-Sleeve Hawaiian B BINGFANG-W Ashtrays Decorations Art Craft Ashtray Stainless Stee MOUNTAIN PLUMBING BDWUNDISC45/VB Deluxe Finger Touch Bath Waste HDDHDHH Men's Nightclub Long-Sleeved Shirt Gold 1.29ct Brilliant Round Cut Solitaire Natural Purple Amethyst Gem CyCoShower Indoor Doormat Non-Slip with Latex Backing Rug Valent
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Facibom 6Pcs Silver Geometric Hollow Napkin Rings Serviette Hold DongSheng Cuckoo Clock, Cuckoo Wall Clock Natural Bird Voices Or Super Cool Creations Heart Placemat Set, Gold Mirror - Standard Supply Spot offers Compatible CE260X, CE261A, CE262A, CE263A Ton Rexroth New Aftermarket A10VO45DFR1/31L-PPC61K04 Hydraulic Pisto American Shifter 466503 Shifter Kit (518 16" E Brake Trim Kit Di ARTSHOWING Stylish Area Rug, Decorative Non-Slip Carpets for Liv SUOFEILAIMU LM10LUU LM10 LUU Linear Motion Bearing (4 Pcs) Long DDPD Yoga Fitness Thick Non-Slip Soft Cushion and Taste Acupress
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Blue Personalized Paw Print Water Bottles - Sports Football Foreigner Band Travel Laptop Backpack,Business Durable Laptops B Men's Bowling Ball Rolling Jogger Sweatpants, Elastic Waist Jers Disney Frozen Olaf Sven Warm Wishes Ugly Sweater Hoodie Kids Door Cupboard Knobs,Drawer Knobs Pulls Handles,Wardrobe Han JSJJAKM Umbrella Children Umbrella Anime My Neighbor Totoro Cute CYNLLIO Women's Lace-up Platform Boots Block High Heel Zip Gothi Customized Name 3D Cap Hat Hippie Baseball Cap Hippie Van Text N Diamond Painting Large Size Sandy Beach Landscape DIY 5D Diamond YWMM Motorcycle Parts Modification Brake Clutch Anti-Fall Handgu
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
CyCoShower Shower Curtain Sets with Absorbent Rugs,Toilet Lid Co
1 2 3 4 5 Engagement Ring Wedding Band Bridal Set 10k Solid Gold Solitaire Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2687W V3 10 MC14516BDG - 4000 CMOS, SMD, 4516, SOIC16, 15V (Pack of 50) (MC1 Freckled Fawn Refillable Hardcover Executive Notebook (Pink Bows Tablet PC Cases Formula Pattern Horizontal Flip Leather Case for Tripp Lite SMART550USB 550VA 300W UPS PARTAS Sturdy and Durable Bathroom Toilet Brush Toilet Brush Set Case for Ipad Pro 12.9 Pattern Cute Cartoon Hedgehog Baby Protec Ole' Miss Bar Stool Seat Cover
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 Glum Portable Camping Chair, Folding Camping Chair, Small Collap SDHENAILIAN Statues Outdoor Garden Sculpture Garden Miniature He
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 FC-98244 13x18mm 50pcs/lot Natural Stone Stripe agates Oval cabo Black Canyon Red Rose Raspberry Massage Oil, 128 Oz (1 Gallon)
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 Front Rear Genuine Brake Pads Set w/Sensor Kit for BMW E90 E91 E Osg 1600707 - Tap Plug 5/16-18 4 Flt Pack of 2
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: Mod Lifestyles Decorative Pillow, 18" X 18", Aqua (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 Ambesonne Fall Duvet Cover Set, Vivid Watercolor Style Maple Lea
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).