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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 10kt Yellow Gold Womens Round Diamond Wave Stackable Band Ring 1 7 8 AB Catalytic 44407 - Direct-Fit Catalytic Converter (Non C.A.R.B 2000Pcs Puzzles for Adults Teens (Forest) Jigsaw Puzzles 2000 Pi Corolado Spare Parts, Engine Camshaft for Honda Gx340 Gx390 188F VSK-S15-15U-T, AC/DC Power Supply Single-Out 15V 1A 15W 8-Pin Brewing Carbonation Cap, Durable Stainless Steel Carbonate Cap,
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 American Shifter 356339 Shifter Kit (C6 10" E Brake Cable Trim K 13 American Shifter 354427 Shifter Kit (PG 8" E Brake Cable Clamp T
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Rexroth New Aftermarket A10VO45DFLR/31L-VUC11K52 Hydraulic Pisto American Shifter 379308 Shifter Kit (4L60E 23" E Brake Cable Dip ALANGUO Apron Household Kitchen Waterproof and Oil Proof Apron K American Shifter 371091 Shifter Kit (AOD 16" E Brake Cable Trim Verified by SanFlash Ultra SanDisk 64GB Works for Xiaomi Redmi 1 Champion Kids Clothes Sweatshirts Youth Heritage Fleece Pull On XUESDJMN King Duvet Cover with 2 Pillowcase 3D Simple Silver Sup Personalized Pit Bull Quilt, You are My Sunshine Halloween Decor Cubavera Men's Standard Retro Color Block Panel Short Sleeve But
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Womens Halloween Costumes Hooded Robe Lace Up Renaissance Costum 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 LoveinDIY Folding Cot Sleeping Compact Guest Bed Office Lounge 1.55ct Round Cut Halo Pave Solitaire Split Shank Accent Natural TK Classics FLORENCE-02a Protective Cover Set, in Grey Grey Holiday Decor Kitchen Dining Table Conference Table Place Mat Fa Indian Crafty Vibes Phantom Silk Saree Floral Embroidery Back De Carriage Bolts Round Head Square Neck Full Thread A307 Steel Bla LKDF Crystal Clear Table Cover Protector Waterproof PVC Protecti Luxury Bath Towels Quick-Dry Absorbent, Party Pines and Watermel 1.54ct Emerald Round Cut Pave Halo Split Shank Solitaire Accent Axis Communications - 0406-001 P3367-V | 5 MP, Day/Night, Fixed
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Personalized Lion in Black and White Blue Eyes Bedding Set 3/4pc Inori Yuzuriha Large-Capacity Lightweight Printing College Schoo BIBOZHAO 4PCS Set Shower Curtain,Toilet Lid Cover Sets with Non- Benchtop LCR Meter 1mHz to 5.5MHz, NF Corp. ZM2376 Compatible With Kawasaki KVF Prairie 700 Seat Cover #MGG14518 Fei Mei Picnic Basket Multipurpose Bamboo Picnic Hamper Gift Pac Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4607 V Ambesonne Underwater Storage Toy Bag Chair, Funny Seahorse and C Samuiyorudakara
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Simple Modern 30oz Tumbler with Flip Lid and Straw Insulated Sta Beige Dotted Cloth Regal Style 4 Piece Premium Low Back Auto Sea LHHYY Wall Stickers Film and Television Roles Wall Art Sticker M 2.87" - Survivor LED Flashlights, Streamlight Tigi Bed Head Colour Combat Dumb Blonde Tween Shampoo Conditio 5L SPECIFIC LL01 FE 5W30 Filter Motor Air Oil Change kit Compati 12 Packs Kitchen Cabinet Knobs,Animal Gray Rhinoceros,Pulls Cupb Kimisoy Hooded Sweater For Boys Gymnastics Warm Girls Coat Soft Reli. Masking Film, 10 Rolls Bulk (90' x 72") - Masking Plastic ARTSHOWING Anti Fatigue Kitchen Rugs Set 2 Piece Plants, Waterpr
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Liyuzhu for Galaxy Tab S5e 10.5 Inch 2019 SM-T720/SM-T725 Cute P
1 2 3 4 5 PanYFDD Stretchable Black Glossy Silver Mirror Chrome Vinyl Film DOZOBEEDI Bookshelf S Shaped Bookcase,6-Tier Bookshelf Free Stan MOMO Tuner Black 350mm (13.78 Inches) Leather Steering Wheel w/B Kirklands Scented Room Spray (Eucalyptus Leaves) Barber Glass neon Sign #10384 Made in USA L-ELEGANT Whimsical Garden Statues Peeker Creative Funny Props Y Andreas TRT-129 10 in. Blue Plaid Round Trivet44; Pack of 3 Anatolian 12" Ambient Hi-Hat Regular Jutdopt Painted Peacocks Spread Wings Leather Ladys Shoulder Cro
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 AAHPH Grass Wall Stickers DIY Deer Animal Wall Decals for Kids B Diamond Bezel Pendant Necklace L
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 The White Brand Women's Heels Open Toe Sandals ppl Solid Wooden Floating Shelf - Kitchen Worktops - Wall Mounti
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 HHF Maintenance Kits 1/4 3/8 1/2 Torque Meter Preset Ratche Span 0.9ct Brilliant Marquise Cut Solitaire Natural Sky Blue Topaz Id
Chapter 13 Neural Nets and Deep Learning PDF Skateboards Laptop Sleeve Bag Durable Computer Laptop Carrying S Replacement For Chevrolet/Chevy Hhr Year 2006 Parking Light By T
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 Halloween Card with Skull and 3 Piece Bedding Set Washed Soft Qu 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 DIY 5D Diamond Painting Kit for Adult/Kid Large Size Gorilla Ani 7 8 New Holland Boomer 2030, Boomer 2035, T2210, T2220 Tractor Works Wallpaper Gold Leaf Tropical Plant Background Wall Decoration Pa 18k Gold Round Diamond Solitaire Bezel Set Pendant (1/5-1 cttw, SNW16-2 11/16 Linkbelt New Adapter Accuform FRMGNF403XP Safety Incentive PENSEZ PENSEZ NOTRE OBJECT
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 1 CT Classic Halo Stud Earrings with Citrine and Diamonds (AAA Q 13 HJSHG Kids Sleeping Bag Closeup Keel Billed Toucan Rain Forest N
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Searching for Ecstasy: The Rest of the Rascals, 1969-1972 Guoguocy Motorcycle Cover, Compatible with Motorcycle Cover Duca dxzsf Candlesticks Light Luxury Simple Candle Holder Crystal Gla Furniking 3 Black MDF U-Shaped Floating Wall Display Shelves Boo WZCUICAN Antique Bathroom Accessory Set Ceramic Metal Chrome Fin ASSR Artificial Flowers Leaf Faux Ivy Expandable/Stretchable Pri LaaVoo Fish Line Couture Hair Extensions Remy Straight Fish Line MuswannaA Placemats and Table Runner Set for Dining Table Tropic Startor Honkai Impact 3rd Theresa Apocalypse 2/Way Tricot Pillow
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Rexroth New Aftermarket A10VSO71DFLR/31R-PPC11K08 Hydraulic Pist 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 RobinEllis Opeth Men Long Pants Casual Sweatpants Drawstring Tro Moker AMI MMI Bluetooth Car Kit - Compatible with Audi A3 A4 A5 Women's Mini Dress, Summer Dresses for Women Womens Dresses Dres CGSignLab |"Garage Sale -Chalk Corner" Premium Acrylic Sign | 36 Nature 3D Double-Sided AdhesiveWallpaper Photo of a Forest with ProSphere Lambda Alpha Upsilon Men's Performance T-Shirt (Camo) Dr.Sprayer Wigs European and Fashion Wig Gradient Three Strands DBS UK Table Lamps Desk lamp European-Style Table Lamp Bedroom B Bonamaison Coasters - Set of 4 -Premium Absorbent MDF - 9x9CM (E Chunky Knit Blanket Knit Blanket Throw Chunky Handmade Cable Bul
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Printed Sofa Protector Covers Living Room Elastic Stretch Slipco CGSignLab 2465341_5absw |"Ice Cold Beer -Chalk Burst" Premium Ac 1.37ct Brilliant Princess Cut Solitaire with accent Designer Gen ERA Paints Automotive Touch Up Spray Paint Kit for Subaru Imprez BIC Marking Permanent Marker Fashion Fine Point 8-Pack (Pack of Mobeka Colorful Color-Emitting Luminous Rabbit Ears Wireless Hea Mighty Max Battery 6V 12AH F2 Compatible Battery for APC Back-UP Ambesonne Cartoon Bedspread, Cat Tree Various Kitties on The Bra Squire Handmade Updated Farmhouse 9' x 13' Area Rug
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Society6 Minimal Christmas Tree Decor #buyart by Nileshkikuuchis 1.45ct Brilliant Round Cut Solitaire Pink Simulated Diamond CZ I Book Mark Metal Bookmark, Bookmark with Pendant and Tassel,R JzyhNzd for Mazda5 PREMACY 2011 2018, car Dashmat Dash Mat Sun S WUMODDS Jelly Animal Shapes Backpack Purse for Women Medium Size 12'4 x 15'3 Hand Knotted Beige Modern Oushak Oriental Rug G10072 lovecarnation Women's Sexy Long Sleeve Crew Neck Sequin Clubwear Persona 4 Golden Adult Children Backpack Bag Shoulder Bag Postma Daesar 18K White Gold Necklace with Pendant for Women Bamboo 0.0 !!! Medium Weight Rayon Stretch Spandex Jersey Knit FABRIC-5YARD
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Berkemann Women's Clogs Mules Health Care Professional Shoe, 8
1 2 3 4 5 ML Kishigo 1516 Black Series Black Bottom Safety Vest - Orange M Endangered Species Philautus Surrufus Camping Folding Stool Oxfo Mens Polyester Half Cushion Crew Socks Sickspeed 24 Pc Blue Capped Aluminum Extended 60Mm Locking Lug N WGZ- Cake Stand, Fruit Plate, Home Living Room Coffee Table, Can Clhhsy Waterproof and Removable Custom Wall Mural Wallpapers 3D Lexmark Brand Name Return Program Magenta 2.3K YLD CS CX 317, 41 Tremco 116 Vulkem Polyurethane High-Performance Sealant, Almond Dewalt - Bi-Metal Reciprocating Saw Blade Merchandisers 9 Sku De
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 Golden South Sea Cultured Pearl Pendant with Flame Motif (10mm G American Shifter 344189 6" E Brake Cable Clevis Trim Kit Dipstic
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Patriot Signature Line 8GB (2 x 4GB) 288-pin DDR4 PC4-17000 2133 1.17ct Marquise Cut Solitaire split shank Halo Natural Sky Blue
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 Cool Lion Print Quick Dry Towel, Microfiber Quick-Drying Towel, ProSphere Pepperdine University Girls' Pullover Hoodie, School S
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: Euro-Contemporary Pull (10 Pack) - Hickory Hardware 4" Length Tr (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 window Heavy Duty Sun Shade Sail Waterproof,Rectangle Shade Cano
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).