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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 CHYSP Buddha Statue Fountain Indoor Air Humidifie Waterfall Foun 7 8 INSUL AL MECH (10) 350-6 DUAL T UL CSA (Pack of 1) Petoskey Stone Leather Placemat Stain Resistant Placemat for for Bonyak Jewelry 18 Inch Hamilton Gold Plated Necklace w/ 4mm Ligh Ambesonne 4th of July Portable Fabric Wardrobe, Image of Wooden Polysilicon Panels Solar Light, Die-Cast Aluminum Waterproof Flo
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 ERLAN Wooden Stepladders Hold 150kg, Folding 3-Step Ladder Stool 13 Sanrio Hello Kitty Stainless Steel Insulated Water Bottle 3 Cove
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ECCO Women's Biom Hybrid Hydromax Water-Resistant Golf Shoe ColorRite Tri-Coat 0918 Deep Red Metallic K (Shift Red) Touch-Up 4.50 CT Pear Cut Black Onyx Solitaire Stud Earrings (AAA Quality Lutema Platinum Bulb for Mitsubishi XL1 Projector (Lamp Only) University School Bag Unisex Aoi Asahina Da-Ngan-Ronpa Backpack Jewels Obsession Gold Jamaica No Problem Necklace | 14K White Go Ochoos NKI40/20 Heavy Duty Needle Roller Bearing Entity Needle B ZDXFG 2000 Pieces Puzzle for Adults Jigsaw Puzzles HD Printing P Silvercartvila 0.16 Carat D/VVS1 Diamond Flower Pendant With 18"
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Stickers Sticker Snake 20 X 15,8 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Automation Motion 20x 0~100°C Output 0~10V DC24V PT100 Tempera American Shifter 388832 Shifter Kit (TH200 23 Swan E Brake Cable Owl Tattoo Art Casual Backpack Bookbag Hiking Outgoing Daypack L 8-Pack Compatible High Capacity 12A8302 Printer Drum Unit Used f KEEPTO 128oz Plus 64oz Leakproof BPA Free Water Bottle with Moti Gcxzb Water Resistant Table Cloth Wipe Clean Tablecloth Rectangu Patio Outdoor Garden Balcony Bench Outside Furniture Porch Loung Towel rack Multifunction Double Bath Towel Rail Bar, SUS304 Stai Prong-Set Diamond Infinity Cross Pendant (3.5mm Diamond) Healing Crystal Stone NecklaceGreen Aventurine Merkaba Star Pend
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Tribal Trellis Moroccan Area Rug Hand-Knotted Wool Carpet 6x9 (6 Hynix Original 16GB (1x16GB) Laptop Memory Upgrade Compatible fo Jess Jane Women's Friendship Cotton Tee Shirt Top Attack on Titan Case for IPAD Pro 2020 (11in), Auto Wake/Sle Influencer Dell PowerEdge R620 8-Bay SFF 1U Server, 2X Intel Xeon E5-2690 V COSANKIM Infant Baby Boys Girls Slipper Soft Sole Non Skid Sneak Brandream Portable Crib for Travel, Pink Clouds Newborn Nest Bed Animation - Tom And Jerry Tales Vol.6 [Japan DVD] 10005-82612
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 American Shifter 359447 Shifter Kit (700R4 10" E Brake Cable For 2.93cttw Princess Round Cut Double Halo Solitaire Genuine Aquama BAIYAN Small firepit, Folding Campfire Grill Camp Grill Over Fir Duvet Cover Hero Competitive Game 3D Printed Soft and Easy Care Standard Abrasives 527516, Quick Change Ceramic Pro 2-Ply Disc, Piano En Priere Digital Alarm Clock for Bedrooms Kitchen Office 3 Alarm Settings Male Masturbator Pocket Pussey Heated 10-Speeds ating Blowjob Ma Xumeili Realistic Baby Toddler Reborns Doll 24 Inch Sleeping Bab 3 Piece Bedding Set-Wolf Gentleman Pattern Style Bedding Sets fo
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Latitude E5420 Service-TAG HKW94S1 Express-Service-Code 38268797
1 2 3 4 5 Elastic Sofa Cover for Living Room Non-Slip Stretch Slipcover Se Killer Filter Replacement for FILTREC DVD20095F03V YellowMaps Powder Mill Ferry MO topo map, 1:24000 Scale, 7.5 X 7 Colorful Bird - Microfiber Cleaning Cloth (Lens Cleaning Cloth - Diamond Painting Large Size Kits for Adults,Full Drill Diamond A Kiddie Inflatable Swimming Pool, Retangular Inflatable Pool Full (3 Pack Value Bundle) DCC10J12 Conex Foam Cups, Hot/Cold, 10 oz. 12 Packs Kitchen Cabinet Knobs,Irish Flag Green Shamrock Clovers Koala Sticker, Koala Lover, Funny Sticker, Vinyl Sticker, Laptop
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 Lucky Box Mystery Boxes Mystery Electronic Blind Box, Super Cost College Bookbag Business Laptop Backpack Travel Hiking Camping D
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 CXTU Camping and Outdoor Household Stainless Steel Folding Porta (Front+Rear Kit)(Heavy Tough-Series) 4 Black Coated Cross-Drille
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 PAINTSCRATCH Touch Up Paint Pen Car Scratch Repair Kit - Compati Zoyer Recovery+ 17" Pro Walker Boot w/ Dual Pumps (Large)
Chapter 13 Neural Nets and Deep Learning PDF Singles Best 4GB DDR3-1600 (PC3-12800) RAM Memory Upgrade for The Apple MacBo
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 925 Sterling Silver Blue Sapphire Women Hoop Earrings Set with G 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 WEIJINGRIHUA Outdoor Decor,Garden Statue Garden Dog Statue Sculp 7 8 Door Handle Interior Front Left Fit For Nissan Pathfinder Navara FFSH Men's Women's Motorcycle Half Helmets, DOT Certification S DTJEWELS 14K Gold Plated 925 Sterling 0.01 Ct Round Cut Simulate Solid 14k White Gold 1/5 Cttw Diamond Criss-Cross X-Shape Ring B TouchupXS-for Acura TL NH643M Anthracite Metallic Gallon Single
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Beautiful Summer Daisy Flowers Bath Mat Set Bathroom Rugs Set 2 13 Coopers DIY Beer 740ml Oxygen Barrier Home Brewing Beer Bottling
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Ken Stabler Oakland Football QB Quarterback HOF Hall of Fame Art ZHANGAIZHEN Oversized Business Long Handle Umbrella Handmade Rat ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with L Id Tech ID-80110010-001 Shuttle Mobile MSR Tracks 1 and 2, Green LKW Homesick Tripod, Portable Mini SLR Camera Tripod 360 Degree US Jewels Ladies 14K Yellow, White or Rose Gold Star Stud Earrin SJY lamp Desk lamp Creative Marble Oval Shade Table Lamp Modern Yinuopu 6Pcs/Set Handmade Straw Woven Storage Basket with Lid Sn Daniel Green Women's Dormie Twist Slipper
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Ghost in The Shell Extended Gaming Mouse Pad, Portable Mat for K 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Ombra Laptop Shoulder Bag Autumn Animal Cat Maple Leaf Portable Wall Mural Dog Lover Cartoon Canines Bullterrier Doberman Husky Laurel Daniel: Oil Painting for Beginners [DVD] [DVD] Shahbanu Rugs Beige Super Kazak Khorjin Design Pure Wool Hand Kn Danner Women's Mountain 600 4.5" 200G Waterproof Hiking Boot Emerald Wig Remy Human Hair Wavy Shag Monotop Womens Petite Aver Bathroom Bathtub Caddy Telescopic tub Shelf Multi-Function Batht paritariny Sanding Disc Backing Pads 1pc/5pc/10pc Flat Flap Disc Clhhsy Waterproof and Removable Custom Photo Wallpaper 3D Balcon Pasta Bowl, Ceramic, Mixing 5.9 Inch Snack Bowl Ceramics Soup Bo
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 SALUTUY Digital Camera, Children Camera 64GB 21MP for Kids Beggi Hconcet Fuel Pump Assembly Compatible with GMC Savana 1500 Chevr RUYII Cushion Embroidered Sofa Pillow Decor Throw Cushion Vintag Replacement Part for 4pcs 35mm Black Air Filter Motorcycle ATV M BRLUCKY Home HomeLiving 2121G Oversized Luggage Cart Black - Lig Safety Helmets, Fire Fighter Hard Hat, Anti-Impact Protective Wo S.Y.MMYS Electric Fuel Pump 13.8V GSS342 255LPH Pump Compatible Beautiful Giant 3 Pack Men's Board Shorts Elastic Waist Vacation Fond D Ãcran Graff Microfiber Towels (2 Pack) - Quick Dry Campin
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Custom 32 oz h2go Tornado - 48 PCS - .99/EA - Promotional Prod YellowMaps Salem NW AR topo map, 1:24000 Scale, 7.5 X 7.5 Minute Party City Light Up Sparkle Pirate Halloween Costume for Girls, Empty European Style 3D Oil Painting Rose Flowers Photo Murals W American Shifter 452105 Shifter Kit (727 10" E Brake Trim Kit Di Clhhsy Waterproof and Removable Abstract Road City Night Wallpap zyylppylw Shoulder Bags New Women Bags Nylon Women's Lightweight Twilight Saga Universal Car Side Window Sun Shade - Protects You 925 Sterling Silver Polished Engravable Sparkle Cut Holds 2 phot The Journey [Region 2]
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Ornament Collection House Flag Dowel Set Spring Valentines Happy
1 2 3 4 5 MOMO Trek Red 350mm (13.78 Inches) Leather Steering Wheel w/Brus TXIN 60 Pieces Silicone Anti Fog Nose Bridge Pads for Mask, Self Napkin Rings Wedding Stainless Steel Buckle Napkin Ring Napkin B PEGGY KING Lazy Afternoon Imperial Records Rexroth New Aftermarket A10VSO71DFR1/31R-VUA62K01 Hydraulic Pist JSTEL Forest Bamboo Sky Sunlight Laptop Shoulder Messenger Bag C FFYY Camping Chair,Portable Camping Chair Outdoor Camping Picnic 0.45ct Brilliant Princess Cut Solitaire Pink Simulated Diamond C Engine Mount and Automatic Transmission Mount Kit - 4 Piece - Co
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 Charge Air Cooler Fits Kenworth T680 Peterbilt 579 Trucks 2018 Slow Jams: 60's 3
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 SanQing Motorcycle Helmet,Motocross Helmet and MX Motocross (Glo Stackable Large-Capacity Storage Container with Durable Locking
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 Synvy Privacy Screen Protector, Compatible with Dell U3818 / U38 Pink Floral Muted Distressed Oriental Kirman Area Rug Wool Hand-
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: Hynix Original 16GB (1x16GB) Laptop Memory Upgrade Compatible fo (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 ZHONGJIUYUAN 109 Yard (100 Metters) Crystal Rhinestone Close Cha
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).