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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 Harpy Motors 12oz Aerosol Automotive Spray Paint Compatible with 7 8 HSWYJJPFB Binoculars Telescopes 8x26 Low Light Level Non-Infrare gotor XF14 mm F2.8 8R XF18 – 55 mm F2.8 8 – 4R LM OIS LH – xf185 Wall Decal Vinyl Sticker Space Camp Insignals Wall Decal Vinyl S WSZJJ Paper towel holder - Paper Towel Holder Wall Mount Count Mount-it! Height Adjustable Full Motion Two Monitor Computer Des
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Catstudio Minneapolis St. Paul Embroidered Decorative Throw Pi 13 Chris Brown Travel Laptop Backpack,Business Durable Laptops Back
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 xbwy Mural Wallpaper Scenery for Walls Ocean Seabed Cave Cartoon Lucky Boxes MysteryBlind Box, Blind Box Equipped with Various El IPCW LED3-303CB - Bermuda Black LED 3rd Brake Light Deep Tissue and Muscle PênÄ«s pá¹³mp Soothing Massage Balls are Women's Human Hair 3D Bangs Hair Extension Clip In Fringe Hair F Carriage Bolts 1/2-13 x 6" - Carriage Bolt Zinc Plated A307 Full Camping Stool Easter Eggs Mini Folding Chair Portable Stool for Crocheted Baby Beanie with Pom 1.9ct Brilliant Princess Cut Solitaire Light Sea Green Simulated
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 RS-0125, WS-125 Spirolox External Retaining Ring, Medium Duty, 1 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 KXVV Pull-up Bar Door-Frame Pull-Up Bar and Chin Up Bar Upper B Blue Purple Tie Dye Duvet Cover Set Dark Tie Dyed Bedding Blue P Davitu Electrical Equipments Supplies - 49 models DIY Micro USB XiaoCha© Green Gamepad Fitness 3D Self-Adhesive Wall Stickers, W Blue Orange Purple Coffee Table Rug Mandala Coffee Table Mats fo CHUFZSD Paisley Seamless Pattern Highly Accurate Smart Fitness S Rainbow Drops XL Size MegaPress adapter, 1/2" x 1/2" Liye Cellphone Spare Parts Dynamic AMOLED Material LCD Screen an frenma Plug in Pendant Light Chandelier Nordic Full Brass Chande
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Kingston 512GB Samsung Galaxy Xcover 2 MicroSDXC Canvas Select P BQEYZ Spring2 HiFi in-Ear Monitor,IEM Equipped Advanced Hybrid T Muslin 2 Panel Room Divider Matsuyama Keiko Zenkyokushu Fuel Pump Driver Module Compatible with 14-17 Audi Volkswagen Mo Mixing Valve,Brass,3-1/4in ch-AIR Game Chair Swivel Chair Office Chair, Ergonomics with Foo OFFTEK 32GB Replacement RAM Memory for Asus WS C422 Pro/SE (DDR4 Diamond Bridal Two Rings Set Solid 14k Yellow Gold Ladies 3-piec
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Anti Fatigue Kitchen Mat Set of 2Tableware Beauty Fruit mangos N 25 Séẹds Vélvét Quéén Bláck Sunflọwér Sééds Flọwérs Gárdén Charm Pendant Supply - Jewelry Making DIY 925 Sterling Silver Vi LOVIVER Bent/Straight Stainless Steel Party Bar Cocktail Drinkin Pet Dog Clothes Dog Clothes, Wedding Dress Skirt Puppy Clothing, Alina Natetkova - Food Fabric - Berry Good Packed Cherry Leave Diamondrensu Elegant 3.31 CTW Radiant Cut Hidden Halo Pave Color Black Balloon / Naked Revvies Energy Strips | Tropical Hit | 50 Strips | 40mg Caffeine JINLI-CASE Rennen 2pcs SBR16 L 450mm Linear Bearing Rails + 4pcs
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
3 Lívẹ Plạnts Bluẹ / Purplẹ ~ Vạndạ Orchíd ~ V. Pạ
1 2 3 4 5 WJSM Motorcycle Accessories 7/8'' 22MM Handlebar Grips Handle Ba DIY 5D Diamond Painting by Numbers Kit for Adults Kids Village Diamond2Deal 10K White 3 mm Half Round Wedding Band Ring for Wom American Shifter 482783 Shifter Kit (4L60 23 Swan E Brake Cable Pumpkin Spice Orange Leather Hide, Fabric by The Yard Western Star Rockabilles 1 OE Replacement Bumper Face Bar RAM PICKUP-RAM-2500 TriJewels Round Lab Created Pink Sapphire 1/2 ct Womens Solitair Service Caster Brand 5 Inch 316 Stainless Steel Light Duty Expan
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 Wall Murals,Custom Wallpaper Mural HD Bird Magnolia TV Backgro Clara Pucci 2.6 ct Oval Baguette cut 3 stone Solitaire Accent St
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Sanctuarie Designs Women's Plus Size White Flapper Supersize Hal N/ A Decorative Mural- Colorful Flowers in The Alley 3D Photo Wa
Chapter 12 Large-Scale Machine Learning PDF Part 1:
Part 2:
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PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 12 ELEGANI Drinkware Stemware Wine Glasses for Holiday Parties an SHENGC Gloss Black Universal Car Rear Bumper Diffuser Splitter S
Chapter 13 Neural Nets and Deep Learning PDF me!Humanity Character Boys Toddler T-Shirt (Pilot, 3T) Lift Support Struts for KIA Cerato Vivro (BD) 2019-2020 Front Ho
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 SoundArtist HB-M HiFi Audio Music Receiver Bluetooth 5.0 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 Rexroth New Aftermarket A10VO45DR/31L-VPC12K68 Hydraulic Piston 7 8 Yoga mat Geometric Cute Size: 80x183 cm Fitness mat exercise mat Replacement For Chevrolet/Chevy Prizm Year 2009 Rear Side Marker CLYZ Solid Acacia Wood 5-Tier Bookcase 35.4" Wooden Book Shelf O NNZZ Wall Decoration, Woven Tapestry Art, Wall-Mounted Flower St Ochoos [QTY10] K202617 (20x26x17 mm) Metal Needle Roller Bearing
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Sunny Tape in Hair Extensions Human Hair Platinum Blonde #60 Rem 13 A Taste for Death [ NON-USA FORMAT, PAL, Reg.2 Import - Netherla
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Replacement Parts for Huq Top Loop Shaft Handle for Honda Gx35 H Princess Paradise Deluxe Swaddle Wings Rexroth New Aftermarket A10VSO45DFLR/31L-PWA62K01 Hydraulic Pist OcuteO Compact Small Mini Umbrella Automatic Pretty Women Vintag Storm Xtra-Grip Right Hand Wrist Support, Black, Large by Storm Day of The Dead Waterproof Gazebo Curtains, Make up Artist Girl One Way Out Bugatchi Men's Classic Fit Spread Collar Long Sleeve Sport Shirt Ayaaa Improved Folding Stool, Light and Stable, Portable, Collap
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 YZJC European Table Clock Living Room Round Retro Clocks Bedroom 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Jendco - Bilingual Safety Sign: Eye Wash 14" x 10" - SBMFSD423VA Artificial Bonsai European-style Modern Simulation Small Potted Ryan Jonathan Fine Jewelry Sterling Silver Cubic Zirconia Pendan Wuyuana Guitar Neck 1pc Left Hand Electric Guitar Neck 25.5 inch Funny Cartoon Planet Leather Table Mats Set of 6 Washable Heat I InterestPrint Scary Cerberus Men's Spread Collar Tops Short-Slee 1.89ct Brilliant Round Cut Solitaire Halo Flawless Ideal VVS1 Si Adult Fun Toys Leather Nylon Plush Set QWERTYUKJ Chunky Knit Blanket Handmade by Soft Knitting Throw Wa Solar Light LED Solar Light Outdoors for Garden Decoration Batte
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 BVTQKQUH Girls' Big SOCKSHOSIERY, Black, Women Shoe 5-7.5 / Wome knobelite Kitchen Hardware 30 Pack Drawer Pulls Acrylic Crystal Make Auto Parts Manufacturing - ACADIA 07-12 HOOD MOLDING, Chrom 40-45 Gallon Repro Trash Bags - 2 Mil 100/Case (2 Cases) CRTTRC Polyester Jacquard Tablecloth Hotel Wedding Banquet Party Plutus Brands Rabbit Fur Throw Pillow, 102 x 116, Gray/Ivory/Cha Schluter Kerdi-Line Shower Kit with 36 x 55 Inch Tray, Offset Dr QWERTYUKJ Chunky Knit Blanket Soft and Huge Throw Thick Giant Ca Customized Name 3D Cap Hat Skull Girl Cap Text Name Customized C
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 SANGDA Portable Charcoal Barbecue Grill, Foldable Stainless Stee PN CLWB-250-12-4 CUCMP 250k 45DEG 9/16 T UL CSA (Pack of 1) Under Armour Women's Running Shoes Naladoo 2/3 Tier Hanging Shelves for Wall Window Plant Shelf I Drum Tuning Wrench Portable For Drum Lovers For Any Drummer(DK-0 JINLI-CASE Rennen 2pcs SBR16 L 300mm Linear Bearing Rails + 4pcs TENGL Designer Handbags for Women Leather Luxury Ladies Crossbod AQUATROL 741ED-M2L-275 Series 741 Safety Relief Valve, 275 psi, Uncle Johnny Front Bumper Bar Chr Cap Bracket Valance W/Tow Fog DIY Tray Silicone Resin Mold Fruit Snack Epoxy Resin Mold Craft
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
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1 2 3 4 5 Waterproof Custom Wallpaper Wall Painting Cats Nordic Flowers Si goldenwarm 6-1/4in Cabinet Handle Nickel Dresser Drawer Pull - L Mighty Max Battery 12V 12AH Battery Replacement for Eaton Powerw InterestPrint Floral Lady Men's Hawaiian Short-Sleeve Summer But Partitas Pour Orgue á¹¢ex Thiṇgá¹£ for Ạduḷts Ṃẹn Ṗleαsurẹ _ Spōṭ á ZzhQT BBGS Wall Panels, Self-Adhesive 3D Wall Sticker, Children' Kastar 3-Pack Battery Replacement for Sony CCD-FTX Series CCD-FX Great American Products Texas Longhorns 24oz Insulated Powder Co
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 Savinelli Eleganza 207 Smooth Tobacco Pipe WHEEJE Bathroom Shelf Wall-Mounted Rail Bathroom Rack Bathroom R
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 ZFCMIAO DIY Doll House DIY Miniature Furniture Wooden Dollhouse As-hni-KKO Fashion Travel Notebook Backpack, 3D Printing Handbag
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 Clhhsy Waterproof and Removable Modern Simple White Flowers Butt Watercolor AbstractExquisite custom printed school or office Bac
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: Compatible with Ipad 10.2 Inch Bluepoint Mitted Ragdoll Cat Hat (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 Car Front Seat Covers,Watercolor Geometric Exotic Flowers Car Se
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).