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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 8'2 x 10 Hand Knotted Gray Turkish Oushak Oriental Rug G10965 7 8 Genuine OEM Right Turn Signal Light Lens for Mercedes 0999067401 EBC - Yellowstuff Front Brake Pads DSWDAA GYYARSX-Sofa Stool Foot Stool Storage Ottoman Living Room Swede-O 21712R Multi-Sport Ankle Brace, External Strap, Retail P "I Survived; Now I'm Living." Head Bandana/Neck Scarf.
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Cinematic Titanic Presents: The Wasp Woman 13 HJRKMX Flower of Life Sacred Geometry Man's Short Pants Short Pa
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Clara Pucci 1.76 Brilliant Princess Cut Solitaire Accent Stunnin Skull Adults Travel Business Laptop Backpacks Unisex Work Backpa HRKDHBS Painting by Number Kits Adult Leopard Animal DIY Acrylic N\O Anime Unspeak-able Bedding Twin Size Japanese Bed Set 3pcs B Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2623 V4 4-C Zooplan Liquid Dispenser Liftable Stand for Public Portable Liqu USA Gold Plated Commemorative Vietnam Memorial Coin Collectible ATTENTION! PASSAGE PIÉTONNIER 3D Graffiti 204 Wall Paper Print Decal Deco Wall Mural Self-Adhe
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 HWCUHL Art Wall Mural – Self-Adhesive Canvas Wall Stickers Carto 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Fun World Crimson Countess Costume Small/Medium Essex Large SLR Case with Rain Cover and Screen Protector for Ni Diamond2Deal 10K White 4 mm Half Round Light Wedding Band Ring f Monitor Arms Monitor Stands Wall Mount Monitor Stand Arm Extra LSAILON 4pcs K620487 K620486 ES800601 ES800600 Front Lower Contr Verified by SanFlash Ultra SanDisk 1TB Works for Gionee Elife S HARD EDGE DESIGN Unisex Living In New York with Florida Roots Sw SignMission Designer Series Sign - No Parking, Fire Lane with St light strip bedroom Window Curtain Fairy Lights,Mains Voltage Storia Di Nino
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Altinay Meerschaum Tobacco Pipe 101-1177 2000ml Glass Carafes Pitcher High Temperature Resistance Iced Te Ekena Millwork CM23ACPWS Acanthus Twist Ceiling Medallion, 23 5/ Silver Sequin Leather Placemats, Set of 6, Waterproof, Heat Resi LUNCA LCD Screen and Digitizer Full Assembly for Oppo Find X Pre In The Hot Seat Dandelion Plant Pink Laptop Backpack,School Laptop Backpacks Com Aohi WXQ-XQ Stainless Steel Portable Bidet Toilet Taps Kit-Stain Quillow (Quilt/Pillow Combo) Folded Star Quillow KK11 Amish Hand
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 CTCAUTO Stainless Steel Manifold Header Up Pipe Exhaust Fits for 3M (Cut and Grind Wheel) Cut and Grind Wheel T27 Quick Change 28 Disney's Little Mermaid Costume - Teen/Women's Standard Size Ochoos F5-10M F5-11M F5-12M F6-11M F6-12M F6-14M Axial Ball Thru JOHN DALY Autographed Hand SIGNED 1995 ST. ANDREWS PGA GOLF FLAG Parts Accessories Hawkeye Little Pilot8547; 4 Built in DVR/III 3/4 Carat (ctw) Diamond Cross Pendant Necklace in 14K White Gold WXL Bathroom Dirty Laundry Basket Plastic Laundry Basket Dirty C Liny PROTAURI Women Christmas Costume, Mrs Santa Claus Cloak Vel 6x10' POW/MIA Battle-Tough All Weather Nylon Outdoor Flag - Doub
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
ZXDHNS Wall Murals XXXXL - Halloween Props Self-Adhesive Wall Ar
1 2 3 4 5 feiren Cute Sun Cloud Plush Pillow Stuffed Soft Creative Plush S Realistic Math Chalkboard Parasol Compact Rain Umbrella RainWin LHHYY Wall Stickers Nature Beautiful Lake Mountains 3D Decal Wal Rohde Women's Mules JFEDMN Wall Art Murals Poster Decals Eiffel Tower Christmas Tree SYYUN Wall Sticker Wall Sticker Soldier 3D Fake Wall Sticker Art 10 x 13-28 Blue Prism FSC Open End Catalog 500 envelopes/Box DNA High Performance Air Filter for MV Agusta F4 1000 (10-13) PN Puccy Privacy Screen Protector Film, Compatible with ViewSonic V
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 ZYF Walkers for Seniors Rollator Walkers Crutches Aluminum Alloy Hand Woven Theme Series 6123 Candy Apple Vinyl Tablecloth 54" X
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 YAZXHJAZ Travel Laptop Backpacks Grim Reaper Moon Night Crow Dea Inflatable Sẹxy Loveðóḷḷ Fun 41.5" Tall
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 HDBUBALUS Motorcycle CNC Air Filter Air Cleaner Intake System Fi Hand-Woven Tapestry Scandinavian Bohemian Style Soft Hanging Bb
Chapter 13 Neural Nets and Deep Learning PDF Yuehuam Litter Pan Semi-Closed Cat Collapsible Portable Travel L Susany 7 Piece Outdoor Conversation Set White Cushioned 2 Middle
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 YYL Office Chair Mat Top-Grade Soft PVC Transparent with Slight 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 Verified by SanFlash Ultra SanDisk 1TB Works for Samsung SM-A500 7 8 Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4640 V Gazechimp 2pcs Throttle Cable Wires (12FT), Throttle Control Cab Lantern Decor Aquarium Poster Traditional Chinese Lanterns Hangi BaiJaC Umbrella Small, Travel Umbrella Windproof with 46/56 Inch ERA Paints Automotive Touch Up Spray Paint Kit for Mercedes-Benz
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Design Resin Keycaps Switch Mechanical Gaming Keyboard Colorful 13 POCREATION 6 Tier Flower Rack Plant Stand Shelves,Natural Wood F
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 HGNN Magical Girl Lyrical Nanoha - Fate Testarossa 180 x 60cm Pe 14k Yellow Gold 2.8mm Diamond Cut Rope Chain Necklace, 24" One 339-2900 12 Volt Starter Motor Gp Fits CAT 242B 3392900 Rachmaninov: Pno Ctos / Rhapsodie Sie Un Theme Hand That Heals / Hand That Bites Nike Men's Dri-Fit Textured Polo Grey/Black Size XXL Gimi di Lighter, Vol. 2 (Hotta Fire) Solid 14k Yellow Gold Diamond Cut Rope Chain Necklace 20"-30", 2 Nador
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Kingston GO! Plus Works for 512GB Samsung Samsung Galaxy Tab 3 7 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Welcome Reception Down (18" X 24") Yard Sign, Quantity Discounts ZHOUXIAO Vintage Ceramic Oil Dispenser Bottle for Kitchen,Small CGSignLab 2471480_5absw_18x12_None |"Super Sale -Classic Navy" P VHNBVHGKGHJ Engine Cover Cylinder Plastic Cover Fit for Husqvarn wdcv Men's Denim Coat Nostalgic Long Sleeve Top Color Blocking H ProSphere Tau Beta Sigma Men's Performance T-Shirt (Zoom) 41DE40 Calicomfy Hand Made Serapi Design Bamboo Silk Area Rug for Home, ESD Shoes Required in This Area No Street Shoes Allowed Sign, AN adidas Women's Comfortable Woven Track Suit Pants Chunky Knit Blanket - Multicolor Grey Chunky Knit Throw Blanket
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Hardtop Quick Removal Thumb Screw Fastener Kit Metal Tie Down D- Dell PowerEdge R630 8X SFF 1U, 2X Xeon E5-2650Lv4 28-Core 1.70 G MMMRRTIME Fashion Colored Burgundy Lace Front Wigs Human Hair St Custom 25 oz h2go Montana - 72 PCS - .99/EA - Promotional Prod FUNCOCO Napkin Ring, Napkin Rings Set of 4,Metal Napkin Buckle H Cosmic Sky Bedding Set Comforter Soft Queen Size Cover 3 Piece S Starter - Compatible with 2007-2010 Honda Odyssey 3.5L V6 Flexovit 7" X 1/8" X 5/8" - 11 FLEXCEL 24-60 Grit Aluminum Oxide Rexroth New Aftermarket A10VSO71DFLR/31L-PSC42K04 Hydraulic Pist
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Transforming Technologies GL4501T, GL4500 Series Gloves, Finger DR MERCOLA Magnesium L-Threonate Capsules, 90 Count, 30 Servings (1200 pcs) 1/4"-20 X 2-3/4", Carriage Bolts, Round Head, Square 1.8 Ct Certified Lab Created Emerald Wedding Ring, 0.32 Ct Diamo Accuform MADM867XL, 7" x 10" Notice Safety Sign"Restricted Area Hometu Lovely Mini Combination Lock with Scalable Cable - 3-Digi Super Virgin Virgi-Nity Rocks Large Capacity Zip Backpack Bag La Adamanta 8GB (2x4GB) Laptop Memory Upgrade for Toshiba Qosmio X7 Duvet Covers Red 3D Flowers Bedding Sets 53.1x78.7 inch with Zip Exacompta 9650E Diary with Stitching 27/38 80 Pages
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Halloween Sugar Skulls Daypack Set of 2, Backpacks and Lunch Bag
1 2 3 4 5 Gsypo Cushioned Anti Fatigue Kitchen Mat, American Country Style Double Coil Pickup Set of Vintage Alnico V Electric Guitar Picku #8-32x1/2 Inch F/T Machine Screw Round Head Phillips/Slotted Com American Shifter 406821 Shifter Kit (4L60E 10" E Brake Cable Cle Nintendo Switch Lite (Gray) Bundle with Super Smash Bros. and 6A Luomo Occidentale Dongdexiu LCD Screen and Digitizer Full Assembly with Frame for Der Deutsche Hitmix 2005 Best of: Big Mountain
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 Set 50pc "green emerald" heart rhinestone charms DIY Crafting by AURELIOR Abstract Blended Feather Lines Handle Pull, Cabinet Han
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 QJIAHQ Modern Fish Waterproof Wall Stickers Home Decor Bedroom N PictetW Insect Moth Female Car Seat Cover,Universal Cozy Car Sea
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 Synvy Privacy Screen Protector, Compatible with Dell Monitor 23. Hynix Original 32GB (4x8GB) Laptop Memory Upgrade for Select Del
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: AO-06063 Handmade Jewelry Coconut Tree Large Size Pendant Ball B (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 adidas Performance Men's Pureboost Running Shoe
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).