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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 Auto Paint Depot Touch Up Paint for Buick Lucerne-White Metallic 7 8 Eod: A Tale Of Dark Legacy YYmei Laundry Basket Cotton Rope Storage Baskets Handmade Woven 2.22ct Brilliant Heart Cut Solitaire with Accent Halo Stunning G HARD HATS REQUIRED (W/GRAPHIC) Gem Stone King 3.78 Ct Round Blue Created Sapphire 925 Yellow Go
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Huawei Compatible SFP-GE-LH70-SM1550 1000BASE-ZX SFP Transceiver 13 ZCME-power Soup Pot Classic Stainless Steel Chef's Induction Com
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Heavy duty triangle stainless steel shelf brackets (Size : Brown pepita Pansies Needlepoint Kit Ramanlas Alabama Home Storage Bins with Handles Large Storage Ba StarSun Depot (NOT A CASE) Vitamin C Fizzy Drink Mix Tangerine 1 TZSYHJ Nordic Solid Wood Coat Rack Space Saving Modern Household Hair Styling Wigs, Hair Replacement Wig, 613 Blonde Lace Front B SHF Glass Pull Bead G-Point an^al P^Lug in The Backyard, Interes 5pcs Silicone Egg Cup Holders Boiled Egg Serving Cups for Home K Summer Women Comfort Slip on Flat Sandals, Leather Sandals Femal
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Pear-Shaped Rhodolite Pendant with Leaf Bale (8x6mm Rhodolite Ga 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Jamaica mountain peak decaffeinated coffee ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with A MOMO Race 320mm (12.6 Inches) Leather Steering Wheel w/Brushed A Virginia for Trump (18" X 24") Yard Sign, Quantity Discounts, Mu 12 Packs Kitchen Cabinet Knobs,Dreamy Deer,Pulls Cupboard Handle Solid Platinum .08 Cttw Diamond Ring Band (Width = 4.2mm) TLSD Kugisaki Nobara Cosplay,Anime Jujutsu Kaisen Cosplay Costum Socket, Steel, Chrome, 18 mm Beer Foamprinting Women'S Lunch Bag,Portable Fashion Meal Bag,Lu Holyart White ALB Wool INRI, Deer Drinking Water, 145 cm (57 inc
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Gardener's Supply Company 7' Essex Round Trellis LIUSHI Frog Meditating Statue - Buddha Zen Yoga Frog Figurine - Upwsma Christmas Wreath Decoration Pine Needles Vine Wreath Bow Pho spoon, Dessert Spoon Japanese Style Stainless Steel Long-han WZCUICAN Nordic Light Luxury Wall Clock Simple Home Living Room 3D Wall Mural Wallpaper Abstract Wood Grain Geometric Figures Wa Huqalh Yoga Mat for Teens Cute Rocket Animation Yoga Mat Towel M PPD Inkjet PREMIUM Iron-On White and Light Color T Shirt Transfe American Art Classics Unicorn Million Dollar Bill - Wholesale Pa
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 QIAOQIAO Tiger Shark Fish Sea Decorative Throw Pillow for Bed Co Por los Campos de Cuba Ambesonne Mushroom Rectangle Pouf, Colorful Pattern with Morchel TILO JEWELRY 10k Yellow Gold Tiny Elephant CZ Stud Earrings with Aquatic Animals Travel Daypack Student Rucksack Laptop Backpack American Shifter 385895 Shifter Kit (4L60E 23 Swan E Brake Trim 6mm Extra Thick Yoga Mat, Abstract Splashed Watercolor Textured AXJTNL Wigs Chemical Fiber Wig Female Europe and America Gray Gr OEM Front Suspension Strut Assembly Kit For Volvo S60 S80 V70 Overkill Band Multi-Function Backpack - Lightweight Boys And Gir
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Universal Car Steering Wheel Cover,Car Accessories My Hero Acade
1 2 3 4 5 liushop Piggy Bank 6 Inches Gold Pig Lucky Money Box Ceramics Pi American Shifter 440997 Shifter Kit (4L60 6" E Brake Cable Clamp HA218-3 3/16 NTN New Adapter Rexroth New Aftermarket A10VSO28DR/31R-VRA11N00 Hydraulic Piston LIYUHOUZUONC Outdoor Statues Garden Statues Koala Couple Figurin Mediterranean Beach Seascape Photo Wallpaper Restaurant Living R Everest Parts Supplies Oil Pump Assembly Compatible with Husqvar Vinyl Banner Multiple Sizes Fresh Vegetables Advertising Printin Solid 14K White Gold Curved Notched Wedding Band for 4.4mm Round
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 IOPV 3D Lawn Path Corridor Mat Decor Bedroom Kitchen Rugs Room P Water cup ceramic cup, frosted ceramic coffee mug, mug,Coffee cu
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 1/4 CT Emerald and Diamond Ring, Letter S Ring, Gold Alphabet Je DDEPND Optionally 250V AU Plug Effective Electric Swimming Pool
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 Veri SanDisk Ultra 64GB MicroSDXC Works for OnePlus 7 Pro 5G by Armstrong Tools 27-514 5/8" GEARED BOX WRENCH
Chapter 13 Neural Nets and Deep Learning PDF MGYJ Fuel System Carburetors Motorcycle Carburetor Carb Repair K ML Kishigo 1511 Brilliant Series Heavy Duty Safety Vest - Orange
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 Cozy Plush Doormats 20x32in, Absorbent Cushioned Kitchen Mat Are 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 WWWL Toothbrush Holder 1PC Electric Toothbrush Toothpaste Holder 7 8 Dell PowerEdge R720xd 24 Bay SFF 2U Server, 2X Intel Xeon E5-269 eCarpet Gallery Runner Rug for Hallway, Entrance, Kitchen | Hand 1 Lịvẹ Plạnt Florịdạ Gạrdẹnịạ Crẹpẹ Crạp 2.82 ct Round Cut Halo Pave Solitaire with Accent Genuine Flawle Luc Besson Collection - 5-DVD Boxset ( Subway / Le grand bleu /
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 CU CMP NARROW- 3/0 kcmil- BOLT 5/16- T UL CSA (Pack of 1) 13 HWCUHL Art Wall Mural – Self-Adhesive Canvas Wall Stickers Starr
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 14kt White Gold Princess Diamond Twist Bridal Wedding Ring Band Grey Grid Entrance Door Mat, Dirt Trapper Entrance Mat for Hotel Aichsoka Halloween Festive Pumpkins Leaf Bedside Storage Organiz DNSJB Garden Ornaments Simulation Animal Drinking Duck Solar Pow Women Fashion Handbags Wallet Tote Bag Top Handle Designer Handb LYRFHW Building Safety Net Outdoor Training Development Rope Net HARD EDGE DESIGN Girl's Youth Scottish Garter Family Black T-Shi Novica Cute Westie Silver Pendant Necklace For Girls Womens 14kt Yellow Gold 5.5mm Round Aquamarine 1/8 CTW Diamond 16" Ne
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Nanyaciv Patio Umbrella Clamp, Umbrella Stand Parasol Holder Fix 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Daesar Window Curtains 2 Panels, Bedroom Curtains Modern Cute Do (100) 3/8"-16x2" Carriage Bolts - Plain ("The best fasteners") 14k White Gold 5/8 CTW Lab-Grown Diamond Stackable Ring Wood Plaque Wall Hanging Sign for Kitchen Bathroom Funny Cat Eat The Nightmare Before Christmas Animation Camping Travel Towel-Su BEYBLADE Burst Rip Fire Starter Pack Valtryek V2 Fangpeilian The Grinch Soft and Comfortable Men's Shorts, Fashio CHICTI 26/27.5/29'' Bicycle Wheelset,24 Holes Aluminum Alloy Dis Goblin Slayer Backpack fun , Multi-Function Travel Laptop Backp American Shifter 424280 Shifter Kit (727 23" E Brake Cable Clamp
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Breeze Decor BD-XM-GS-114140-IP-BO-D-US17-AM 13 x 18.5 in. Celeb Vickerman Shiny White UV Resistant Commercial Drilled Shatterpro Killer Filter Replacement for WIX R64C60TV Independent Suspension Bearing Kit Fits 2009 Arctic Cat 550 H1 E Bird Feeder for Outside, Bird Feeder Wild Bird Seed Feeder for G Gaming Mouse Pad Sailor Moon Anime Large Size Mouse Pad RGB Led Ramanlas Archery Arrow American Flag Storage Bins with Handles L 2Pack Outdoor Garden Lamp LED Lawn Light LED 6W Waterproof Lands Green Onyx Ring Sterling Silver Green Onyx Ring Statement Ring C
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Sculptures Statues Ornament Figurines Statues Ornament Figurines FPE - Forklift AIR Filter Union Mitsubishi ME033717-ORG Orcu Ori JumpingLight (2 Pack Finland Country Car Window Vehicle 12x18 12 LHHYY Wall Stickers Gun Cool boy Light 3D Wall Sticker Mural Dec Quick Dry Microfiber Beach Towel Ice Fire Baseball Soft Lightwei Backpack for Teens Men Women Storage Packet,Game Room Sea Animal Kimball - M21 Combination Wrench American Shifter 497417 Shifter Kit (8" E Brake Cable Clamp Clev Robert Graham Men's Sportcoat Diamond Wedding Ring Set Round brilliant diamond cushion halo ri
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Guitar Humbucker Pickup Kit-Replacement Parts for Neck and Bridg
1 2 3 4 5 Diamond Painting by Number Kit for Adult Bird Flower Scenery DIY Carts IV Pole Stand Bed Socket Telescoping I.V. Pole, Stainless OFFTEK 8GB Replacement RAM Memory for HP-Compaq Pavilion Noteboo Abrasive polishing tools Abrasive Paper Grinding Wheel Grinding Shine Jewel 1.5 CT Pear Shape Morganite Solitaire Engagement Rin ArneCase Rectangular Table Cloth Wrinkle Proof Table Covers Magi Dolity 80W Foldable Solar Panel for Portable Power Station Gener Cats And Dogs Laptop Backpack,College School Business Bookbag Wi Lex Lu 14k Yellow Gold Polished Leaf Pendant
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 Turkish Cymbals Traditional Series 14-inch Classic Hi-Hat Rock C Custom Vinyl Banner Multiple Sizes Jesus Saves Outdoor Advertisi
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Rahungry Bath Tray 100% Bamboo Retractable Bathtub, Tablet Compu Lands' End Women's Chlorine Resistant Twist Front Retro High Wai
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 Anime-Uchiha Itachi Car Cushion, Car Ice Silk Seat Cushion 3-Pie LuxMart 3x5 Embroidered Sewn Hunter Sons of Liberty or Death Syn
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: Kingston GO! Plus Works for Toshiba Excite 13 32GB 512GB MicroSD (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 ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with S
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).