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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 CABLES SS Cable Railing Hand Swager Tool 30in Long 1/8, 3/16, 1/ 7 8 Ambesonne Colorful Bedspread, Girl Dancing in Front of Color Spl Rexroth New Aftermarket A10VO28DR/31L-VWA12K52 Hydraulic Piston CyCoShower 2 Pieces Non-Slip Kitchen Mat Set Indian Elephant Sit Travel Backpack For Women Men Blooming Sakura Branches Tradition MIAOLEIE Down Jacket Winter Vest Wear A Light Vest, Easy to Matc
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 INVISIBLE MOVIES 13 09185606914 - Wire-To-Board Connector, Shrouded, 2.54 mm, 60 Con
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Koolzap For 06-08 Forenza Sedan Wagon Front Hood Panel Assembl Mace Hot Pink Pepper Spray, Pocket model Paddling Pool, Nflatable Swimming Pools Water Jet Baby Play Pool Rumours (Deluxe Edition) n\a Outdoor Oxford Cloth Furniture Cover Garden Dustproof Waterp WJSM Motorcycle Accessories 7/8" 22MM Handlebar Hand Grips Handl XStyles18 Unisex Hawaiian Shirt Darth Vader 3D Apparel Tommy Hilfiger Women's Chiffon Long Sleeve Midi Dress Paint by Numbers Kits,DIY Painting by Numbers for Adults Kids,
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Gear Shift Knob Manual Lever Car Shift Knob/Fit for - Citroen / 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 LED Illuminated Bathroom Mirror, Silver Frameless Wall Mounted M For Hyundai Tucson Bumper Reinforcement 2016 2017 2018 | Front | Vintage Floral Muted Distressed Oriental Kirman Area Rug Handmad Hsxcci Biden President Foldable Car Windshield Sun Shadefits Win 5D Diamond Painting Train, Large Size DIY Diamond Painting Kits Pepper Shot Bulk Pepper Spray Bundle 1.2% MC Leatherette Halo Ho Rexroth New Aftermarket A10VSO45DR/31R-PWC12K40 Hydraulic Piston Touching Design Car Heating Cup, White Electric Kettle, Adjustab 6mm Grooved Wedding Band Ring Comfort Fit Milgrain MOMO Tuner Silver 350mm (13.78 Inches) Leather Steering Wheel w/
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Diamond2Deal Sterling Silver 6 mm Flat Comfort Fit Light Wedding Woven-Fiberglass Tapes - 86053 100' fiberglass ta 3 Pieces of P-l-ǔ-g Fox Tail Massager Ear Headband Cosplay Suit aksldf Unicorn Koala Whale Nursery Decorative Painting Baby Anim Car Seat Covers 2pc Nights at Fre#SSY Front Seat Protector Cover Door Stickers 35.4"78.7" Water Droplets Interior Doors Self Adhe ZHFRC Electric Fan,USB Small Fan,Mini Micro Fan,Hand held SSMDYLYM Back Chair Cover Jacquard Stretch Protector Slip Cover wig Lace Front Wigs Pre Plucked Transparent Lace Frontal Wig Bon
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Vic Firth Steve Gadd Wire Brush American Shifter 414421 Shifter Kit (4L80E 12" E Brake Cable Cla Great dreamer Pine Floating Shelves - Rustic Wood Wall Storage S Canopy Lane Six Piece Bath Linen Set | Super Absorbent, Luxuriou Verified by SanFlash Ultra SanDisk 64GB Works for Plum Trigger P Immune Booster Dogs - Ultra Dog Vitamins - Premium Vitamin and M Qisan Wired Mechanical Gaming Keyboard PBT Keycaps 69 Keys Gater carry on LP QUA41665 - Quality Park Catalog Envelope Laptop Tote Bag with Number Elements Fits 15.6-17 Inch Laptop, W
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
5D DIY Diamond Painting Kits Full Drill Food Bread 100x200cm/40x
1 2 3 4 5 Transition Networks SFP+ Module Montclair 7-Piece All-Weather Outdoor Patio Dining Set, 6 Swivel 5D DIY Adults/Kids Diamond Painting Full Drill by Number Kits De 3D Stone Pattern 3473 Floor Wallpaper Murals Wall Print Decal AJ Roros Tweed Designer 100% Norwegian Wool Throw Blanket (Bislett Custom Photo Wallpaper 3D Fantasy Fairy Tales Forests Swan Mural Replacement For Greenlee Aluminum Led Fl2aa Flashlight Contracto Replacement For Honda Cbr600rr 750 Cc Year 2014 Parking Light By 8 OZ Ceramic Coffee Mug Flowers Plants Variety Designs, Elegant
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 SONA Women's Racer Back Style Cotton Tank Top Camisole (Multicol Sickspeed 20 Red/Blue Capped Aluminum Extended 60Mm Locking Lug
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Contact Lens Holder Portable Contact Lens Box for Work for Home HUIJK Jewelry Box Jewelry Box Double Layer Buckle Jewelry Casket
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 Kuriyama T509OE200X100 UHMWPE Tube Chemical Hose, 2" ID, 2.480" Sunsun HW-703B Aquarium Filter Head - Pump
Chapter 13 Neural Nets and Deep Learning PDF Legacy Classic Brookhaven Youth Trundle/Storage Drawer Vintage L Democracy and the Economy in Finland and Sweden since 1960: A No
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 Mccredie Family American Gift Coffee Mug 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 SAZAC Kigurumi - Usavich - Kirenenko - Onesie Halloween Costume 7 8 2-in-1 Zipper D-Ring Binder, Blue - 1 Bonamaison Coasters - Set of 4 -Premium Absorbent MDF - 9x9CM (E Diamond Painting Kit Cute Dog DIY 5D Diamond Art Kits for Adults Brady 132151, 10" x 14" Polyester Fire Door Keep Closed Do Not B FRD2203W1 IIMAK 8.66" x 984' DC-300 (Resin) Thermal Transfer Rib
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 CDERFVB Industrial Sofa Console Table, 3 Tier Horizontal Entry T 13 Pbldb Thai Buddha Foguang Shines On The Living Room Wall Custom
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Personalized Animal Lion Quilt, Custom Your Quilt Birthday Gift Swinging Macedonia (Jpn Lp Sleeve) (Rema YIPON Lantern Tree Night Light for Home Decoration Wedding Party GXGX Clear Tablecloths PVC Round Table Cover Plastic Transparent YINGGEXU Chandelier European Style Chandelier Outdoor Lamps Wate YALIAN,Door mat, welcome mat, outdoor entrance outdoor mat, door Gutori Ðidḷos with Sucá¹­ion Cup - Reạlistic Ðiḷlo for Woá Leather Desk PadFile Sorter Organizer HS 2 Inflator Ball Pump with Needle Pins Valve Adapter Adaptor
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 3D Simple Paper Modern Flowers Photo Murals Living Room Restaura 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 1.75 ct Round Cut Halo Solitaire three stone With Accent Genuine Clhhsy Custom Wallpaper Large Mural Modern Minimalistic Abstract Novania Halloween Spider Amusement Park Wall Stickers, Self-Adhe Bath Rug Absorbent Doormat Red Funny Lips Kiss Watercolor Retro Baseball Texture Leather Table Mats Set of 6 Washable Non-Slip P Brahms, Symphonies 3 4; Piano Concerto No.2 Nintendo Gameboy Original Gamer '89 Graphic Hoodie POUYTB Laundry Hamper Double-lattice Bamboo Folding Basket Body TRS-style Wi cheeglass cutting board wood gift set - baseballs California State University San Bernardino Men's Performance T-S
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 LLLD Bathroom Towel Rack Folding Stainless Steel Wall Mounted Ex 3dRose cp_50228_1 Nyc Night Skyline-Porcelain Plate, 8-Inch Socobeta Microscope Camera, Digital Crosshair Video Microscope C Elite Global Solutions M14B-G Irregular Round Serving Bowl, 14" Rosec Jewels - Wedding Rings Set with HI-SI 0.36 CT Diamond, Two LIANGANAN Home Statue Sculpture Figurine Statuette,Pink Piggy Ba Slotley Men Bitcoin Hoodie Athletic Fit Full Zip Hooded Sweatshi L-E-D Ring Light 6" with Tripod Stand Phone Holder for Live St AA609 Large Size 10" Energetic Crown 'B' Chakra Healing Tibetan
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 TANGADYL Linear Shower Drain Hidden Brass Floor Drain Rectangle TouchupXS-for Nissan Frontier K27 Structural Gray Metallic Touch Table Round Tablecloth Large Size Household European Luxury Dini HSBOY Artificial Cherry Blossom Trees Fake Sakura Flower Indoor TRGCJGH Tree Stump Garden Statues,Tree House Sculptures and Figu AYTOYY Seven Samurai Fashion Pu Leather Rivet Shoulder Bag Multi Breast Pump USB BPA free Electric Breast Pump Charged Easy Conve ZKS-KS Underground Metal Detector Multifunctional Gold and Silve DHC VitaminC 60days(Set of 2) Amymami Beer Bar New 20inx16in Cerveza XX Dos Equis Neon Sign (V
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Gariz Genuine Leather XS-CHGF7BK Camera Metal Half Case for Pana
1 2 3 4 5 Diamond2Deal 14K White 7 mm Flat Wedding Band Ring for Women 1/2 CT Diamond Eternity Ring, 2.00 MM Round Diamond Cluster Band 1.95ct Brilliant Round Cut Solitaire Natural London Blue Ideal V 24034 CC/C2W33 - SKF - Spherical Roller BRGS - Factory New! 5x8 Feet Floor Mat Area Rug, Rural Style Farm Pig and Sunflower AJ WALLPAPER 3D River 1028 Floor Wallpaper Murals Wall Print Dec Wall Tapestry Live Background Hanging Cloth Beach Towel Blanket Stretch Couch Cushion Covers Sofa Cushion Furniture Protector Ja OURLOVE Adult Motocross Helmet(4 Piece Set), Unisex Full Face Mo
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 Accuform MASE925XL, 12" x 18" Aluma-Lite Sign with Legend:"Autho Baby Boys Girls Summer Sandals Mesh Rubbler Sole Outdoor Athleti
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 XIAOHUKK 3D self-Adhesive Wallpaper Modern Hand-Painted Watercol Savinelli La Corta 101 C Smooth Tobacco Pipe - Billiard
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 Rexroth New Aftermarket A10VSO71DFR/31R-VSC41N00 Hydraulic Pisto UR-0300, VH-300 Spirolox Internal Retaining Ring, Light Duty, 3"
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: GYUGSD Storage Rack, 3/4/5 Layer Kitchen Rotating Vegetable Rack (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 Accuform MCFX554XT, French Sign"Extincteur" Left Arrow Symbol,
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).