ENTRIES TAGGED "math"

Improve your math skills

Practical advice for those considering a career in data science

When I was a youngster in college I found myself dissatisfied after I took a stats class from the math department.  So I decided to take another stats class. Classmates thought I was crazy. Let’s be real, what precocious over-achieving teenager majoring in English lit seeks to retake a math class? And not because of a grade but because they were dissatisfied with what they didn’t get out of it? After a bit of research, I decided to take the stats class offered by the psych department.

It made a significant difference.

Thinking about math from the perspectives of research design methodology and how data can be used to manipulate people made quite an impact on my teenage worldview. This experience also reinforced my belief that education is what you decide it will be. There is always more than one way to learn and education doesn’t necessarily have to happen in a physical classroom. Growing up in the San Francisco Bay Area where friends and loved ones decided to forgo traditional higher ed completely to start their own companies or immediately work in jobs in technology also contributed to this belief.

While full time students who are looking at a career in data science may have the time to do seemingly nutty things like take overlapping math classes, this is not something that most people with full time jobs are able to do. When people with full time jobs ask me about what they need to do to move into data science, I probe them about the kind of job in data science they want and about their analytical and empathy skills. Then, I immediately follow up with “So, how are your math skills?.” Interestingly enough, I get a lot people saying how they don’t have time to physically go into a classroom or that it has been, like, forever since they’ve used statistics and/or linear algebra for data analysis. Even more interesting is how often people don’t realize just how many resources are available to learn math outside of the physical-attendance-in-a-classroom-model.

Huh. Read more…

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Four short links: 4 January 2013

Four short links: 4 January 2013

SSH/L Multiplexer, GitHub Bots, Test Your Assumptions, and Tech Trends

  1. sslh — ssh/ssl multiplexer.
  2. Github Says No to Bots (Wired) — what’s interesting is that bots augmenting photos is awesome in Flickr: take a photo of the sky and you’ll find your photo annotated with stars and whatnot. What can GitHub learn from Flickr?
  3. Four Assumptions of Multiple Regression That Researchers Should Always Test — “but I found the answer I wanted! What do you mean, it might be wrong?!”
  4. Tenth Grade Tech Trends (Medium) — if you want to know what will have mass success, talk to early adopters in the mass market. We alpha geeks aren’t that any more.
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Four short links: 14 November 2012

Four short links: 14 November 2012

Win95 Tips, Obama's Big Data, Aggregate Statistics, and Foxconn Robots

  1. Windows 95 Tips — hilarious tumblr showing the dark side of life through Windows 95 UI tips. (via Juha Saarinen)
  2. Everything We Know About Obama’s Big Data Operation (Pro Publica) — “White suburban women? They’re not all the same. The Latino community is very diverse with very different interests,” Dan Wagner, the campaign’s chief analytics officer, told The Los Angeles Times. “What the data permits you to do is figure out that diversity.”
  3. cube (GitHub) — time-series data collection and analysis. Cube lets you compute aggregate statistics post hoc. It also enables richer analysis, such as quantiles and histograms of arbitrary event sets. Cube is built on MongoDB and available under the Apache License on GitHub.
  4. 1M Robots to Replace 1M Human Jobs at Foxconn (Singularity Hub) — Foxconn plant opening, making manufacturing robots, and they appear to be dogfooding by using them in other plants. $25k each, 10k+ made, and fits into the pattern: the number of operational robots in China increased by 42 percent from 2010 to 2011.
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Four short links: 10 October 2012

Four short links: 10 October 2012

Intuitive Linear Algebra, Bayes Intro, State of Javascript, and Web App Builders

  1. An Intuitive Guide to Linear AlgebraHere’s the linear algebra introduction I wish I had. I wish I’d had it, too. (via Hacker News)
  2. Think Bayesan introduction to Bayesian statistics using computational methods.
  3. The State of Javascript 2012 (Brendan Eich) — Javascript continues its march up and down the stack, simultaneously becoming an application language while becoming the bytecode for the world.
  4. Divshot — a startup turning mockups into web apps, built on top of the Bootstrap front-end framework. I feel momentum and a tipping point approaching, where building things on the web is about to get easier again (the way it did with Ruby on Rails). cf Jetstrap.
Comments: 3
Four short links: 9 October 2012

Four short links: 9 October 2012

ID-based Democracy, Web Documentation, American Telco Gouging, and Stats Cookbook

  1. Finland Crowdsourcing New Laws (GigaOm) — online referenda. The Finnish government enabled something called a “citizens’ initiative”, through which registered voters can come up with new laws – if they can get 50,000 of their fellow citizens to back them up within six months, then the Eduskunta (the Finnish parliament) is forced to vote on the proposal. Now this crowdsourced law-making system is about to go online through a platform called the Open Ministry. Petitions and online voting are notoriously prone to fraud, so it will be interesting to see how well the online identity system behind this holds up.
  2. WebPlatform — wiki of information about developing for the open web. Joint production of many of the $BIGCOs of the web and the W3C, so will be interesting to see, as it develops, whether it has the best aspects of each or the worst.
  3. Why Your Phone, Cable, Internet Bills Cost So Much (Yahoo) — “The companies essentially have a business model that is antithetical to economic growth,” he says. “Profits go up if they can provide slow Internet at super high prices.” Excellent piece!
  4. Probability and Statistics Cookbook (Matthias Vallentin) — The cookbook contains a succinct representation of various topics in probability theory and statistics. It provides a comprehensive reference reduced to the mathematical essence, rather than aiming for elaborate explanations. CC-BY-NC-SA licensed, LaTeX source on github.
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Four short links: 28 September 2012

Four short links: 28 September 2012

Mobile Content, Google Math, Mobile Linux, and Mozilla's Strategy

  1. Mobile Content StrategyMobile is a catalyst that can help you make your content tighter without loss of clarity or information. If you make your content work well on mobile, it will work everywhere. Excellent presentation, one I want to thump on every decision-maker’s desk and say “THIS!”.
  2. Math at Google (PDF) — presentation showing the different types of math used to build Google. Good as overview, and as way to motivate highschool and college kids to do their math homework. “See, it really is useful! Really!” (via Ben Lorica)
  3. Tizen 2.0 Alpha Released — Tizen is the Linux Foundation’s mobile Linux kernel, device drivers, middleware subsystems, and Web APIs. (via The Linux Foundation)
  4. Explaining WebMaker Crisply (Mark Surman) — if you’ve wondered wtf Mozilla is up to, this is excellent. Mozilla has big priorities right now: the web on the desktop; the web on mobile; and web literacy.
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Four short links: 24 September 2012

Four short links: 24 September 2012

Open Publishing, Theatre Sensing, Reddit First, and Math Podcasts

  1. Open Monograph Pressan open source software platform for managing the editorial workflow required to see monographs, edited volumes and, scholarly editions through internal and external review, editing, cataloguing, production, and publication. OMP will operate, as well, as a press website with catalog, distribution, and sales capacities. (via OKFN)
  2. Sensing Activity in Royal Shakespeare Theatre (NLTK) — sensing activity in the theatre, for graphing. Raw data available. (via Infovore)
  3. Why Journalists Love Reddit (GigaOM) — “Stories appear on Reddit, then half a day later they’re on Buzzfeed and Gawker, then they’re on the Washington Post, The Guardian and the New York Times. It’s a pretty established pattern.”
  4. Relatively Prime: The Toolbox — Kickstarted podcasts on mathematics. (via BoingBoing)
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Four short links: 22 August 2012

Four short links: 22 August 2012

Minecraft Devastation, Constructive Dialog, Oatmeal Rocks, and Pwning Printers

  1. Minecraft Experiment Devolves into Devastating Resource War — life imitates art, but artificial life imitates, well, Haiti.
  2. Finding Unity in the Math WarsI recently heard a quote about constructive dialog: “Don’t argue the exact point a person made. Consider their position and respond to the best point they could have made.” I like this! (and the point that math teachers fighting with each other is missing an opportunity to fight for the existence of math education) (ps, “unity … math”, I see what you did there)
  3. Tesla Museum Funded — Matthew Inman, cartoonist behind The Oatmeal, used IndieGogo to raise over $850k to buy Tesla’s old building in New York and turn it into a museum. In five days. There are still 39 days to run. Impressive channeling of his audience for good.
  4. Printers Spontaneously Printing “SQL” Strings (Hacker News) — it’s a sign that someone’s scanning your network for vulnerable web apps, found the exposed printer port, and sent an malignant HTTP request to it.
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Four short links: 16 August 2012

Four short links: 16 August 2012

Terms of Service, Exporting Copyright, Monitoring Networks, and Learning Programming

  1. The Medium Terms of Service — easily the best terms of service I’ve ever read. Clear and English wherever possible, apologetically lawyered-up CAPITALS where necessary. Buy that lawyer a beer.
  2. All Nations Lose Under TPP’s Expansion of Copyright Terms (EFF) — leaks reveal the USA negotiators’ predictable attempt to expand the term of copyright in other nations. TPP is a multinational SOPA.
  3. Network Theory to Identify Origins of Outbreaks (MIT Technology Review) — “By monitoring only 20% of the communities, we achieve an average error of less than 4 hops between the estimated source and the first infected community”. The paper says it depends on good knowledge of the network, which makes me wonder how useful it will be for government tracing of Anons and the like.
  4. Introducing Khan CS — John Resig built a Bret Victor-inspired teaching environment for learning Javascript. Nicely done, and soon to be open source.
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Four short links: 10 August 2012

Four short links: 10 August 2012

Coffee Rings, Scaling Laws, Autonomous Aircraft, and Dreaming Computers

  1. The Coffee-Ring Effect (YouTube) — beautiful video of what happens in liquids as they evaporate, explaining why coffee stains are rings, and how to create liquids with even evaporative coating.
  2. The Importance of Quantitative Thinking Medicine (PDF) — scaling laws underly aging, metabolism, drug delivery, BMI, and more. Full of wow moments, like Fractals are a common feature of many complex systems ranging from river networks, earthquakes, and the internet to stock markets and cities. [...] Geometrically, the nested levels of continuous branching and crenulations inherent in fractal­like structures optimise the transport of information, energy, and resources by maximising the surface areas across which these essential features of life flow within any volume. Because of their fractal nature, these effective surface areas are much larger than their apparent physical size. For example, even though the volume of our lungs is about 5–6 L, the total surface area of all the alveoli is almost the size of a tennis court and the total length of airways is about 2500 km. Even more striking is that if all the arteries, veins, and capillaries of an individual’s circulatory system were laid end to end, its total length would be about 100000 km, or nearly two and a half times around the earth.
  3. Autonomous Robotic Plane at MIT (YouTube) — hypnotic to watch it discover the room. A product of the Robust Robotics Group at MIT.
  4. Electric Sheep — hypnotic screensaver, where the sleeping computers collaborate on animations. You can vote up or down the animation on your screen, changing the global gene pool. Popular animations survive and propagate.
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