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BLOG – LEEDS NEURAL NETWORKS

Welcome Back!

Welcome back to Leeds for another academic year! It was good to see so many of you sign up and show interest in our society at the freshers fair last week from all difference subject areas. For those who don’t know, we’re an academic neuroscience society aimed at spreading current findings from neuroscience. We aim to run talks, debates, trips to BNA conferences throughout the …

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Blog on Machine Learning, Statistics & Software Development

Ubuntu 17.10: a last minute review

On October 19 2017, Ubuntu 17.10 will be released and as many of you know it packs lots of significant changes. I spend a week testing the Beta 2 and in this “last minute” review, I document some of the less obvious features/gotchas of Ubuntu 17.10. I also share with you my experience and provide […]

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Blog on Text Analytics - Provalis Research

WORKSHOP FOR QDA MINER AND WORDSTAT IN DECEMBER 2017

Provalis Research is holding a three-day training workshop for QDA Miner 5 and WordStat 7 in Montreal, Quebec, Canada. The training will be held from December 6 to December 8, 2017 at the Provalis Research head office. QDA Miner training: December 6 and December 7 – 9am to 5pm, 9am to 12pm WordStat training: December 7 and December […]

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Blog on Machine Learning, Statistics & Software Development

Datumbox Machine Learning Framework v0.8.1 released

The Datumbox v0.8.1 has been released! Download it now from Github or Maven Central Repository. What is new? The main focus of version 0.8.1 is to resolve various bugs, update the depedencies and improve the code architecture of the framework. Here are the details: Dependencies: Updated the Maven Compiler, Nexus Staging, Surefire, SLF4J and Logback […]

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Dan Luu

Branch prediction

This is a pseudo-transcript for a talk on branch prediction given at Two Sigma on 8/22/2017 to kick off "localhost", a talk series organized by RC . How many of you use branches in your code? Could you please raise your hand if you use if statements or pattern matching? Most of the audience raises their hands I won’t ask you to raise your hands for this next part, but

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Blog on Text Analytics - Provalis Research

Exploring Naïve Bayes classifier: Maybe not so naïve after all?!

Although relatively simple, Naïve Bayes (NB) is one of the powerful machine learning techniques. It’s not only simple but fast and accurate and has been used in various applications and domains. So, it’s a reliable friend that you can trust on rainy days! In this post, we will see how it works. Who is NB’s […]

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Exploring Naïve Bayes classifier: Maybe not so naïve after all?!
Dan Luu

Sattolo's algorithm

I recently had a problem where part of the solution was to do a series of pointer accesses that would walk around a chunk of memory in pseudo-random order. Sattolo's algorithm provides a solution to this because it produces a permutation of a list with exactly one cycle, which guarantees that we will reach every element of the list even though we're traversing it in random order. However, the explanations of why the algorithm worked that I could find online either used some kind of mat

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Blog on Text Analytics - Provalis Research

What is K-Nearest Neighbors?!

In our previous post on machine learning, we explained that there are supervised and unsupervised beasts lurking in machine learning land! One of the simplest machine learning techniques is the K-nearest neighbors (KNN). In this post, we will briefly review the way KNN works. We’ve all heard of lazy guys! With technology being more accessible […]

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What is K-Nearest Neighbors?!
Blog on Text Analytics - Provalis Research

Do not fear, I am with you to beat the Topic Modeling monster!

As more data becomes available, it gets harder to find and discover what to look for! As we discussed in our previous post topic modeling is a powerful unsupervised machine learning technique to discover hidden themes in a collection of documents. Topic modeling has achieved popularity in different disciplines because it offers several meaningful […]

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Do not fear, I am with you to beat the Topic Modeling monster!
Dan Luu

Terminal latency

There’s a great MSR demo from 2012 that shows the effect of latency on the experience of using a tablet . If you don’t want to watch the three minute video, they basically created a device which could simulate arbitrary latencies down to a fraction of a millisecond. At 100ms (1/10th of a second), which is typical of consumer tablets, the experience is terrible. At 10ms (1/100th of a second), the latency is noticeable, but the experience

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Blog on Text Analytics - Provalis Research

Lowering the OOOM Impact with Text Analytics by John Ford

John Ford is a public sector Research Psychologist who has authored numerous reports and articles about assessment, training, and other personnel management issues. He wrote this guest blog about a recent challenge of how to deal more efficiently with out of office messages with respect to tabulating the survey response rate. In this blog he […]

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Blog on Text Analytics - Provalis Research

Exploring the robo-witch: Is machine learning magic?

Throughout history, we have been interested in seeing the future, either in the form of checking the arrival time of the prince on a white horse or predicting stock prices to get rich! What caused this curse?! It’s probably part of human nature but we can also trace fortune-telling back to the advent of astrology, […]

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Shopify Engineering - Shopify Engineering

How Shopify Capital Uses Quantile Regression To Help Merchants Succeed

6 minute read Shopify Capital provides funding to help merchants on Shopify grow their businesses. But how does Shopify Capital award these merchant cash advances? In this post, I'll dive deep into the machine-learning technique our Risk-Algorithms team uses to decide eligibility for cash advances. The exact features that go into the predictive model that powers Shopify Capital are secret, but I can share the key technique we use: quantile regression.

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Blog on Text Analytics - Provalis Research

Diving into Machine Learning!

Many believe robotics is on the cusp of becoming the next technological revolution and that we should expect a significant impact from “intelligent” robots in the near future. Even today, we can see robots and intelligent systems working here and there in different domains. But, robotics is only one application of machine learning and artificial […]

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Diving into Machine Learning!
Blog on Text Analytics - Provalis Research

A Brief History of Machine Learning

We saw earlier that although machines are stone-hearted, they can learn! As a subset of artificial intelligence (AI), machine learning algorithms enable computers to learn from data, and even improve themselves, without being explicitly programmed. That’s how your Siri communicates with you, or how your super car parks itself, or, partially, how your bank approves […]

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Dan Luu

The widely cited studies on mouse vs. keyboard efficiency are completely bogus

Which is faster, keyboard or mouse? A large number of programmers believe that the keyboard is faster for all (programming-related) tasks. However, there are a few widely cited webpages on AskTog which claim that Apple studies show that using the mouse is faster than using the keyboard for everything and that people who think that using the keyboard is faster are just deluding themselves. This might sound extreme, but, just for example, one page says that the author has “never seen [the keybo

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Dan Luu

Startup options v. cash

I often talk to startups that claim that their compensation package has a higher expected value than the equivalent package at a place like Facebook, Google, Twitter, or Snapchat. One thing I don’t understand about this claim is, if the claim is true, why shouldn’t the startup go to an investor, sell their options for what they claim their options to be worth, and then pay me in cash? The non-obvious value of options combined with their volatility is a barrier for recruiting. Additiona

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Blog on Text Analytics - Provalis Research

Workshop for QDA Miner and WordStat in August 2017

Provalis Research is holding a three-day training workshop for QDA Miner 5 and WordStat 7 in Montreal, Quebec, Canada. The training will be held from August 16th to August 18, 2017 at the Provalis Research head office. It is also possible to register for a 2 day QDA Miner workshop only. However, when the number of participants […]

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Blog on Machine Learning, Statistics & Software Development

Drilling into Spark’s ALS Recommendation algorithm

The ALS algorithm introduced by Hu et al., is a very popular technique used in Recommender System problems, especially when we have implicit datasets (for example clicks, likes etc). It can handle large volumes of data reasonably well and we can find many good implementations in various Machine Learning frameworks. Spark includes the algorithm in […]

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Blog on Machine Learning, Statistics & Software Development

Getting the GPU usage of NVIDIA cards with the Linux dstat tool

The dstat is an awesome little tool which allows you to get resource statistics for your Linux box. It has a modular architecture which allows you to develop additional plugins and it’s easy to use. Recently I was profiling a Deep Learning pipeline developed with Keras and Tensorflow and I needed detailed statistics about the […]

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Dan Luu

How web bloat impacts users with slow connections

A couple years ago, I took a road trip from Wisconsin to Washington and mostly stayed in rural hotels on the way. I expected the internet in rural areas too sparse to have cable internet to be slow, but I was still surprised that a large fraction of the web was inaccessible. Some blogs with lightweight styling were readable, as were pages by academics who hadn’t updated the styling on their website since 1995. But very few commercial websites were usable (other than Google). When I measured m

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Blog on Machine Learning, Statistics & Software Development

Datumbox Machine Learning Framework version 0.8.0 released

Datumbox Framework v0.8.0 is out and packs several powerful features! This version brings new Preprocessing, Feature Selection and Model Selection algorithms, new powerful Storage Engines that give better control on how the Models and the Dataframes are saved/loaded, several pre-trained Machine Learning models and lots of memory & speed improvements. Download it now from Github […]

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BLOG – LEEDS NEURAL NETWORKS

Neural technology – Can your brain control devices or will they control your brain?

At our last informal event at the old bar we had a look at these papers, what are your thoughts on them? A brain controlled drone race! Link Play a game of “20 Questions” using only brainwaves Link Will scientists soon be able to read minds? Neuroscientists are starting to decipher what a person is seeing, remembering and dreaming just by looking at their brain …

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Neural technology – Can your brain control devices or will they control your brain?
Dan Luu

HN: the good parts

HN comments are terrible . On any <a href="https://twitter.com/danluu/status/1280651255275

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BLOG – LEEDS NEURAL NETWORKS

TRIP: BNA CHRISTMAS SYMPOSIUM

Us neuroscientists have decided to take a trip to london to attend the BNA Christmas Symposium, with this years topic being Mental Health! It’s on Monday 12th, but we went all out and decided we want a full weekend in london. The plan is to get the megabus down on Saturday, the day after lectures finish for the term. We’ll stay in a hostel for 2 …

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TRIP: BNA CHRISTMAS SYMPOSIUM
BLOG – LEEDS NEURAL NETWORKS

How do brain and mind create consciousness?

Our upcoming event on 25th October at the Old Bar, 5-6pm will concern the topic of consciousness. Come along to discuss! ‘Definition: the state of being aware of and responsive to one’s surroundings’. What is consciousness to you? How would you define it? We’ll be looking at scientific papers, less scientific and easy to understand articles as well as discussing recent research into consciousness going …

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How do brain and mind create consciousness?
Distill

Deconvolution and Checkerboard Artifacts

When we look very closely at images generated by neural networks, we often see a strange checkerboard pattern of artifacts.

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Dan Luu

Programming book recommendations and anti-recommendations

There are a lot of “12 CS books every programmer must read” lists floating around out there. That's nonsense. The field is too broad for almost any topic to be required reading for all programmers, and even if a topic is that important, people's learning preferences differ too much for any book on that topic to be the best book on the topic for all people. This is a list of topics and books where I've read the book , am

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Dan Luu

Hiring and the market for lemons

Joel Spolsky has a classic blog post on "Finding Great Developers" where he popularized the meme that great developers are impossible to find, a corollary of which is that if you can find someone, they're not great. Joel writes, The great software developers, indeed, the best people in every field, are quite simply never on the market. The average great software developer will apply for, total, maybe, four jobs in their entire career. ... If you're luc

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Dan Luu

I could do that in a weekend!

I can't think of a single large software company that doesn't regularly draw internet comments of the form “What do all the employees do? I could build their product myself.” Benjamin Pollack and Jeff Atwood called out people who do that with Stack Overflow. But Stack O

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BLOG – LEEDS NEURAL NETWORKS

Event: Musicogenic Epilepsy & Humanitas Hydrocephalus Project

Following a huge turnout at our intro event, we invite you to join us for our first formal event! Where? Baines Wing 2.16 When? 11th October 5-6pm We have two level 3 Neuroscience students: Molly Campbell from the All That is Neuro blog presenting her article on Musicogenic Epilepsy.. can Sean Paul really cause a seizure? Alice van der Schoot talking about a hydrocephalus project she …

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Event: Musicogenic Epilepsy & Humanitas Hydrocephalus Project
Dan Luu

Is dev compensation bimodal?

Developer compensation has skyrocketed since the demise of the Google et al. wage-suppressing no-hire agreement , to the point where compensation rivals and maybe even exceeds compensation in traditionally remunerative fields like law, consulting, etc. In software, "senior" dev salary at a high-paying tech company is $350k/yr, where "senior" can mean "someone three years of out school" and it's not uncommon for someone who's considered a hig

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BLOG – LEEDS NEURAL NETWORKS

Intro Event!

TUESDAY 26 September 5-6pm Location: Baines Wing 2.16, University of Leeds https://www.facebook.com/events/1220078328065408/ During Fresher’s week we had people signing up from different fields, such as medicine, psychology, philosophy and yoga. We will explain which kind of activities we will be doing this year: 1) giving students the opportunity to practise presentations of neuroscience-related topics (no marking, no lecturers, no pressure!) 2) informal chats at the …

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