The winnow algorithm is a technique from machine learning for learning a linear classifier from labeled examples. It is very similar to the perceptron algorithm. However, the perceptron algorithm uses an additive weight-update scheme, while Winnow uses a multiplicative scheme that allows it to perform much better when many dimensions are irrelevant (hence its name winnow). It is a simple algorithm that scales well to high-dimensional data. During training, Winnow is shown a sequence of positive and negative examples. From these it learns a decision hyperplane that can then be used to label novel examples as positive or negative. The algorithm can also be used in the online learning setting, where the learning and the classification phase are not clearly separated. (Wikipedia).
Centrality - Intro to Algorithms
This video is part of an online course, Intro to Algorithms. Check out the course here: https://www.udacity.com/course/cs215.
From playlist Introduction to Algorithms
From playlist Algorithms 1
Function Comparision - Intro to Algorithms
This video is part of an online course, Intro to Algorithms. Check out the course here: https://www.udacity.com/course/cs215.
From playlist Introduction to Algorithms
Optimal State Estimator Algorithm | Understanding Kalman Filters, Part 4
Download our Kalman Filter Virtual Lab to practice linear and extended Kalman filter design of a pendulum system with interactive exercises and animations in MATLAB and Simulink: https://bit.ly/3g5AwyS Discover the set of equations you need to implement a Kalman filter algorithm. You’ll l
From playlist Understanding Kalman Filters
Star Network - Intro to Algorithms
This video is part of an online course, Intro to Algorithms. Check out the course here: https://www.udacity.com/course/cs215.
From playlist Introduction to Algorithms
Function Comparision - Intro to Algorithms
This video is part of an online course, Intro to Algorithms. Check out the course here: https://www.udacity.com/course/cs215.
From playlist Introduction to Algorithms
The Third Algorithm: The Evolution of Human Culture
Lecture by Professor Gary Tomlinson, John Hay Whitney Professor of Music & the Humanities; Director of Yale’s Whitney Humanities Center. The Franke Program in Science and the Humanities is a new initiative at Yale that aims to foster communication, mutual understanding, collaborative rese
From playlist Franke Program in Science and the Humanities
!!Con 2020 - The Taming of the Clue: Making a Crossword Solver Bot by Chloe Revery
The Taming of the Clue: Making a Crossword Solver Bot by Chloe Revery Have you ever tried to solve a crossword puzzle and walked away stumped? Imagine being a secondhand pen plotter from the 1980s! The humble pen plotter – a robotic arm with pen attachments once used to draw graphs for bu
From playlist !!Con 2020
Why is Chocolate Shiny? (feat. Draw Curiosity)
SUPPORT ME ON PATREON: https://Patreon.com/Technicality SUBSCRIBE TO INÉS: http://youtube.com/DrawCuriosity SUBSCRIBE: http://bit.ly/Subscribe2Technicality TWEET THIS EPISODE: http://ctt.ec/3SV_0 PREVIOUS EPISODE: https://www.youtube.com/watch?v=lVbUWX-e3yE Lots of chocolate was eaten i
From playlist Draw Curiosity is also featured in...
Heap Sort Performance Solution - Intro to Algorithms
This video is part of an online course, Intro to Algorithms. Check out the course here: https://www.udacity.com/course/cs215.
From playlist Introduction to Algorithms
Weeds and Protection against them | Crop Production and Management | Don't Memorise
Crops growing in the field seem very calm, but they have to fight a lot with many factors. but who could disturb our crops in the field? to know more about these harmful factors and also to know about the practices carried out once the crops are harvested, do watch this video! To access
From playlist Biology
Who needs kernels anyway? - Mark Herbster
We discuss the problem of predicting the entries of a binary matrix in the online learning setting. We will give an algorithm that scales with the _margin complexity_ of the underlying matrix. If each row of the matrix represents a prediction task over a finite set of objects (the columns)
From playlist The Interplay between Statistics and Optimization in Learning
Discrete Math - 3.1.3 Sorting Algorithms
Bubble sort and insertion sort algorithms. Textbook: Rosen, Discrete Mathematics and Its Applications, 7e Playlist: https://www.youtube.com/playlist?list=PLl-gb0E4MII28GykmtuBXNUNoej-vY5Rz
From playlist Discrete Math I (Entire Course)
Firearms on Facebook | HowStuffWorks NOW
2/03/2016: Recently Facebook banned private firearms sales from unlicensed sellers, who typically don’t run background checks. Firearms and Facebook, who knew? music: ‘Summer Spliffs’ by Broke For Free VIDEO CLIPS: Here Are Obamas New Executive Actions on Gun Control https://www.youtube
From playlist HowStuffWorks NOW
(IC 5.11) Finite-precision arithmetic coding - Rescaling
We integrate the rescaling operations into the infinite-precision encoder, as a precursor to the finite-precision encoder. A playlist of these videos is available at: http://www.youtube.com/playlist?list=PLE125425EC837021F
From playlist Information theory and Coding
Re-Imagining the Social Sciences in the Age of AI - March 4, 2020
Re-Imagining the Social Sciences in the Age of AI: A Cross-Disciplinary Conversation Wednesday, March 4 5:30 p.m. Wolfensohn Hall Co-organized by the School of Mathematics and the School of Social Sciences, this public event will feature two short talks about the transformational possibi
From playlist Mathematics
Modern Marvels: The Art of Chocolate Making (From Bean to Bar!) (Season 18) | History
Tune in to new episodes of Modern Marvels, Sundays at 10/9c on The HISTORY Channel. Adam ventures into the delicious world of chocolate making while visiting Shane Confectionery - also known as the oldest candy store in America, in this clip from Season 18, "Chocolate." #ModernMarvels Sub
From playlist Modern Marvels: Season 18 | History
When Giant Lemurs Ruled Madagascar
PBS Member Stations rely on viewers like you. To support your local station, go to http://to.pbs.org/DonateEons ↓ More info below ↓ Our new pin! https://store.dftba.com/collections/all/products/eons-enamel-pin Just a few thousand years ago, the island of Madagascar was inhabited by giant
From playlist Ancient Fauna, Flora & Fungi
Build a Heap - Intro to Algorithms
This video is part of an online course, Intro to Algorithms. Check out the course here: https://www.udacity.com/course/cs215.
From playlist Introduction to Algorithms
Noam Chomsky on Theories of Linguistics (Part 2) | Closer To Truth Chats
Closer To Truth has just launched a new website! We can't wait for you to see what we've been working on. New seasons (including the web debut of Season 21), interviews, topic guides, curated playlists, candid conversations, book excerpts, essays, and announcements. Visit today: www.Closer
From playlist Closer To Truth Chats