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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 Womenfocus Cozy Plush Doormats 18x30in, Absorbent Cushioned Kitc 7 8 JSTEL Motorcycle Laptop Shoulder Messenger Bag Case Sleeve for 1 DIY 5D Diamond Painting Kit for Adults Kids Full Drill Arts Craf Colonial Mills Mendi Rectangle, Blue Jgzwlkj Candle Lights Pack of 6 Flickering LED Candles Battery O Parodia ayopayana, Ritterocactus ayopayanus Cactus Seeds (500 Se
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 GRECERELLE Women's Summer Floral Print Cross V Neck Dress Bohemi 13 ZLSP Towel Holder Bathroom Towels Rack Hanger Black Space Alumin
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Connecticut No Diving Sign, Complies with State of Connecticut P OFFTEK 8GB Replacement RAM Memory for HP-Compaq Pavilion Noteboo Gsypo Cushioned Anti Fatigue Kitchen Mat, Happy Halloween Haunte Rossini: Ouverturen: London Symphony Orchestra: Claudio Abbado Size s Folding Portable Table Lightweight Aluminum Alloy Outdoor Whole Foods Market, Hummus Roasted Garlic Organic, 8 Ounce RDJSHOP Golf-Praxis-Netz, Golf-Swing-Praxis-Netto, Indoor and Ou Nicwagrl Cutting Board for Kitchen, Cutting Boards For Kitchen O Brandream Woodland Nursery Bedding Set Boy Jungle Crib Set Deer
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 HI-SI 0.6 CT Diamond Wedding Ring, Round Shaped Diamond Eternity 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 uxcell 4pcs Flow Matched Automotive Fuel Injector CDH210 for Mit Killswitchengage Classic 3d Printed Backpacks Lunch Bag Lunch Bo 15 Pc Chrome 12" Inch, Long Gridwall Hooks Grid Panel Display Wi Mercedes Benz Genuine Recline Cover 205-919-20-22-9051 Nato Flag PU Leather Printed Pattern Casual Handbags Shoulder To Kane Carpet 13' x 17' Orient Gray Woven Ultra-Soft Pile Rectangu Aroma-Garden Scented Sachet, 12 Pack -Dreamy Nights- Fragrance S JUNSG Garden Ornaments and Statues Outdoor Gardening Decoration JIUCHUAN Indoor Doormat Hand Drawn Portrait Funny Panda Glasses Goddess Shoulder Length Wig Color RL2/4 OFF BLACK - Raquel Welch
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 School Smart Dry Erase Pupil Boards, 12 x 18 Inches, Melamine, W Parts Accessories Ewellsold 37 Species 1/10 RC Car 195/190mm P Verified by SanFlash Ultra SanDisk 64GB Works for Nokia N95 Micr Rehomy Hamster Chinchilla Guinea Pig Hammock Hanging Tunnel Tube Flower pot Flower Pot Planters Pots Garden Sculpture Flamingo Sc Men's Thicken Quilted Lined Flannel Shirt Jacket Hooded Plaid Zi DDUU Custom Name Cool Bag for Men 15.6 Laptop Backpack USB USB P Evergreen Scientifics 214-3439-020 Polyethylene Microcentrifuge Door Stickers Bathroom Waterproof Door Decal Door Wall Murals Wa
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 New 49" Long x 62" Vintage Thinner Brown Floral Polyester Quilti Stainless Steel Solid Polyurethane Swivel Top Plate Caster Set o RKRLJX Foot Side Kickstand Fit for 1999-2017 Suzuki Hayabusa GSX Ochoos AXK130170 2AS Thrust Needle Roller and Cage Assemblies Ne Atowoi STARTER Compatible with Yamaha SNOWMOBILE VT600 8CW-81800 INA RT605 Cylindrical Thrust Bearing, Single Direction, Medium C Eco-Products EPBSC12WA World Art Renewable Compostable Food Co Customized Name 3D Printed Cap Hat Custom Fishing Father and Son TMAAORS Car Steering Wheel Shift Paddle Shifter Extended Shift P Panduit PVT-43
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Rexroth New Aftermarket A10VSO45DFLR/31L-PSA12K03 Hydraulic Pist
1 2 3 4 5 Fleetguard Hydraulic Filter Cartridge Part No: HF30042 XUEMEI 3x3m Medical Tent Sidewalls Camping Travel Picnic Tent Ca Air Fryer, 6.3 Quart 1700W Wide Temperature Range Electric Hot A POC, Obex Spin Communication Snowboard and Ski Helmet, Built-in Berenson 9117-1026-P Pull 96mm Con Advan 3 Polished Chrome (10) CASURI Digital Painting Design Style Man6 Blanket, Super Soft an Men's Two Snowman Athletic Sweatpants, Elastic Waist Long Pants Tokyoo Universal Motorcycle Hand Guards, for B-m-w r1200gs r1250 Give Thanks to The Lord (18" X 24") Yard Sign, Quantity Discount
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 Jewels Obsession 14K Yellow Gold 3D Football Player Pendant with MYF Bathroom Towel Rack 304 Stainless Steel Bathroom with Bathro
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Funny Donald Trump 2024 USA Border Wall Construction Company Pul Verified by SanFlash Ultra SanDisk 64GB Works for Karbonn Aura C
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 Agal Jewelry Box Jewelry Box 360° Rotatable Jewelry Organizer Bo Parasol Stand, Umbrella Stand Parasol Holder Fixed Clip, Portabl
Chapter 13 Neural Nets and Deep Learning PDF Wnvivi Kitchen Bakers Rack,Black Metal Wine Shelf, Free Standing ZKS-KS Oxford Bag Hamper Folding Portable Storage Bag, Bathroom
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 shanxihuangfu The New Headset Explosion Models Macaron Bluetooth 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 StealStreet SS-G-91470 Blue Fairy with Butterfly Collectible Fig 7 8 Ambesonne Abstract Foam Reading Pillow, Colorful Horizontal Shor wig 13x4 Lace Front Human Hair Wigs For Black Women 33 Auburn Br Hikvision Network Surveillance Camera - Outdoor - Weatherproof - John Deere Original Equipment Push Pull Cable #AM122697 Children's Hoodies Cool Hooded Sweatshirt with Pocket Aesthetic
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Power Stop JBR307R Cross Drilled Performance Brake Rotor - Right 13 16 Inch Ceiling Mount Round Rainfall LED Shower Head, Stainless
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Eagle Men's TALL FIT Dress Shirts Non Iron Stretch Check (Big an 1935 National Chicle # 12 Tom Hupke Lions (Football Card) PSA PS Women's Mini Dress, Summer Dress for Women Women's Sexy Bodycon DDPD Snug Nordic Simple Cotton Linen Hold Pillow Creative Art Li Deseos Cowgirl Boots Women Casual Round Toe Solid Color Squared Heel Vi KYCHDY Wigs Cos Handmade Lace Wig Wig Lady Pink Purple Long Curl SOLO 412JZJ Jazz Paper Hot Cups, 12oz, Polycoated, 50/Bag, 20 Ba POUYTB Large Laundry Basket with Wheels Oxford Cloth Storage Buc
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Ionic Hair Dryer Doodle Floral Seamless Pattern with Butterfly P 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 WJSM Motorcycle Accessories 7/8" 22MM Handlebar Hand Grips Handl LifeSong Milestones Personalized 12” Decorative Plate Spanish Ve Cleartec 1in Sealed Bottom Round Containers 6.187in Long PETG SB Behergy U.S. State Flag Car Plate Car Seat Covers,Car Front Seat BRLUCKY Furniture Concise Convenient Cabinet Case, Steel Plate Leather messenger bag lady wallet handbag lady bag shoulder bag Veri SanDisk Ultra 64GB MicroSDXC Works for Karbonn Titanium Oct Black White Red Mustard Office Swivel Chair Mat Sea Animals Hous GM Left Side Tail Light Assembly 84288722 Patio Garden Bench Park Bench Outdoor Benches, 55in Bench Porch
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 OneHoney Idyllic Sunflower Cure Text 3 Pieces Bath Rugs and Mats 14k Rose Gold 1/4 CTW Diamond 18" Necklace for Women Bonamaison Coasters - Set of 4 -Premium Absorbent MDF - 9x9CM (E Telescope Portable 1080P HD Digital Binocular Telescope with 1.5 One Bear Christmas Towel Set Bath Towels Soft High Absorbent Han Wig Water Wave Wig Lace Front Human Hair Wigs 4x4 Lace Closure W MotorbyMotor 513373 Front Wheel Bearing and Hub Assembly with 4 Boss-A-Troniq Accuform MEXT579VS, 10" x 14" Adhesive Vinyl Sign:"Fire Escape",
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 MISC Ceramic Plate with Decorative Fruit Center Piece and Table QWERTYUKJ Chunky Blanket Knit Throw Contemporary Decorative for US Brotherhood Because Somebody Talked House Flag Dowel Set Expr Trlec gt4-ly 4/4 Basswood Electric Violin Case Rosin Head Set Bo HANSHAN Ceramic Coffee Cups ,Tea Cup and Saucer Set Service Po Steam Table Pans, Wild Pan Handheld Monocular Telescope High Power Definition Monocular Kit PZJ-Portable Pill Box Supplement Case, Removable Compartments Tr Motorcycle Grips For Aprilia TUONO V4R/FactoRy TUONO V4 1100RR F CHENSQ Pet car Hammock, Dog car seat Cover with Free pet seat Be
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Seavilis Cooler (Milee) (Blue w, 35QT +Accessories)
1 2 3 4 5 1.37ct Brilliant Princess Cut Solitaire with accent Natural Sky ZRONGQF Folding Chairs for Outside Camp Chair Outdoor Camping Ch TGGFA CNC Motorcycle Steering Stabilize Damper Bracket Support M Draper DRA34808 Expert Cobalt Hole Saw, Blue, 95 mm OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo 6.3-inch 64-LED Portable USB Powered Vanity Mirror Ring Light AnimeNatsume'S Book Of Friends fAnime Backpack Student Anime 3D Stitch Bathtub 3-Piece Bathroom Mat, U-Shaped Toilet Carpet and Men's Fleece Hoodies Full Zip Hooded Sweatshirt, Winter Thick Pu
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 NG Linen Luxury Pom Pom Multi Ruffle BedSkirt 100% Egyptian Cott WIONC Foldable Laundry Basket Super Large Kids Toy Storage Baske
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Rectangle/Square Tablecloth Funny Bone Skull Skeleton Cotton Lin Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp
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 Red Quantity 5 Super Flag Pole Kits Dell PowerEdge T440 8 x 3.5 Hot Plug 2X Silver 4208 2X Trays Eig
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: QWERTYUKJ Chunky Blanket Knit Throw Contemporary Decorative for (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 Bonamaison Coasters - Set of 4 -Premium Absorbent MDF - 9x9CM (E
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).