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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 Arch Memory 4 GB 204-Pin DDR3 So-dimm RAM for Lenovo ThinkPad X2 7 8 Fuel Pump Complete Module For Polaris RZR XP 4 1000 Built Before TouchUpDirect EB Ebony Black Compatible with Kia Exact Match Tou Casual Athletic Socks Funny Cotton Crew Adult Teen Long Socks On Fashion PolyPort Twin-Pocket Portfolio, Polypropylene, Assorted, Ethnic Elephant Duvet Cover Set - California King ( 106x96 in ),
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Society6 Dark Olive by Temas14mk on Water Bottle - 12 oz 356 mL 13 Electric Towel Warmer Stainless Steel Electric Towel Warmer, 6 B
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Replacement Value Fuel Pump Module Assembly JЕЕР DОDGЕ СНRYSLЕR PBJ Atlantic Blue Touch UP Paint Pen American Shifter 492827 Shifter Kit (6" TH200 E Brake Cable Clev American Shifter 475598 Shifter Kit (4L6023" E Brake Cable Clamp FHMYCSQ 3D Wallpaper Sticker Stadium Bunker Tree Sun Wall Art Mu 3D Square Pattern 8277 Floor Wallpaper Murals Wall Print Decal A Stainless Steel Height Adjustable Infusion Stand, 5 Rollers, 4 H American Shifter 365382 Shifter Kit (4L60E12" E Brake Cable Clev Aibesy PETG 3D Printer Filament 1.75mm Dimensional Accuracy +/-
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 MAILESPET Sofa Slipcovers Stylish Modern Pure Color Sofa Protect 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 The Luminous Lamp Electronic Has A Small Temperature Alarm Clock Xyanzi Mini Fridge Single Door Mini Fridge,20L Family Car Dual-u 5/16-18X1 1/2 Carriage Bolt Grade 8 Fully Threaded Zinc Yellow ( Best Album-Kita Terminal WOSHISHEN Personalized Custom Name Genuine Soft Leather Backpack 1/2"-3/8-16 x 5" Coarse Thread Socket Shoulder Screw Nylon Pelle Laundry Baskets Trolley Cart Bathroom Clothes Toy Storage Hamper Petco Brand - WholeHearted All Life Stages Grain-Free Turkey Rec Mural Wall Mural Photo 3D Animal Zebra-250x175CM chx Cotton Linen Fabric Art Pillow Thickening Living Room Sofa C
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 NBK Japan MJC-80-EWH 22mm to 7/8 inch Jaw-Type Flexible Coupling Kellogg's Raisin Bran Cereal, 76.5-Ounce Box Have a Problem Cont 12mm 925 Sterling Silver Love Heart Photo Locket Pendant Necklac Flags Poles And More US Coast Guard 8ftx12ft Nylon Flag 8x12 Mad Daesar Drapes for Bedroom 2 Panels, Darkening Curtain for Bedroo Celicious Privacy Lite 2-Way Anti-Glare Anti-Spy Filter Screen P EMIAOTO Fuel Pump Module Assembly Fits Ford Transit 2.2 TDCi 181 VICXYY Office Wall Cabinets - Corner Floating Desk with Shelves Verified by SanFlash Ultra SanDisk 1TB Works for Vivo V11 (V11 P
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Hailia Creative Yoga Skull Figurines Creepy Personalized Hallowe HSJWOSA Commendatory 1:120 DIY Wooden Assembly Sailing Ship Mode AP.DISHU Macrame Wall Hanging Tapestry Wall Decor Handmade Cotto 1pcs Safety Portable Hanging Type Safety Belt Cutting Knife Seat Adler PowerWriter MDRF Courier 10 Printwheel (OEM) Dr. Dolittle Triple Feature DVD Set (Eddie Murphy) (Kristen Wils BACC63BP24D61P10 - Circular Connector, BACC63 Series, Straight P Nature's Blend Chewable Calcium 500 mg, 100 Tablets (Pack of 2) Simple Modern NCAA North Carolina AT Aggies 30oz Cruiser Tumble Custom 0.60 CT Peridot Cluster Certified Diamond Open Circle Hal
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
GJF Door Stepping Mats, Bathroom Absorbent Mats, Bedroom Carpets
1 2 3 4 5 Accuform, MLMR818GX, 6" x 6" IMO - Safety Sign Fire Control Equi ProSphere Theta Xi Men's Performance T-Shirt (Camo) DC5B4994 (XX Durable 651310 Index Dividers with 20 Embossed A-Z Tabs/Universa Diamond Painting Kits for Adults,Diamond Art 5D,Paint Diamonds D Brady People ID 505-WSR-RBLU, Royal Blue Wrist Coil with Split R Hydrographic Film Water Transfer Printing Film Hydro Dipping Dip Rexroth New Aftermarket A10VO45DFR/31R-PWA62K40 Hydraulic Piston ALGFree Round Table Cover Rattan Furniture Covers Waterproof Tar 120+ Sẹẹds Frạgrạnt Crạnbẹrry Vịncạ Flowẹr Sáº
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 Flag of The Canary Islands Rectangle Table Cloth, Oil Proof Spil Beach Towel,for Sports Gym Travel Yoga Camping Swimming Round Ta
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 ProSphere Butler University Men's Performance T-Shirt (Gameday) Style Unisex Lightweight Daypack Bag Bookbag Rucksack Meshuggah
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 Ok Karen Man's Pants Shorts Sport Cool Shorts Large Area Rugs 4' x 6' Modern Throw Carpet Floor Cover Nursery
Chapter 13 Neural Nets and Deep Learning PDF Lysee Screws - 25/50pcs M1.2 M1.4 M1.6 M2 M2.5 M3 Mini Micro Phi Auto DN 2x Front Outer Steering Tie Rod End Compatible With Fron
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 PC Desktop Stand Computer Desktop ATX Case CPU Steel Rolling Sta 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 Fiesta Street Corn (18" X 24") Yard Sign, Quantity Discounts, Mu 7 8 Automotive Armrests for Ibiza 6j Car Armrest Single Layer Retrac 14k Gold 4-Prong Basket Cushion-Cut Diamond Solitaire Pendant (1 NO Shirt NO Shoes NO DICE - Vintage Retro T-Shirt Capabes Men's Pocket Stitching Stand Collar Denim Long Sleeve Sh 10" Ring Light Mirror with Tripod Stand and Cell Phone Holder Di
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Spartan Liners Custom Car Floor Mats for Jeep Compass 2007-2017, 13 N\C Non-Trace Aluminum Triangle Storage Shelf Corner Space Stora
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Caulking Tools, 3 in 1 Silicone Caulking Finishing Tool Kit(stai 3 Pcs Anime Duvet Cover Set Jujutsu Kaisen Bedding Set Comforter BESPORTBLE Tassel Wooden Bead Wall Hanging Stand Wall Hanging Or BNTECHGO 20 Gauge Silicone Wire Spool Red And Black Each 1000ft American Shifter 502942 Shifter Kit (AOD 10" E Brake Cable Clamp XMZFQ Drawer Organisers (Set of 3) Fabric Wardrobe Organiser Fol Sterling Silver Rhodium White Topaz Earring Jacket Dr. ColorChip Road Rash Automobile Touch-Up Paint Kit, Compatibl Free Tool Kit Gloss Pearl White to Purple Car Vinyl Wrap Self Ad
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Kiyonna Women's Plus Size Whimsy Wrap Dress 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Game Night Aged to Perfection Custom Whiskey Glasses Black Cig Kuber Biotic Natural Babool Bark Powder | Babul Powder | Acacia Battery Replacement for L16C4P61 Yoga920-13IKB80Y7006GIX,Yoga920 dell inspiron 1545 fan RedlineGoods Shift Boot Compatible with Volvo S70 1997-2000. Bla LSAILON 6pcs Inner Tie Rod Ends Lower Ball Joints Outer Tie Rod XKOEY Glass Shelf Bathroom Corner Rack Wall-Mounted Shower Rack Vintage 1/3 CT Certified Tanzanite Cluster Statement Symbol Pend Household items Lifting Drawing Table, Multifunctional Art Drawi HNU 1 Piece Casual Classic Style Pearl White King Blanket Contem
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Map of Philippines Lunch Bags Two Compartments Insulated Picnic New Norse Mythology Thor God of Lightning Bust Figurine Sculptur Mens New York Baseball Embroidery Hooded Sweatshirt Casual Hoodi ZOSUOO Multi-Colored Duvet Cover Set, Halloween Carved Pumpkins NGLKJUS Colored Marble Car Seat Covers,Printed Front Seat Covers Wssmsy Mens Fashion Casual Short Sleeve T-Shirts 3D Print Summer Kunming~ Skull Pile Peace Sign Car Seat Covers for Front Vehicle Headlamp Adjuster Mounting Kit JUN-STORE CMM-Y LM30UUOP Linear Motion Bearings (2 Pcs) LM30 LM
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Club Trax 2 Onforu 80W LED Dusk to Dawn Security Lights, 7200LM Exterior Flo 1.50 ct Heart Cut Solitaire split shank Natural Sky Blue Topaz G Advancey 2 Pieces Anti-Slip Kitchen Mats Watercolor Painting Yel Hand-painted Brazil Rio De Janeiro Dessert Plate Decorative Porc Fox Outdoor Products Enhanced Fleece Tactical Jacket SUEWIO Phosphor Bronze Acoustic Guitar Strings Set, Custom Light ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with N Tales From a Book of Yestermorrow Clip in Hair Extensions Golden Brown 14-24 inch Remy Human Hair
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Luxury Cotton Towel Set - Rice Weave 100% Cotton 6 Piece Set wit
1 2 3 4 5 13" Cat Tree Play Tower with Linen Circular Ring Modern Cat Towe Clara Pucci 4 Brilliant Emerald Cut Solitaire Accent Halo Stunni ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with H Diamond Wish 14k White Gold Round Solitaire Diamond Pendant Neck Diamond Painting Kits for Adults,Full Drill DIY 5D Diamond Art C Shop Chimney 3'' Top Plate for VFT VG Liner Systems MOVTBA Folding Stool Stool Folding Camping Sweet Cute Colorful B 1.16ct Brilliant Pear Cut Solitaire with accent Flawless Ideal V YBYB Carpet Classical Style Rectangular Carpet Comfortable Polye
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 SanDisk Ultra 512GB MicroSDXC Verified for Verykool Leo Jr. s400 Blueangle Fun Giraffe Towel Wrap with Dry Hair Cap Headband fo
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Arie Senza Voce: Dramatic Soprano 20867206 EMBLEM 12.182
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 Aquamarine Necklace, Wire Wrapped Crystal Pendant, Gift for Her, #10-16 x 1/2 Thread Cutting Screw Phillips Flat Head Undercut Ty
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: Placemat Christmas Decor For Home Placemat Waterproof Table Mats (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 LIRRUI Bathroom Faucet Brass Basin Faucet Cold and Hot Water Mix
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).