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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 DS18 PRO-NEO8SLIM Shallow Loudspeaker- 8", Midrange, Red Aluminu 7 8 Davitu Remote Controls - 3RH1921-1DA11 3RH1921-2DA11 3RH1921-1EA Compatible with Pickup Vacuum Pump 28917ZN by AI selected eCarpet Gallery | Traditional | Ivory Area Rug | 14'0" x 20'0" | ML Kishigo 1610 Brisk Cooling Safety Vest - Yellow/Lime 4XLarge Shipenophy Stainless Steel Portable Pot Set Cookware Set Lightwe
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Artisan Artist ACAM 75 Mirrorless Camera Case 13 xbwy Wall Decoration Photo Mural Wallpaper for Living Room Home
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 SH-CHEN Pilers, Wire Cutters Breaking Nibbling Cutting Glass Bre 10kt White Gold Round Diamond Bridal Wedding Ring Band Set 1/2 C 3 Pieces Bath Rug Set Toilet Seat Cover Life is Sweet Watermelon LONGRING Grade A 4PCS 3.2V 310Ah Lifepo4 Rechargeable Battery 24 Haynes Webber CARB Manual 1 Jelly Roll Patriotic 2.5 inch Quilting Strips 20 Pieces 100% C Verified by SanFlash Ultra SanDisk 64GB Works for HTC Desire 626 Mestemacher Bread Three Grain, 17.6-Ounce (Pack of 6) Electric Heated Blanket Sofa Blanket Knitted Throw Blanket Sofa
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 UNIEVE St. Paul Girl Beer Bar Man Cave Colorful LED Neon Sign Ma 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Co-Immune Support - Formula 19 Anter Instant Camera Accessories Compatible with Fujifilm Instax BLACK KNIGHT RUGS Modern Luxury Hand Knotted Wool Area Rug Grey Rexroth New Aftermarket A10VO45DR/31R-PKC61K05 Hydraulic Piston CGSignLab 2467619_5absw |"Beware of Dog -Nautical Stripes" Premi Wine Rack Whiskey Decanter 12 Chinese Zodiac Shaped Decanter Whi Tea Kettle for Stove top Seamless Tea Kettle for Stove Top Stain ZPEE Pen Holder Creative Animal Resin Pen Holder Cute Pencil Sta 0.9ct Brilliant Emerald Cut Solitaire Aquamarine Blue Simulated Pink Marble Texture Mens Jogger Sweatpants, Unisex Adults Fleece
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Alandar Home Fresh Farm Daisy and Butterfly Bedding Sets Duvet C LXX Single Sleeping Bags Adult Outdoor Hiking Camping Portable L LUSTAR Mini Handheld Vacuum Cleaner Portable Powerful Suction Re XXHY 4pcs Front Rear Side Complete Shock Strut Springs, for 19 Gazechimp Hand Bottle Capper Twin Lever Soda Glass Beer Bottle C Screen Protector for Mimo MBS-23880C-OF (Screen Protector by Box BRDI02628 Bearings Linear Ball Bearings Open Type 25mm Bore Dia American Shifter 445708 Shifter Kit (518 8" E Brake Cable Dipsti Standoff Hex - Female #8-32 x 3/8 (OD) x 1-3/8 (Body Length), Al
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Unimagic Thin Laptop Bag Ocean Animal Mermaid Galaxy Moon Night Reebok Men's Work Out Ready Sl Ss SLD Comp Plutus Brands Plutus ZUN Rise Luxury Throw Pillow, 16" x 16" Black Full-Motion Tilt/Swivel Wall Mount Bracket for Panasonic T Rexroth New Aftermarket A10VO45DR/31R-PRC61K52 Hydraulic Piston Carhartt Men's Relaxed Fit Tapered Leg Jean (Regular and Big and Alao - Last Name History and Coat of Arms from Portugal Print Se Rieker 56067 Women Loafers, Women's Loafers, Grey (ice/ice/staub Ci_Shop Woodworking Lathe Thimble Milling Cutter For Wood Router Pair Set of 2 Front Bilstein B8 Perf + Struts Sport Sus For BMW
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
LHP MTB Wheelset 26" Quick Release Disc Brake 32H Mountain Bike
1 2 3 4 5 12PCS Square Drawer Knobs Crystal Glass 30mm Cabinet Knobs Pull Verified by SanFlash Ultra SanDisk 1TB Works for Sonim XP1520 Bo dailymall Shaving Soap Mug Bowl Suitable For Home, Salon And Tra Raybestos PGD1577M Professional Grade Semi-Metallic Disc Brake P Modern 3D Zion National Park with Kolob Canyon Utah Wallpaper St MUC1308BRZ Bower New Cylindrical Roller Bearing Pbldb 3D Mural Wallpaper Custom Self - Adhesive Marine PVC 3D Fl Pbldb Coffee Beans Map Wall Mural Unique Design Photo Wallpaper Ochoos K626829 Radial Needle Roller and cage Assemblies K-Type N
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 3D Pattern Leaves 3313 Floor Wallpaper Murals Wall Print Decal A Yzhmm Floating Wall Shelves Door Drying Rack Storage Rack Withou
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Plans to Give You Leather Place Mats for Dining Table Set of 6,W Carriage Bolt, 7/16-14, 2-1/2 in, PK25 (3 Pieces)
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 Trance Rave Best 16 "Gender Neutral Symbol in Black and White" Wind-Resistant Outdoo
Chapter 13 Neural Nets and Deep Learning PDF Sun Shade Installation Kit Stainless Steel Awning Sail Fixing Ha Paint by Numbers Kits Idyllic Fruit Lemon Harvest Green Leaf Bik
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 ZJING Down Pillow, High-Elastic Super Soft Plush Support Bed Pil 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 Halloween Decorations, Halloween Pumpkin Ghost Figurines Decorat 7 8 Car Window Sun Shade Front Rear 4 Piece Magnetic Privacy Sunshad Lunch Bag And Backpack Combination Pack Funky Quirky Roses Scale "ATM Inside -Basic Navy" Heavy-Duty Outdoor Vinyl Banner Adult Princess Belle Cosplay Costume Women Ball Gown Dress Team Golf NCAA Purdue Boilermakers Mascot Golf Club Headcover, F
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 ZHMJ Safety Glasses with Clear Anti Fog Scratch Resistant Wrap-A 13 Digital Alarm Clock Cat's Footprint for Bedrooms Kitchen Office
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ZHYYDS Women's Roller Skates PU Leather High-top Roller Skates Y JENCH Bumper Cover Compatible with 02-03 Lexus ES300 Base Sedan Live at the 100 Club Harlotte Natural Rattan Plant Stand for Indoor Outdoor Flower Po ProSphere Alpha Epsilon Pi Men's Performance T-Shirt (Structure) Wet Clutch Shoe Carrier + Gasket + Slugs Kit for Hisun 400 All M Panihari Vidarikand/Vidarikand Safed Powder/विदारीठVBNHGF Sculptures Statues Ornaments Figurine Collectible Figurin Kingston GO! Plus Works for LG LMX120 512GB MicroSDXC Canvas Car
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Gaming Mouse Pads Oversized Glowing Mat Cool Mobile Suit Gundam 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 ASDDD Decorative Book Holders Metal Hollow Desktop Organizer Boo 3.25ct Square Emerald Baguette cut 3 stone Solitaire Accent Natu CRTTRC Solid Tablecloth Decorative Imitation Linen Table Cover R KM 4-1/2" x 7/8" 24 Grit Resin Fiber Abrasive Disc 10/PK (1 Pack Dazzling Minimalist 1.25 Carat Pear Cut Affordable Ring, Diamond Verified by SanFlash Ultra SanDisk 64GB Works for BLU C6 MicroSD Ultra-Slim Black Flat/Fixed Wall Mount Bracket for Samsung UN55H Mix Juice Memorial Album: Best of Flexible Steering Coupling Steering Column Motor For Hyundai Son United Abrasives/Sait 6" X .045" X 7/8" Ultimate Cut Proprietary
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Berserk Folding Stool,Portable Chair Folding Camping Stool for O Replacement For Dell Xr693-6 Battery By Technical Precision Hot Water Bag 1pc Hand Warmer Hot Water Injection Storage Bag To Hose Vanity top porcelain lavatory with an overflow. Unfinished back. Janet Collection 100% Virgin Remy Human Hair HD Natural 13x4 Lac No Game No Life Animes Black Face Masks Adult With Filter Pocket ADSEA Chunky Knit Blanket,Oversized Warm Thick Hand Knitted Yarn Trump Won We All Know It Microfiber Beach Towel Quick Dry Travel
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 FVDHJD This Will be The Best Tool When Your Friend is Away, high Fantasy Bondage Tape - Red (Package Of 5) Automatic Bop 3 Zjxxm Custom Wallpaper 3D Photo Mural Marine World Dolphin Shark MOMO MOD.07 350mm (13.78 Inches) Leather Steering Wheel w/Brushe Turkish Cymbals Rock Series 13-inch Rock Beat Hi-Hat Flat Hole R New Era Men's 11427466 Crystal Money Tree 2 Pcs Gold Candlestick Holders, Candle Holder Macrame Hanging Wall Mirror,Retro Green Mounted Art Decorative M Sickspeed 4 Pc Red/Polished Spiked Aluminum Locking Lug Nuts Whe
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Rexroth New Aftermarket A10VSO28DFR/31L-PSA62K52 Hydraulic Pisto
1 2 3 4 5 Animation - Gundam Build Fighters Try 4 [Japan DVD] BCBA-4652 Verified by SanFlash Ultra SanDisk 1TB Works for Alcatel OneTouc Women's Deluxe Mermaid Costume efohana AP18C8K Laptop Battery Replacement for Acer Swift 3 SF31 Pressure Washer Sewer Jetter Kit, 5800PSI 15 Meters Drain Cleani Pet Leads Leashes Dog Pet Collar Stainless Steel Chain 32mm Widt Laundry Basket WGZ Hamper Household Dirty Clothes Storage Basket XKSJWY Kitchen Curtains Simple Colorful Artistic Paw 79X84 Inch KHSM Swingarm for S-uzuki GSR600 2006-2010 8MM Motorcycle Swinga
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 American Touch Up | Automotive Touch Up Paint for 2015-2020 Acur LHHYY Wall Stickers Kids Nursery Animals Tree Lion 3D Mural Deca
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Metal Collections Titanium Men's Bracelet w/Mesh Designs (Length 18k Gold Princess-Cut Diamond 4-Prong Solitaire Pendant (1/5-1 c
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 ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with V Bear Village Screen Protector for Galaxy J7 2018, Anti Scratch,
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: BBUU Rustic Wrought Iron Storage Ottoman Bench,Faux Leather Sto (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 25 Pack Farmhouse Rustic Cabinet Handle in Matte Red Copper, 128
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).