Planet London Python

September 26, 2016

Steve Holden

September 25, 2016

Harry Percival

Plans for the second edition

The second edition was mostly prompted by the announcement by Mozilla that they were shutting down Persona in November 2016. Given that it would affect almost all the chapters from 15 thru to 21, it seemed a good excuse to do a full second edition rather than just an update.

Here, in brief, is an outline of the plan:

Chapter rewrites:

  • Rewrite chapters 15 + 16, replace persona with passwordless auth: first draft done

  • Update chapters 17+ for persona changes: in progress

  • Update JavaScript chapter for new version of QUnit: done

  • Update deployment chapters to use Systemd instead of Upstart: started but only in ansible appendix.

  • Two new chapters on REST APIs and Ajax: code spiked, but chapters not yet written

Minor updates + changes:

  • Switch to using a virtualenv from the very beginning
  • Upgrade to latest Django (1.10?)
  • Use less HTML ids and more classes
  • Use more early returns in FTs when refactoring partially finished user stories.

That's it, in very brief. You can read more on the google group, and feel free to join in the discussion there too, or here. Let me know what you think!

by Harry at September 25, 2016 05:52 PM

September 23, 2016

Ian Ozsvald

Practical ML for Engineers talk at #pyconuk last weekend

Last weekend I had the pleasure of introducing Machine Learning for Engineers (a practical walk-through, no maths) [YouTube video] at PyConUK 2016. Each year the conference grows and maintains a lovely vibe, this year it was up to 600 people! My talk covered a practical guide to a 2 class classification challenge (Kaggle’s Titanic) with scikit-learn, backed by a longer Jupyter Notebook (github) and further backed by Ezzeri’s 2 hour tutorial from PyConUK 2014.

Debugging slide from my talk (thanks Olivia)

Debugging slide from my talk (thanks Olivia)

Topics covered include:

  • Going from raw data to a DataFrame (notable tip – read Katharine’s book on Data Wrangling)
  • Starting with a DummyClassifier to get a baseline result (everything you do from here should give a better classification score than this!)
  • Switching to a RandomForestClassifier, adding Features
  • Switching from a train/test set to a cross validation methodology
  • Dealing with NaN values using a sentinel value (robust for RandomForests, doesn’t require scaling, doesn’t require you to impute your own creative values)
  • Diagnosing quality and mistakes using a Confusion Matrix and looking at very-wrong classifications to give you insight back to the raw feature data
  • Notes on deployment

I had to cover the above in 20 minutes, obviously that was a bit of a push! I plan to cover this talk again at regional meetups, probably with 30-40 minutes. As it stands the talk (github) should lead you into the Notebook and that’ll lead you to Ezzeri’s 2 hour tutorial. This should be enough to help you start on your own 2 class classification challenge, if your data looks ‘somewhat like’ the Titanic data.

I’m generally interested in the idea of helping more engineers get into data science and machine learning. If you’re curious – I have a longer set of notes called Data Science Delivered and some vague plans to maybe write a book (maybe) – for the book join the mailing list here if you’d like to hear more (no hard sell, almost no emails at the moment, I’m still figuring out if I should do this).

You might also want to follow-up on Katharine Jarmul’s data wrangling talk and tutorial, Nick Radcliffe’s Test Driven Data Analysis (with new automated TDD-for-data tool to come in a few months), Tim Vivian-Griffiths’ SVM Diagnostics, Dr. Gusztav Belteki’s Ventilator medical talk, Geoff French’s Deep Learning tutorial and Marco Bonzanini and Miguel ‘s Intro to ML tutorial. The videos are probably in this list.

If you like the above then do think on coming to our monthly PyDataLondon data science meetups near London Bridge.

PyConUK itself has grown amazingly – the core team put in a huge amount of effort. It was very cool to see the growth of the kids sessions, the trans track, all the tutorials and the general growth in the diversity of our community’s membership. I was quite sad to leave at lunch on the Sunday – next year I plan to stay longer, this community deserves more investment. If you’ve yet to attend a PyConUK then I strongly urge you to think on submitting a talk for next year and definitely suggest that you attend.

The organisers were kind enough to let Kat and myself do a book signing, I suggest other authors think on joining us next year. Attendees love meeting authors and it is yet another activity that helps bind the community together.

Book signing at PyConUK

Book signing at PyConUK

Ian applies Data Science as an AI/Data Scientist for companies in ModelInsight, sign-up for Data Science tutorials in London. Historically Ian ran Mor Consulting. He also founded the image and text annotation API, co-authored SocialTies, programs Python, authored The Screencasting Handbook, lives in London and is a consumer of fine coffees.

by Ian at September 23, 2016 11:28 AM

Steve Holden

September 20, 2016

Tim Golden

Rambling Thoughts on PyCon UK 2016

[UPDATE: People reading this might get the impression that my experience was negative. Really, though, it’s just that, for reasons outside the Conference, I was rushed and not really prepared and so didn’t enjoy things as much as I might have done. In other words, the negative tone is subjective rather than objective!]

If you track back through my write-ups of my previous PyCon UK experiences, you’ll see a bit of a trend: every year I say something like “This year was different”. And so it was this year. But this year it was differently different: it was different for the whole of PyCon UK, not just for me.

PyCon UK was famously the brainchild of John Pinner (RIP) and was organised and run by him and a team of Python enthusiasts from the West Midlands with help from elsewhere. But we had clearly outgrown our Coventry venue: in the last two or three years, the facilities have become increasingly strained.

So this year we were in Cardiff where Daniele Procida and others have successfully organised DjangoCon several times. Specifically we were in the City Hall which gave the conference more capacity and, I’m told, a slightly more responsive building staff over the weekend. I haven’t seen many facts or figures from the organisers, but certainly over 500 people were registered, in contrast to something like 300 for the last couple of years in Coventry. I don’t know if that’s because the size of the venue allowed more tickets to be made available or because Python has had a popularity explosion in the UK. I also don’t know whether it includes the Teachers’ and Children’s tickets, or those for the Open Day. Still: bigger.

I was unable to take any time off work around the conference. We have a highly important deadline fast approaching for a Big Contract and all shore leave was cancelled. I was especially sorry to miss the Education Day for teachers, which I’ve been involved with since its inception 4 or 5 years ago. So when I finally arrived on Saturday morning, I went straight into the Kids’ track which was running a Code Club session on Racing Turtles. I’d heard not long before the Conference that there hadn’t been much take up for the Kids’ Day, so I was very glad to see that the place was packed with children & their parents. Unscientifically, I’d say that most were between 9-12 with a small number above and below those ages. Probably rather more girls than boys.

After the break, there were sessions on Minecraft and micro:bit. I helped with the latter – I’m not a fan of Minecraft! And after lunch was a free-for-all in the Kids’ Track. The idea was to work on anything which had taken your fancy in the morning. I know from previous years that this sometimes works and sometimes doesn’t. (Generally parents of younger kids who are disengaged tend to take them away at this point). But for those old enough, or whose parents are keen enough, it was a great chance to explore possibilities. At different times there were quite a few conference-goers popping and out to offer help, although sometimes it’s not needed as everyone has their head down in a project.

I always enjoy the youngsters at Python. Of course, not every child gets as much out of things as they might do. Some of the worksheets needed a lot of reading and then a lot of typing which was daunting especially to some younger participants. (And laziness is A Thing, of course!). But it’s great when the children get the bit between their teeth and get excited about what they’ve achieved… and that they worked it out themselves, and debugged it themselves. And they’ve got an idea about where to go next.

For various reasons I spent relatively little time at the Conference proper. In particular, I only attended three talks, all of them given by people I knew and containing few surprises. It’s nice to see that several projects which I was slightly connected with early on have grown considerably and definitely merit a newer look: GPIOZero, PyGame Zero and PiNet. Like everyone else, I was impressed by the talk transcribers.The Conference venue was very pleasant and what I saw of Cardiff was welcoming – even though they were milking their connection with Roald Dahl, who’d been born there 100 years before.

People have spoken and tweeted about how welcoming and open PyCon UK was for them, and I’m delighted. For me, the experience was a mixed one, I think for two reasons. One was that I was there for considerably less than 48 hours: I arrived on Saturday morning and left mid-afternoon on Sunday. I had necessarily little time to interact with people and, once I’d helped with the Kids’ Track, I particularly wanted to catch up with Andrew Mulholland of PiNet fame, and to say hello to people I pretty much only see at PyCon UK. Floris wanted to chat about networkzero and, once I’d done all that, it was almost time to go. I had an hour in the glorious Quiet Room (aka Cardiff City Council Chamber) before heading off on a coach to Bristol followed by a 2+hr stand on the train back to London.

The other thing which muted my experience was how much bigger the Conference was this year, how many more people. Obviously, the fact of its being in South Wales will have skewed the catchment area, so to speak. But I was surprised at how few people I knew. Of course, at one level, this is great: the Python community is big and getting bigger; I’m not in an echo chamber where I talk to the same 12 people every year; people from the South & West who couldn’t get to Coventry can get to Cardiff. At the same time, I was irrationally lower in spirits (partly through lack of sleep, no doubt!). Normally I have no difficulty in just stopping by people to say things like “My name’s Tim; what do you use Python for?”. But this year, I just found it harder. So – sorry to people whom I appeared to be ignoring or who found me distracted.

In particular I realised how much I’d missed by not being there the previous two days: it’s a little like starting at a new school when everyone else has already been there a while. There’s nothing I could have done, but I regretted it nonetheless. Hopefully it’ll be better next year.

I look forward to seeing other people’s post-Conference write-ups and photos. I’m especially interested in people who didn’t enjoy things, or at least weren’t bowled over. Not because I’m reaching out for negativity, but because surely some people will have had an indifferent or even a negative experience at some level, and it would be good to understand why.

Well there’s more I could say, but if you’ve even read this far, that’s more than I expected. I hope I’ll see you there next year, and meanwhile enjoy the tweets.

by tim at September 20, 2016 01:25 PM