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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 1 Pc of 16/4 CL3 in-Wall 16 AWG Gauge 4 Conductor Bare Copper Sp 7 8 LWSJP Table Cover Rectangular PVC Tablecloth Waterproof Oil-Proo WHITE MOUNTAIN Women's Bayhill Mule High Flow Air Filter Fits 2008 Aprilia RXV 550 Felenny Wall Hanging Shelves with Ropes Storage Decoration Float Mens 3 Piece Suit Slim Fit Stripe Tuxedo Blazer Pants Vest Set
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Goldenoldiesclocks TRUCCHI Beer and Ale Cerveza Lighted Wall Sig 13 INEEDUP 4 Brake Disc Rotots and 8 Ceramic Pads fit for 08-14 Dod
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Mznm Customized 3D Photo Wallpaper 3D Wall Mural Wallpaper 3D Tv Electric Heated Towel Rack Radiator, Space Aluminum Electric Tow Platinum 3mm Round Amethyst .03 CTW Diamond 18" Necklace Car Floor Mat Car Mats Carpet Washable Carpets Safe Travel with Commercial Door Mat Outdoor Entrance Indoor, Rubber Heavy Duty D Wigs For Women 99J Short BoB Wig Straight Colored Human Hair Wig Comforter Duvet Insert Home Quilt Sunflower Bee Vintage Illustra Double Accent 13MM Stainless Surgical Steel Black Rubber Link Bi Fashion Stripe 3 Sweatpants Men's Joggers Pants Stylish Lounge A
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 eCarpet Gallery | Bordered | Brown Area Rug | 9'0" x 9'0" | 3626 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Kuriyama IS400X300 Ironsides PVC Layflat Water Discharge Hoses 5953 BL001, 26 AWG Hook-Up Wire, Alpha Wire Sardines Placemat Leather Table Mats Set of 6 Easy to Clean Heat EXCEART 1 Pair Glockenspiel Drumsticks, Wood Handle Mallets Perc Pbldb Photo Wallpaper Modern Simple Cave Seascape Nature Mural L Vintage Inspired Square Amethyst Ring with Diamonds (10mm Amethy LSAILON 2PC Front Air Struts Shock Absorber Airmatic Suspension For Chevy Spark 2013-2015 Tail Light Assembly Driver and Passeng American Shifter 534752 Shifter Kit (PG 23 Swan E Brake Cable Tr VVBBS CNIxxng Creative European-Style Retro Cast Iron Crafts Wro
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 DEPLEE Wooden Puzzles for Adults Butterfly Wooden Jigsaw Puzzles ZOKOP Portable Washing Machine, 14.3lbs Capacity Mini Twin Tub W Mystery Box, Mystery Box Electronics, Mystery Boxes Random, Birt GemAbyss Beads Gemstone Natural African Amethyst Smooth Round Ba XINGYAO Summer hat Woman Sun Hats Female Bowknot Visor Caps Hand Durable Practical Electronic Digital Caliper IP54 Digital Calipe Beach Chair Towel with Side Pockets, Colorful Chaise Lounge Towe Accuform MGNF970XL, 10" x 14" Aluma-Lite Sign:"Be Careful - Repo Unknown1 White Storage Cabinet 16" X 13.8" 31.5" Transitional Re
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 YMLSD Table Lamps,Indoor Lighting Table Lamps,Bedroom Lamp, Mode Digital Thickness Meter, Automatic Calibration Paint Coating Thi Shin Megami Tensei Pu Leather Rivet Shoulder Bag Handbag School Tisco Ra103Rrb2-Tim Replacement Part For Tractor Part No:Ra103Rr Accuform MPLR562XV, 5" x 7" Safety Sign"Mixed Paper Only", Pack MIOAHD Car Dashboard Cover Carpet Sunshade,fit for VW Volkswagen Drillco 5150A Series High-Speed Steel Regular Length Finishing C KTS Vintage Tiger Charm Bracelet Bangle 361L Silver Color Stainl Heart with Arrow Pendant, 0.78 CT Gemstones, HI-SI Diamond 6 MM OE Replacement HYUNDAI ELANTRA_SEDAN Tail Light Assembly (Partsl
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Halloween outdoor light string Solar String Lights, 19.7ft 40 Ch
1 2 3 4 5 Koolzap For 97-02 E-Series Econoline Van Front Hood Panel Assemb Manley 42315-8 Connecting Rod Twin Bed with Drawers, Wood Bed Frame with Headboard and Footboa Cerlingwee Watch Screws, Glasses Screws, Screws Nuts Tool Kit + YAOLUU Monitor Arms Monitor Stands Monitor Mount Stand Wall-Mo Lurrose Hair Straightener Curling Wand Roll Head Curler Water Ri Yt92Pl@00 Mens Potted Plants Jogger Sweatpants, Elastic Waist Fl Black Clover Auto Center Console Armrest Cover Pad Asta Anime Ca Fantasy House Decor Collection Aquarium 3D Backdrops Hot Air Bal
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 Tauro Carbon Fiber Emblem Set 3pc Front + Rear + Steering Whe JYDQM Wrought Iron Storage Basket, Kitchen Utensil Rack, Househo
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Etnies Men's Cartel Skate Shoe HWCUHL 3D Wall Stickers Mural Blue Sky Seascape Wallpaper Murals
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 Bosal 096-1990 Catalytic Converter L-Shaped Corner Unit with 4 Shelves Corner Wall Shelves Wall dec
Chapter 13 Neural Nets and Deep Learning PDF ERA Paints Automotive Touch Up Spray Paint Kit for Pontiac Wave AFUMMID Golden Leaf Living Room Decorative Paintings Sofa Backgr
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 Outdoor Coat,IHGTZS Men Winter Hooded Softshell Windproof Waterp 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 Neon Signs Lights LED Cute Sweet Cloud Neon Lamp USB Operated fo 7 8 Hydrographic Film Water Transfer Printing Film Hydro Dipping Dip Swig Life Packi Backpack Cooler, Portable, Lightweight, Leak Pro 5/16-18X1 1/2 Carriage Bolt Short Neck Full Thread Zinc (Pack Qt Panduo XYJ Anti Ash Removable Animal Dog Shape Ashtray Car Stora Round Pink Tourmaline Solitaire Infinity Knot Pendant (7mm Pink
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 New Front Turn Signal Marker Light PAIR Compatible with GMC W350 13 Gildan Men's Short Sleeve Crewneck Pocket T-Shirt, White, X-Larg
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Custom 25 oz h2go core - 144 PCS - .99/EA - Promotional Produc Purple Haze 2 OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo Tripp-Lite SR42UBMD 42U SmartRack Mid-Depth Rack Enclosure Cabin Clhhsy 3D Art Wallpaper Custom 3D Photo Wallpaper Abstract Smoke 10'x13'7" Gray Peshawar Serrated Leaves Mahal Design Hand Knotte Rosec Jewels - 1/3 CT Diamond Snowflake Pendant, Gold Snowflake 3D Pattern Texture 8826 Floor Wallpaper Murals Wall Print Decal LLCY Shade Cloth 8-pin Shade Cloth, 90% Shading Rate, Fabric Mes
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 14k 4-5mm Pink Freshwater Cultured Near Round Pearl Necklace 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Tabletop Mirror,Lighted Vanity Makeup Mirror with Stand, Makeup Unknown1 5 Tier Stand Wood Corner Shelf Display Storage Black Mo Clhhsy Waterproof and Removable Custom Mural Wallpaper Forest Ro 50 PCS - 5/8-11x2" Grade 8 Round Head Square Neck Full Thread Ca lqgpsx 10x42 Waterproof Binoculars Powerful HD Telescope LLL Nig Sungmir Car Floor Mats with Trunk Mats Fit for Tesla Model 3 Mod Garden With Sunflowers Book Bag Lunch Bag Combination Universal Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp Rindasr air purifiers for home,Portable Air Cooler, Mini Air C Staedtler 308 Pigment Liner Fineliner – 0.5mm – Pack of 10 – Vio
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Transparent PVC Canopy Sidewall Tent Side Panel, Heavy Duty Wate nobranded Spring and Summer New Women's Solid Color Middle Waist Birds Training Whistle Double Tubes Dog Whistle Pet Training Whi MKXULO Webcam with Microphone USB Video Streaming Web Camera for Customized Name 3D Cap Hat Golf Baseball Cap Our Games Text Name Replacement Value Disc Brake Pad Kit 1.85ct Brilliant Round Cut Solitaire halo Red Simulated Diamond Cha-ins-aw M-anCar Steering Wheel Covers Cute Cover Accessories Gold Wealth Inviting Zodiac Winter Melon Pig Piggy Bank Lucky Fe
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 LUTER 7 Rolls High Temp Tape Heat Resistant Tape Thermal Tape fo Greday Bath Rug 3 Piece Bathroom Rugs Set, 1 U-Shape Toilet Mat Best Cuban Album in the World Ever Screen Protector for Huawei Mate 10, Bear Village 9H Transparent Caulking Gun Pointing Brick Cement Lime Pump Grouting Mortar Spr Clara Pucci 0.50 ct Brilliant Princess Cut Solitaire VVS1 Flawle Diamond Bridal Two Rings Set Solid 14k White Gold Ladies Large E ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with H 1947 Bing Grondahl Christmas Plate - Dybbol Mill CAR-GRAND Universal High Back Reflective PU Leather Car Seat Cov
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Stainless Steel Sink Rack-Stainless Steel Shelf Multi-purpose Sp
1 2 3 4 5 Men African Style Plus Size Blazer Pants Vest Sets Men's Casual TE Connectivity Part Number 1-1734328-2 14k Yellow Gold 6-Prong Basket Round Diamond Solitaire Pendant ( ZXCVASDF Round Transparent Tablecloth, 2mm PVC Plastic Table Clo SXGJQ Tissue Holder Household Tissue Box Creative Magic Cube Tis Background Image School Backpack With Insulated Lunch Bag Kids S XBC Mini Binoculars Sighting Straight Binoculars Retractable Eye Puccy Privacy Screen Protector Film, compatible with ASUS Chrome American Shifter 399412 Shifter Kit (4L60 8" E Brake Dipstick Fo
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 Ochoos 10pcs/lot K242810 K242813 K243017 K252917 K253017 K253216 1.30 ct Round Cut Pave Solitaire Accent Genuine Flawless Natural
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 FHMYCSQ 3D Wallpaper Sticker Personalised Any Name Princess Wall WAKE PRAY SLAY Present For Birthday, Anniversary, New Year's Eve
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 LTHDD Garden Ornaments Piglet Succulent Flower Pot Waterproof Re Ocean Wave Projector, Led Night Ligh with Adjustable Lightness R
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: Bridlington Moroccan Inspired Fringe Pouf, Weight Capacity: 200, (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 BSN Cover-Roll Adhesive Gauze Bandage 2 Inch X 10 Yard
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).