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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 WFW Chinese Bamboo Ceramics Tea Tools Set Teapot Spoon Clip Need 7 8 Rugby Daily-Vite Multivitamin Tablets 1000 Each ppqq Family Versatile Suitable for Indoor Household New Wooden P PLUM PRAWN Stay at Home 17 inch laptop backpack with USB Chargin Buibuhii Leopard Brown Laptop Backpack With Usb Charging Port Fo Pool Cleaner Parts Kit for Polaris 180,280,360,380 Wheel Bearing
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 "Annual Sale -Nostalgia Stripes" Premium Acrylic Sign 13 db Link DBLB8RGB 8 Inch Combination Spot Flood Lighting Pattern
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 TH350 Steering Column Lower Lockout Rod/Column Shift Lower Rod - KM 6" x 1/4 Stringer Bead XL Wire Wheel Brush ENPENGOOD Adult Backpack Pets Life School Bag Student Satchel Ru Kingston 512GB Samsung Galaxy Luna MicroSDXC Canvas Select Plus 10FT Long AC Power Cord Cable Plug for HP Hewlett Packard Plotte NOTUDE Left Side Towing Mirror for Savana 3500 2003-2011 Non-hea MTAPH 2021 Upgrade Folding Portable Toilet with Lid, Travel Toil Dishwasher-Safe Large Colander for Draining - 3 Pieces Kitchen g Statues,Christmas Snowman Sculpture Christmas Decoration Sculptu
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 SUOFEILAIMU LMH10LUU Two Side Cut Linear Bearing 101955 mm (2 Pc 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Storage Basket Sharks Sea Stripe Standing Collapsible Toy Chest Mighty Max Battery 12V 18AH Gel Battery for Dynatech SPF-550-2 U Bikini Area Shaving Stencil, Multiple Shapes Manually Hair Remov Kingston 512GB Alcatel OneTouch Scribe HD MicroSDXC Canvas Selec Photography Accessories Camera Blur Lans DSLR Filter 55 58 62 77 HOT Cup Sleeves Compostable (Case of 1200) Made in USA BORHOOD 6Pcs Christmas Napkin Rings Cute Cartoon Elk Tree Leaves AFFY White Cubic Zirconia Eternity Band Ring in 14k Gold Over St 4-Piece Car Floor Mat Butterfly Couple Car Mat Carpet Non-Slip C Customized Name 3D Cap Hat Love Duck Classic Cap Text Name Custo
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Dainty Engraved Gold Dog Necklace, Gold Dog Charm, 9K 14K 18K Go voloki Portable Parasol Holder Umbrella Stand Fixed Clip Patio U 1.72ct Round Cut Solitaire double Halo Flawless Genuine Natural Plant Stands Flower Stand Bamboo Desktop Small Flower Stand Mult GyLazhuzizyj Hangers, 5 PCS Plastic Hangers for Balcony, Ideal DXIUMZHP Outdoor Décor Sculpture Lawn Decor Simulation Mushroom American Shifter 414109 Shifter Kit (4L80E 12" E Brake Cable Cla Overlord Albedo Anime Ultra-Soft Fleece Blanket Microfiber Blank 6' x 7' Contemporary Stamverband VI Geometric Gray, White and Bl
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 SHANG-JUNS Simple Macrame Wall Hanging Hotel Restaurant Home Mod YUMEIGE Spoon Spoon, Stainless Steel Spoon, Exquisite Guitar Spo SignMission Designer Series Sign - Hotel Parking Only (with Left Dalyn Rug MJ1WH9X13 9 x 13 ft. MJ1 Mojave Rectangle Area Rug44; Rellamily Thanksgiving Holiday Table Runners 13x108inches, Farmh Cattlelac woman's denim jacket size medium pc-030 Chapter-S / Various 10 Inch Ðidḷo Reạlistic For Men - Ðiḷiddo For Woṃen, Suc Allied Titanium 0016859, (Pack of 5) M8-1.25 Pitch X 16mm Socket BINGFANG-W Ashtrays Ashtray Solid Wood/Creative Living Room Asht
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
FuRyiGold DIY 5D Diamond Painting by Number Kits,Crystal Rhinest
1 2 3 4 5 Sickspeed 20 Green 50Mm Aluminum Extended Tuner Lug Nuts Lugs fo Animal Print Usb Charging Port And13-16 Inch Computer Business B Background Image Student Bookbag With Insulated Lunch Box Childr WSIMEI 40cm/50cm/60cm, Multifunction with Hook Storage Shelves, H-rley Quinn Backpack Portable lunch Bag Set Laptop Backpack for Water cup ceramic cup, frosted ceramic coffee mug, mug, gift cup Large Carpet Hand Weave Green Floral Persian Carpet for Bedroom Personalized to My Grandaughter Wolf Quilt Quilt King Queen Twin HJHJ Fruit and Vegetable Washing Machine, Vegetable Washing Mach
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 Clearance Pre-1900 Antique Geometric Vegetable Dye Heriz Serapi ProSphere University of Wisconsin-Whitewater College Men's Perfo
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Rexroth New Aftermarket A10VSO28DR/31L-PKC62K52 Hydraulic Piston Clhhsy Custom 3D Photo Wallpaper Pink Flowers Living Room Tv Bac
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 1 oz Seeds (Approx 3177 Seeds) of Iris sibirica, Siberian Iris F GemAbyss Beads Gemstone 5 mm 18.5 '' Heishi Tyre Shape Beads Nat
Chapter 13 Neural Nets and Deep Learning PDF Cajolg Wall Mount Towel Holder Bathroom Fold Towel Bar Swivel Ba Jendco - Spanish Bilingual Safety Sign 14" x 10" - SBMFSR507XT10
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 Oushiny Unisex Kids' Basic Denim Jacket Cute Kids' Outerwear 2 C 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 Replacement For Bmw R1150gs Adventure 800 Cc Without Clear Lens 7 8 9 Plánts Bụlbinẹ Frụtẹscẹns Hállmárk Orángẹ - Livẹ White Swan Playing in The Water Soft Plush Blanket Bed Chair Sof Rexroth New Aftermarket A10VO28DFR1/31R-PSC62K68 Hydraulic Pisto HWHCZ Motorcycle Covers Compatible with Motorcycle Cover Suzuki YINLAN Snail Sculpture Decoration Garden Snail Statue Animal Dec
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Women's Party Faux Fox Fur Fluffy Jacket Cardigan,Open Front Cro 13 Double-sided Strop Belt, Black Sharpener Belt 30x6.5cm 50x6.5cm
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 SHUNFAYOUXIANGS Wall Clock Ship Anchor Ship Rudder Clock Home Li Black Hills Gold Light Blue Topaz Earrings Gaming Mouse Pads Date A Live Large RGB Mouse Mat Gaming LED Col Large Laundry Hamper Waterproof Laundry Baskets, Wild Small Flow Earring Holder Organizer for Large Long Dangle Earrings Hoops Wa Pear-Framed Triple Diamond Cluster Pendant (2.2mm Diamond) ALOVEUZ Cock Rooster Chicken Hoodies for Kids Boys Girls Hooded GemAbyss Beads Gemstone 1 Strand Natural Black Rutile Faceted Br Clear Tablecloth Cover Protector Oil-Proof Anti-scalding Durable
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Jewels Obsession 14K Yellow Gold Cross Pendant with 18" Necklace 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Ambesonne Japanese Cat Coverlet, Night Star Moon Double Exposure Sex Toyz for Women Sucker Clitorial Stimulator Suction Licking - AOZLOVEC Computer Monitor Riser Desktop Stand ABS TV Rack Displa Custom 20 oz h2go Nexus - 144 PCS - .99/EA - Promotional Prod 1.74 ct Emerald Round Cut Solitaire 3 stone With Accent Red Simu NXFGJ Leather Fabric Grained Faux Leather Vinyl Soft Feel Materi Good Will Hunting Shirt Robin Williams Tshirt 90s Retro Movie Sw Jabetc Wig European and Chemical Fiber Fake Female 14-inch Gray Bonyak Jewelry 18 Inch Hamilton Gold Plated Necklace w/ 4mm Faux Deco TV Frames Alloy Prismatic - German Silver Bezel Compatible
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 OFFTEK 32GB Replacement RAM Memory for Tyan S7103 (S7103WGM4NR-2 zuomo 3Pcs Cute Moon Star Baby Nursery Wall Art Canvas Posters P Hasware Plastic Drywall Wall Anchors Screw Assortment Kit 116PCS Midnight Interaction, Realistic Suction Cup 11 inch New Powerful Wheels Must Be Chocked Before Loading Or Unloading Bilingual Sig American Shifter 534956 Shifter Kit (PG 23 Swan E Brake Cable Cl Rear Ceramic Brake Pads Rotors Kit Set for Chevy Equinox Torre MIXZA Performance Grade 128GB Verified for Samsung Galaxy Tab S7 Flouky 60x90in Stretch Durable Tablecloth,Cotton Linen Dust-Proo
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Quotes Decor Aquarium Backdrop Sticker Heart Shaped Sunshine Mot Carriage Bolt, 5/16-18, 2-1/2In, LCS, PK400 American Shifter 476246 Shifter Kit (4L60E23" E Brake Cable Clam Solar Pathway Lights Outdoor, Solar Powered Garden Lights, Water Clhhsy Waterproof and Removable Photo Wallpaper 3D Seaside Scene Sony RX1R II Case, BolinUS Handmade Genuine real Leather Half Ca Baska Modern LED Wall Sconce Light Fixture Outdoor Light Wall La Replacement Electric Fuel Pump Compatible with Mercedes 1.75 CT Lab Created Morganite Solitaire Ring with Diamond Accent ZVOCY Women's Camouflage Wedding Dresses for Bride Satin Camo Lo
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
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1 2 3 4 5 InterestPrint Car Seat Covers Universal Fit, 2 Pieces Sai Fabrics Muslin 45" Width, Plain Muslin Fabric, Musterd, Can Floating Shelves Wall Hanging Shelves Plant Hanger Wood Floating PVC Table Mats Old World Map Heat Resistant Dining Table Placema 1/2 CT Paraiba Green Lab Created Pendant Necklace, Gold Engraved Pallet Caddy with Wheels, Plant Stand with Wheels Plant Caddy wi Bathroom Safety Handicap Grab Bar, Bathroom Handrails Safety Old Monitor Arms Monitor Stands Triple Monitor Stand 17"-27" Three 1.14ct Round Cut Pave Solitaire with Accent VVS1 Ideal Fancy Red
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 Food Fruit Dehydrator Dryer Machine Fruit and Meat Dryer, Remova VITICP Adults Kids Wall Stickers Decals Peel and Stick Removable
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Olive oil dispensing bottle Vintage Olive Oil Bottle Small Soy S KDKDA Back Surface Car Travel Inflatable Mattress Air Bed Campin
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 House of Sand and Fog : Widescreen Edition Jewels Obsession 14K Yellow Gold Elephant Pendant with 18" Neckl
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: SMD64155 - Size : Legal - Smead Hanging Folders - Box of 25 (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 RAINBOWLINENS Luxury 650 Thread Count Egyptian Cotton Classic Ta
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).