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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 Dazzlingrock Collection 14kt Yellow Gold Womens Baguette Diamond 7 8 N/A Brand Biker Shorts for Women High Waist Running Fitness Clot American Shifter 430715 Shifter Kit (PG 23" E Brake Cable Clamp Extreme Pop Down Jacket for Mens in Pure White Goose Down Winter Jewels Obsession Gold 3-D Elephant Necklace | 14K White Gold 3D Bathroom Rug Rugs for Living Room Peace Symbol Groovy Flowers De
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 14kt White Gold Oval Diamond Bridal Wedding Ring Band Set 1-1/2 13 Geometric Rhino Statue Candy Storage Box Decorative Rhinoceros S
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Personalized Cupcake Birthday Shirt Diamond Bridal Two Rings Set Solid 10k White Gold Ladies Halo En Barbeque At Alderaan Rose Sucking Vibrarating Toys Clitorial Vibritor - Flower Vibora YUBIN Decoration Sequin Tablecloth Sparkly Round Dust-Proof Tabl Backpack Bags Solar Eclipse Gold Blue Bag with Lunch Bag Pencil Verified by SanFlash Ultra SanDisk 64GB Works for Lava Iris Pro "Pac-Kit 24-102 Wall Mountable Eye and Skin Wash Station with Tw Ashtrays Cigar Solid Wood Metal Living Room Decoration Large-Cal
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Planet Didactica 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 COLORSUM 2 Piece Non Slip Kitchen Mat Set Halloween Skull Checkb HJKLMM Remote Control Tank British Challenger II Main Battle Tan LJFLI Electric Kettle Transparent Glass Long-Mouth Tea Maker Set massagger Male Thrusting Vibrator Vaginal Couples Couples Toy Ad Niubiyazwl Storage Cubes, 1Pcs Storage Bins Boxes,Multi-Purpose Antique Look Floral Sultanabad Muted Oriental Area Rug Hand-Knot Large Vegetable Dye Kirman Area Rug Handmade Wool Oriental Carpe Hollywood Undead Travel Laptop Backpack,Business Durable Laptops ZHANGYUGE Murals,Custom 4D Wallpaper Cartoon Airplane Large Mura Meyda Hand Crafted Designed Art Decorative Panel 30"W X 19"H Fly
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Above The Shallows - Art Print Canvas -Steven Tyrrell Art Coll Feizy Rugs - Frida Distressed Abstract Prismatic Area Rug, Ivory Plakater-Cane-Carlino Laptop Backpack For Women Daypack ​with Ekouaer Womens Robes, Lightweight Cotton Robe Soft Sleepwear Lad Soft Area Rugs for Bedroom Wood Grain Series Jumping Whale Washa COLORSUM Area Rug Anti-Slip Indoor Felt Black Girl African Black YellowMaps White Area Canyon AZ topo map, 1:24000 Scale, 7.5 X 7 AMOFACIO Auto Car Steering Wheel Cover Set for Men Women, 15" Un CGSignLab 2464440_5absw_18x12_None |"Please No Food Or Drinks -S
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Halloween Sale V4 (18" x 24") Yard Sign, Quantity Discounts, Mul 240 mm Dual Mass Flywheel Compatible with BMW E39 E46 E53 AJ WALLPAPER 3D Sea Blue Fish 3716 Floor Wallpaper Murals Wall P Liye Cellphone Spare Parts LCD Screen and Digitizer Full Assembl Ultra-Big Game Mouse pad Thickening LOL League of Legends Intern Nike Kids Girl's Dri-FIT Crossover T-Shirt and Leggings Two-Piec ProSphere University of Tulsa Men's Performance T-Shirt (Brushed Rotation Spice Jars Set Plastic Vertical Seasoning Box Spices Bo Benches Vanity Wooden Makeup Stool Bedroom Dressing Stool Househ FHYTGBS Shower Watering Can Sprinkles Lights Solar Garden Lights
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Viking Mjolnir Runes Casual Backpack Bookbag Hiking Outgoing Day
1 2 3 4 5 Heavy Duty Rubber Doormat for Indoor Outdoor Door Floor Mat Non Rib Joint (18" X 24") Yard Sign, Quantity Discounts, Multi-Packs YPDWYJL 3D Sofa Blanket Couple Wolf HD Printing Bed Blanket Comf Customized Name 3D Cap Hat Love Hunting Classic Cap Text Name Cu Rexroth New Aftermarket A10VSO45DFR1/31R-VWC11K52 Hydraulic Pist Rexroth New Aftermarket A10VO28DFR1/31L-VRA12K68 Hydraulic Pisto The Diamond Deal 10kt Yellow Gold Womens Round Diamond Bypass St Electric Wax Melt Warmer Crystal Round Decor Melter Burner Humid Cape Neddick 'Nubble' Light, Maine Framed Print (8x8 Square, Wal
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 16GB DDR3-1066 ECC RDIMM TAA COMPLIANT Easy Spirit Skip Women's Sneaker
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Picture Frame Moulding (Wood) 100ft Bundle - Ornate Gold Finish 32mm Spiral Hair Curler Wand Beach Waver Curling Iron for Short
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 prAna Women's Bowie Tank Pineapple Pattern Travel Laptop Backpack, Business Durable Lapto
Chapter 13 Neural Nets and Deep Learning PDF Brady 116186, Eco-Friendly Notice Sign, (Pack of 25 pcs) SODIKA Bedding Duvet Cover Set Breathable Durable Soft Comfy Duv
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 EIZO CG2420 Screen Protector, BoxWave [ClearTouch Crystal (2-Pac 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 XJJZS One Silicone Slotted Shovel Slotted Spoon Rice Spoon Soup 7 8 Radnor 4 1/2" X 5 1/4" Shade 9 Gold-Coated Polycarbonate Filter Rechargeable Battery 18500 1400Mah 3.7V Li-Ion Rechargeable Batt TONG Metal Grid Rack Wall Storage Rack Durable (Color : B, Size Gun Hanger Rack Shotgun Rifle Archery Bow Wall Mount Storage Hoo Womenfocus Cozy Plush Doormats 24x35in, Absorbent Cushioned Kitc
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 The Night Stays 13 Various Planes Pattern Leather Placemat Non Slip Placemat for fo
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Altech Corp 56.5669.Dr 6 pack 40007-70075595 Chromata White Canvas Poly-Cotton Blend 64 in x 40 ft Substrate Anchor Super Soft Bed Blankets, Zentangle Style Ocean and Clouds Jewels Obsession Gold Angel 3D Necklace | 14K White Gold Angel 3 Backpack With Usb Charging Headphone Port, Double Zipper Schoo Home Brew Ohio Gold Crown Bottle Caps (Pack of 144) One 339-2900 12 Volt Starter Motor Gp Fits CAT 257B 3392900 LBMTFFFFFF Carpet Rug Rugs Rug Carpet, Modern Abstract Minimalis Earnest Bolt, Square, Grade 8,7/8-9x3 1/2In, PK35-289198G1
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Kingston 512GB Apple iPhone 3G MicroSDXC Canvas Select Plus Card 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 HCHL Computer Headphones, Flexible Microphon, Gaming Headset Ste Pak Persian Rugs Traditional Afghan Handmade Khal Mohammadi Rug, Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp DIY 5D Diamond Painting Kits for Adults Large Japanese Samurai 3 Kawaii Small Light Bulb Resin Slime Charms (RFLS) cabochons Orna Kitchen Mat Christmas Elk and Snowflakes on Red and Black Lattic ipad pro 11 Case 2020 iPad Pro 12 inch Case with Pencil Holder MAGFYLY Faux Leather Fabric Premium Quality PU Leatherette Fabri SIGOUYI 4 Pcs Shower Curtain Sets with Hooks, Non-Slip Rug Toile Maidao 2X Car Seat Belt Pads Seatbelt Protector for GMC Denali 7
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Dell PowerEdge R730xd 24B 2.5" SFF - 2X Intel Xeon E5-2640 v4 2. Furniture of America Vance Solid Wood Twin Over Full Bunk Bed in GYJWXM Trash Can Bathroom Bathroom Shelf Shower Storage Towel Ra TRYBEST Bladeless Drier Fan Portable Rechargeable Electric Blade HDBH Center Centre Console Storage Box for Mazda CX-3 2015-2018 JRG Textiles Lace Top Sail Panels, 1 Panels Leaf Design Rod Pock YellowMaps Lyndonville VT topo map, 1:62500 Scale, 15 X 15 Minut CARCOVERCJH Car Cover Hatchback Cover Sedan Cover Convertible Co Vintage Gothic Skull Damask Pattern Case for Ipad 2020 10.2 Inch
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Laibao Rectangle Tablecloths for Kitchen Dinning Table Mandala C Ahuahua Placemats,Abstract Swirl Design Tie Dye Place mat Set of Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp CAOMING Ultraviolet Protection Three-fold Small Fresh Black Plas Anmevor 3-Piece Bathroom Rug Set, Happy Halloween Bat and Moon P Solid 14k Rose Gold Genuine Pave Diamond Morganite Gemstone Char 12 Packs Kitchen Cabinet Knobs,Grape Fruit Colorful,Pulls Cupboa Fairy Tale Police Department: Case File #5 Lighting Fixture Retro Farmhouse Iron Grass Vine Metal Pendant L Pineapple Watercolor Travel Daypack Student Rucksack Laptop Back
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Rose Toy Rose Clitorial Sucking Toy for Women - Licking Vibrabra
1 2 3 4 5 Yuri On Ice Unisex Backpack, Large Capacity School Bag, Casual L Rosec Jewels - Diamond Cat Pendant, Kitty Necklace for Women, Ca wangk 6mm Hemp Rope 100% Natural Jute Rope 50m 100m Strong Jute Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2699 V3 18- Rexroth New Aftermarket A10VSO71DFLR/31R-VSC61K07 Hydraulic Pist Veri SanDisk Ultra 512GB MicroSDXC Works for Samsung Kona by San WHZ Minimalist Wrought Iron Scented Candle Holder Romantic Candl Clhhsy Custom 3D Mural Wallpaper Greece Santorini Love Sea Mural Vintage Engagement Ring, 8 MM Princess Cut Moissanite Ring, D-VS
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 Gcxzb Tablecloths Linen Rectangular Tablecloth Multi-Color Fade- Society6 Be Still and Rest. by Morgan Harper Nichols on Wall Han
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 3.40ct Princess Cut Pave Solitaire Accent Red Simulated Diamond OFFTEK 8GB Replacement RAM Memory for HP-Compaq Pavilion Noteboo
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 SignMission Designer Series Sign - No Parking Sign No Parking - Kids Door Sticker Wall Paper-3D Door Mural Wall Decal,Checkered
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: American Shifter 488172 Shifter Kit (C6 6" E Brake Cable Clamp C (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 Puccy Privacy Screen Protector Film, Compatible with Planar PLL1
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).