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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 ProSphere Seton Hall University Men's Performance T-Shirt (Geo) 7 8 14k White Gold Round 0.88 Dwt 2mm Polished 7/8 Dwt Diamond Etern ZPTECH Drawer Organizers Underwear Organizer Storage Box Bra Soc Jewels Obsession Silver 3D Pine Cone Necklace | Rhodium-plated 9 [2 Pack] Synvy Anti Blue Light Screen Protector Compatible with Ambesonne Moroccan Bench Pad, Vintage Hand Drawn Style Ottoman T
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Voyoo Macrame Curtain,Room Divider Door Curtains,Bohemian Room D 13 Meliodas Seven Deadly SinsSoft Floor Animation Fun Blanket Moder
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 TH XHome Aquarium Décor Backgrounds Happy St. Patrick's Day Pat Bullard S71HYR Standard Full Brim Hard Hat - Ratchet Suspension GLEEDSG 1Pair Car Bonnet Hood Trunk Tailgate Lift Spring Support Artist's Hand Multifunctional Reclining Hydraulic Barber Chair S Chongyang Drains Square Linear Bathroom Floor Cover Stopper Show For Girls Handmade Gift Hinduism Lord Shiva Glass Cabochon Penda MKVRS Chess Wooden International Chess Set Acrylic Black and Whi Insulated Lunch Bag For Women Men, Reusable Lunch Box For Office PENGHU FDBB Hot Underwear Strap Anti-Slip Double Sided Tape Clot
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Cisco UCS B200 M4 SFF Blade Server UCSB-B200-M4, 2X Intel Xeon E 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 AOHMG 90% Sun Shade Cloth with Grommets, Blue Fabric Cloth Sun-B Chamak-Dhamak.com The Macaroons Hand Embroidered Rectangle Squar ZHJING Storage Shelf Finishing Rack Kitchen Toilet Bathroom Shel Kingston 512GB Samsung SM-N986U1 MicroSDXC Canvas Select Plus Ca SuperMicro SuperWorkstation 7037A-i with X9DAi, 2X 2.4GHz 10-Cor Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4603 V Veri SanDisk Ultra 512GB MicroSDXC Works for Nubia Z11 Max by Sa Make Auto Parts Manufacturing - Left Hood Hinge For Honda HR-V 2 Veri SanDisk Ultra 64GB MicroSDXC Works for HTC Polaris by SanFl 12 Packs Kitchen Cabinet Knobs,Bunny Peacock Flowers,Pulls Cupbo
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Scream Anime funny Laptop Backpack 16.5Inch Backpack Laptop Bag Pokémon Cartoon Backpack School Bag With Lunch Bag Set Combinati LIN-X Anti Demon Ninja Asagi Anime Hugging Body 2 Way Tricot 160 Yamaha Red Line Clutch Kit YFM 400 Big Bear 4WD 2000-2001 ATV/UT KATARINA Prong Set Diamond Anchor Infinity Pendant Necklace in G Blue-9 Buckle-Neck Balance Harness, Fully Customizable Fit No-Pu Cairn Terrier Red Wheelchair Doogie Collectable Figurine EGG New York, Kai Pant DAYINGTAO Re:Life In A Different World From Zero Anime Blanket R
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Rose Mạssạging Toy Upgraded 3-in-1 Rose Sucking Toy for Wome Puermto Chrome Steel Front Bumper Kit Compatible with 2003-2006 arrowsy BBQ Charcoal Grill Folding Portable Lightweight Barbecue SMLZV Automatic Yogurt Maker,One-button Manipulation Glass Liner ZPEE Modern Decorative Sculpture Sculpture for Your Patio Yard GYZX Bathroom Hair Dryer Rack Free Perforation Wall-Mounted Bath Tarity Cartoon Fishes Soft Sided Pet Carrier Airline Approved Do xbwy Custom 3D Undersea World Dolphin Coral Wall Mural for Kids Pretty Odd jijunpinpai Stainless Steel Cooking Tools, 304 Stainless Steel S
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
DIY 5D Diamond Painting by Numbers Kit for Adults Kids Bamboo
1 2 3 4 5 JDMSPEED 20 Pcs Red CNC Billet Aluminum Fender Washer Engine Bay HLWJXS Hanger Creative Coat Rack, Wall-Mounted Vintage Solid Woo CRTTRC Nordic Style Round Tablecloth Simple Waterproof Restauran NTN CYLINDRICAL ROLLER BRG (N212G1) CHUNYI Stretch Recliner Chair Loveseat Sofa Slipcover,Recliner C YHA 2pcs Front Suspension Struts Absorber Shock Complete Assembl Because I Love It.More Rush Dance Variety Special Ocassions Stripes Baby/Toddler Leg Wa Yuanfang NUE Mountain Bike Wheel Set Front and Rear Wheel Set 26
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 YellowMaps Port Alexander D 4 AK topo map, 1:63360 Scale, 15 X 1 G.G.Martinsen Purple Notebook Computer Keyboard Membrane Protect
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 0.6-1.3m Wide Green Leaf Carpet Hallway Floor Mat, Hard Wearing Beabes Front Auto Car Seat Covers Lemon Fruits,Vintage Jungle Fr
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 FMOGE Towel Warmer, Curved Multi-Layer Electric Towel Rack Wall Grey Floral Traditional Distressed Over-Dyed Oriental Tebriz Are
Chapter 13 Neural Nets and Deep Learning PDF BJLWTQ Step stool Folding Bamboo Creative Multi-Function Househo 12 Packs Kitchen Cabinet Knobs,Stripe Pink Blue Sea Line Geometr
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 BOJI 12Meter/Pair Black White Hook and Loop Adhesive Fastener Ta 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 YSYSPJM Hugging Pillow Soft Hugging Pillow Cute Teddy Bear Plush 7 8 LCNING Wig Wigs Loose Wave Headband Wig 100% Brazilian Human Hai Tiea Engagement Ring Wedding Band Bridal Set 14k Real Gold Solit 1000 Sẹẹds Scárlẹt Fláx Flọwẹr Sẹẹds Fọr Plántá» SUOFEILAIMU-PHONE CASE Metal 45/55/60 Degrees Dovetail Milling C Xcelite LN54GV Thin Long Nose Plier with Green Cushion Grip Hand
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 VCNRJCUN Easy Care Duvet Cover Funny Crocodiles Abstract Palm Tr 13 Round Blue Sapphire Solitaire V-Bale Pendant with Diamond in Pla
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Shreem85 Steering Wheel Cover Steering Wheel Covers Mesh Leather YellowMaps Taylor SE NE topo map, 1:24000 Scale, 7.5 X 7.5 Minut ACCL 7Ft Cat6A UTP Slim Ethernet Network Booted Cable 28AWG Purp 3D Naruto Anime Bedding,Duvet Cover, Polyester Fabric with Invis Sports Parts Choke Cable 05-146-10 ZXDHNS Photo Wallpaper - Removable Wall Mural - Green Animal Fro Freshwater Cultured Pearl Pendant with Diamond Swirl (10mm Fresh Canon Water Resistant Matte Polypropylene Paper, 115gsm, 6mil, 3 Personalized Cigar Humidor in Black with Free Engraving
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 COSMOING Gun Flashlight Compact Tactical LED Rail Mounted with Q 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Callisto Pull - Chrome (5 Pack) B075669-CH Belwith Keller 5" Len SILVER SEA EMPIRE 1 1/5 Ct Oval Round Cut Sapphire Cubic Zir CDsport, Professional Basketball Backboard, Suitable for Outdoor ZYYJ Ylqlbs Fashion Metal Stylish Car Car Keychain Silver Color LED Ring Light 8" with Tripod Stand and Flexible Phone Holder fo COLORSUM Microfiber Bath Towel High Absorbent Farm Ocean Compass OneHoney Thanksgiving Gnomes 3 Pieces Bath Rugs and Mats Set, No Beard Shaver Portable Mini USB Electric Car Trimmer Beard Hair S 14K Yellow Gold Madi K Bow Screw Back Stud Earrings Shipenophy Microphone Mount Stand Microphone Stand Shock-Absorbi
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 NEWMIND Universal Manual Head Car Manual Stick Gear Knob Lever S Rinse Ace 4175 Handheld Power Sprayer System Showerhead Black Me HALASCP Vintage Wooden Chandeliers 6 Lights Industrial Hanging L Men's Zipper Leather Jacket with Hood Long Sleeve Thick Warm Win 8 Pcs Coasters for Drinks Absorbent Ceramic Coasters with Cork B M-is-s Ko-ba-ya-sh-i'S Dr-ag-on Ma-id Steering Wheel Cover Unive YJFENG Transparent PVC Windows/Doors Partition Curtain, Waterpro FAG NU217E-TVP2 Cylindrical Roller Bearing, Single Row, Straight QYXY 1pcs Front Left Side Axle Shaft for NCV37548
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Ping Bu Qing Yun Dust Cover, Air Conditioner Cover, Hood, Vertic SKEJHG Gang za Leather Car Central Armrest Armrest Storage Box B DRAGON SONIC Kids Dance Costumes,Girl Long Sleeve Performance Lo 782ST Series Modern Round Area Rug 6 Feet for Bedroom, Non-Shedding Low-Profi Folding Shelf Bracket, Wall Mounted Desk for Dining, Room, Study pot Hand-Woven Large-Capacity Courtyard Storage Basket, Home Sto Tgnk Five Sun Umbrellas, Sun Protection and Anti-Ultraviolet Umb ERA Paints Automotive Touch Up Spray Paint Kit for Mazda Mazda3 New Aluminum Bull Cow with Chef Hat Standing by A Menu Board Sta
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Remo Emperor Black Suede Drumhead, 16"
1 2 3 4 5 Reserved Parking Sign Resident Parking Only, Violators Will Be T Baosity Set of 6pcs E/B/G/D/A/E for Acoustic Guitar Strings Acce Friday Night Funkin Pico Adult Children Backpack Bag Shoulder Ba PAINTSCRATCH Touch Up Paint Bottle Car Scratch Repair Kit - Comp YIBOZY Laptop Shoulder Pouch 10.1 12 13.3 14 15.6 17.3 Messenger ZWYSL Punch-Free 304 Stainless Steel Bathroom Three-Bar Towel Ra OFFTEK 32GB Replacement RAM Memory for Intel S2600BPSR (DDR4-213 Sweatshirts for Women, Womens Halloween Sweat Shirts Casual Pull 20 Pairs 1.8mm Anti-Slip Nose Pads Soft Silicone Glasses Eyeglas
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 Orion Aohi WXQ-XQ Golden Brass Diamond Ceramic Base Bathroom Toilet Br
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 FlexOVit 6" X 1" X 1" Medium GC80 Silicon Carbide Type 1 Bench G SIGOUYI Kitchen Rugs and Mats Set of 2, Minimalist Solid Color P
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 Natural Prenite Heart Briolette Beads|6-7mm Tear Faceted Beads f Anal Wearable 10 Speeds Heating Prosate Massager with Remote Und
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: FlexOVit 4" X 2" X 5/8" 60 Grit Aluminum Oxide Unmounted Flap Wh (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 Trotters Women's Monarch Slip-On Loafer, Black, 7 W US
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).