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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 DDSYJ 3D Wall Stickers Party Bowser'S Wall Decal Game 3D Sticker 7 8 Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2667 V3 8-C SAN1742025 - Color : Assorted (Aqua, Black, Blue, Green, Lime, R 3 Pieces Bath Rug Set Toilet Seat Cover Summer Fruit Red Waterme Flowers Indoor Area Rug, Rectangular Felt Floor Rugs, Bedroom Ca MUSEDAY Durable Contour Rug Toilet Lid Cover Rug Set for Showe
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 LAIDEPA Traditional Wooden Chess Game Luxury Foldable Chess, Sui 13 Owlike 24/ 60cm Desktop Christmas Tree Ornaments Mini Green Desk
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 InstallerParts Ethernet Cable CAT6A Slim Cable UTP Booted 0.5 FT HZLXF1 4 Motorcycle Carburetor Repair Kits for Suzuki GSXR400 GS Ambesonne But First Coffee Bedspread, Monochrome Ornamental Grap Pbldb Photo Wallpaper Murals 3D Tropical Rainforest Elephant Gre Hood Hinge Driver Left Side LH Hand Compatible with GMC Acadia 2 lovediyxihe Grain Container Rice Box Storage Container Rice Buck Genuine OEM 58302-D4A75 PAD KIT-REAR DISC BRAKE / 58302D4A75 for Ambesonne Rock Music Bedspread, Vintage I Love Rock and Roll Slo Dell PowerEdge R630 8 Bay Server, 2X E5-2683 V4 2.1GHz 16 Core,
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Genuine 5344059125 Hood Lift Support 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 adidas Boys Firm Ground Predator Freak .4 Agatha Ruiz de la Prada Sterling Silver round orange, lilac and Antique 0.60 CT Round Shaped Aquamarine Rings, Certified Blue Ge Headband Wig for Black Women Deep Wave Curly 100% Human Hair Wig Rain Umbrella Dog Man Bedding Set,Character Heavy Rain Water Des Home Soft Things Ballys Throw with 2 Pillow Shell Combo Set, 60" Punch-Free Towel Rack Creative Round Bathroom Towel Rack Kitchen LUOWAN Bedding Set of 3 (1 Cover, 2 Bed Pillowcase Without Sheet RedlineGoods Leather Shift Boot+ebrake Boot Set Tailor Made for Verified by SanFlash Ultra SanDisk 1TB Works for Samsung SM-G935
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 LYHDP Murals Tree Removable Torn Hole Decor Wallpaper PVC Art Nu Besokuse Camping Sleeping Pad,Ultralight Air Mattress,Sleepi Accuform MADM514VP, 10" x 14" Safety Sign"Not Hiring" Plastic, P Rexroth New Aftermarket A10VO45DFLR/31R-VPC12K02 Hydraulic Pisto Mouse Pads Kawaii RGB Anime Mouse Pad Gaming Large Long Pc Desk Rtint Tail Light Tint Covers Compatible with Subaru Impreza 1995 ALGXYQ Office Chair Mat PVC Transparent Table Cloth Cover Suitab Custom 28 oz h2go Trek - 144 PCS - .49/EA - Promotional Produc Wall Bathroom Shelf, No Drilling, Shampoo Cosmetic Shower Shelf
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Sierra 18-7343 Yamaha Fuel Pump - Replaces 60V-13907-00 School Backpack Bookbag Laptop Daypack Schoolbag for men Teens B Rexroth New Aftermarket A10VSO28DFLR/31L-PPA61K40 Hydraulic Pist Rexroth New Aftermarket A10VO45DFR/31R-VWA11N00 Hydraulic Piston 5D Diamond Art Kits for Adults Large Size Full Drill Landscape D 4.50 CT Floral Pendant Necklace with Created Pink Sapphire and D NANITHG Travel Laptop Backpack Bags Ethnic Tribal Seamless Surfa XIEZI Insulated Cooler Bag Picnic Basket Outdoor Camping Picnic American Shifter 436602 Shifter Kit (TH350 23 Swan E Brake Cable American Shifter 424380 Shifter Kit (727 23" E Brake Cable Trim
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
DXKHDYZ Collectible Figurines Exquisite Bronze Statue of Tibetan
1 2 3 4 5 Hanging Metal Cardinal Bird Feeder Birdseeds Caged Cat Shape Bow Lift Upper Control Arms comes/balljoints X2-CAR-FO97XXA Polyethylene Shift Lever Gear Panel Cover Sticker Trim Compatibl Raybestos RC10945QS Quiet Stop Remanufactured Loaded Disc Brake Genuine OEM Front Driver Left Seat Cushion Pad For BMW F16 F86 X KEEN Men's Newport H2 Sandal Wooden Jigsaw Puzzles Toys for 3-8 Boys and Girls (Art Paintings Ombra Laptop Shoulder Bag Funny Cat Pizza Pattern Portable Lapto Under the Sun Pool 10 Ft x 15 Ft Oval x 52 Inch H Above Ground G
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 Golden Line Leaves 1057 Wall Paper Print Decal Deco Wall Mura DIY 5D Diamond Painting by Number Kits,Large Antlers Large Size
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Sun Loungers Cushions Zero Gravity Chairs Cushion Chic Seamless 14K White Gold 1.75 Carat LAB GROWN DIAMOND Three Stone Vintage
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 Fishoo Men Safety Work Shoes Anti Smash Ventilation Steel Toe In Altech Corporation Part Number 2BU40R
Chapter 13 Neural Nets and Deep Learning PDF Set of 2 Gray Contemporary Square Throw Pillows 18" SignMission Designer Series Sign - No Parking This Space Reserve
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 Design with Vinyl JER 1916 3 Hot New Decals I Love You A Bushel, 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 Lunarable Under The Sea Portable Fabric Wardrobe, Hand Drawn Ske 7 8 N218MC3 Steyr New Cylindrical Roller Bearing TE Connectivity Part Number 1903526-1 8'10"x12'3" Silver Pure Silk With Textured Wool Tone On Tone Han Shot Case Set of 5 Aluminium Stylus End for iPhone 5/5s Pink LPLND Sun Shade sail YPYGYB Shade Sails Rectangle Outdoor Sun Sh
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Akk Women's Lightweight Running Shoes - Breathable Mesh Walking 13 Tangyongjiao Home Cooling Supplies Simple Style Mini Notebook Fo
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Men's Travel Bag Man Backpack Business Men's Backpack USB Chargi ACEVOG Women's Work Dress Official Wear to Work Retro Business B Decorative Stone 13/24/25Pcs Natural Engraved Chakra Amethyst Ru ALALAL Cute Cartoon Otter Couple Hold Hands Decorative Plates Fu Eat Drink Be Married 10 Ounce Custom Engraved Tea and Coffee Mug Juicer Cup Multi-Function Portable USB Fruit Juicer Cup 500ml Ca Outdoor Wall Lights Outdoor Wall Lamp Waterproof Hexagon Pure Al Rexroth New Aftermarket A10VO28DFLR/31L-PPC62K68 Hydraulic Pisto Landscape Lighting LED Spotlight Outdoor 12V Waterproof Landscap
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 CyCoShower Indoor Area Rugs Comfy Cozy Carpets for Bedroom,Fun 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Rose Vibraration Toys Sucking Vibradors for Women - Flower Vibra XHJTD Nordic Iron Art Book Shelf Desktop Sorter Organizer Books Briggs Stratton 398596 Pipe Genuine Original Equipment Manufac Lightweight Portable Drum stick for Drum for Drum Players(green) Express Medals 1 to 50 Packs Weight Lifting Bronze Medal Trophy Society6 Panel of Lions // Chauvet Cave by Thin Line Studio on W AIKASY Pinch Pleated Bed in A Bag Twin Comforter Set 6 Pieces Gr Bonnik Traditional Exterior Post Light Fixtures LED Outdoor Retr The Patchwork Tree Laptop Sleeve Little Girl and Her Dog Laptop Replacement For Batteries And Light Bulbs S26a 42in/14ga/ul1659
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Rexroth New Aftermarket A10VO45DFR/31L-VUA12K02 Hydraulic Piston 12 Packs Kitchen Cabinet Knobs,Tropical Palm Leaves,Pulls Cupboa GALAWAY WiFi Range Extender, 1200Mbps WiFi Extender with 4 Exter Honda Genuine 82131-TE0-A42ZB Seat Cushion Trim Cover, Rear 3dRose Trevi Fountain in Rome, Italy-Places to Travel Trivet wit ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with H POUYTB 1/2" 3/8" 3/4" 1" Normally Closed Solenoid Valve Stainles Flag Map Of Spain Travel Laptop Backpack Anti Theft Water Resist 14k Rose Gold Morganite and .04 Dwt Diamond Pendant Necklace Jew
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 MAXIAOTONG Tang Dynasty Ancient Costumes Hanfu Dress Chinese Fol Azaggi 925 Sterling Silver Necklace Testosterone Molecule Male S Samanthaa Fashion Ceiling Light Modern Geometric Image Chandelie Alavert 24 Hour Orally Disintegrating Tablets Fresh Mint 60 Tabl Bluond Outdoor Portable Mobile Training Children's Sports Door F GemAbyss Beads Gemstone Natural Ethiopian Opal Smooth Beads,Smoo FC-63306 30pcs Natural Stone Aventurine Round 20mm cabochon No H JLXW Motorcycle Grip 7/8" 22mm CNC Aluminum Motorcycle Accessori Shower Stool Shower Seat Bath Chair Shower Bench-Elderly Disable T Bar Handle Pull Knob for Cabinets Cupboard Closet, Kitchen Bat
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
GYZX Hair Brushes Women Airbag Massage Comb Red Curling Comb Tan
1 2 3 4 5 MYF Bathroom Towel Rack Double Layer Thickening Space Aluminum T BVCGA01110830 In/Out Dry-Erase Board, Horz, 17 Row, 36x24, White SHPEHP Winter Warm Water Bag 1L Classic Covered hot Water Bottle Zinnia Creeping Sanvitalia Procumbens jocad (15,000 Seeds) Veri SanDisk Ultra 64GB MicroSDXC Works for OnePlus 8 UW by SanF Speed Vibration G-Point Vibrant Massager Vibranting for Women We Bayue Warm and Breathable Home Female Shoes One Cotton Slippers Reyn Spooner Men's Classic Fit Shirt Accuform MELC125XP, 10" x 14" Accu-Shield Sign:"Danger Undergrou
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 SYHML-SHOP Lathe Boring Bar Turning Tool Holder Set,1pc SSBCR121 Rexroth New Aftermarket A10VO45DRG/31L-VRA61K04 Hydraulic Piston
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with S Plaid Ceramic Coasters for Drinks, 6-Piece Set Absorbent Cup Mat
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 Barrel Pet Supplies (18" X 24") Yard Sign, Quantity Discounts, Multi-Pa
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: aimuzi Animal Statue, Climbing Monkey Tree Hanging, Rope Swingin (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 November Birthstone - Trillion Citrine Solitaire Pendant with Di
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).