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      "source": "https://brid.gy/comment/mastodon/@jamesravey@fosstodon.org/107559113374570967/107559133556797594",
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        "content": "<p><span class=\"h-card\"><a href=\"https://fosstodon.org/@jamesravey\" class=\"u-url\">@<span>jamesravey</span></a></span> Ooh, and you do NLP! I've been trying to get into it for a hobby project, and I'm fascinated with what I've learned so far.</p><p>Any tips for someone dipping his toes into the deep ML pond for the first time?</p>",
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        "content": "<p><span class=\"h-card\"><a href=\"https://fosstodon.org/@benjaminhollon\" class=\"u-url\">@<span>benjaminhollon</span></a></span> sure - I'd say as tempting as $LatestShinyThing may be, start with the fundamentals - the NLTK book + python library is pretty old school but great foundational material (<a href=\"https://www.nltk.org/book/\"><span>https://www.</span><span>nltk.org/book/</span><span></span></a>) whereas the spacy library + 101 course (<a href=\"https://course.spacy.io/en/\"><span>https://</span><span>course.spacy.io/en/</span><span></span></a>) is a good \"I don't care about the theory, I just want to build something cool\" alternative. - Maybe I should write about these during my 100 days!</p>\n<a href=\"https://www.nltk.org/book/\">NLTK Book</a>",
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        "content": "<p>It's not all doom and gloom out there folks - the internet also facilitates, weird, wacky and wonderful</p>",
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        "content": "<p><span class=\"h-card\"><a href=\"https://fosstodon.org/@jamesravey\" class=\"u-url\">@<span>jamesravey</span></a></span> I love this post! I always put so much pressure on myself to start off with a clean once January comes. But like anything, taking small steps is probably better in the long run compared to just going \"cold turkey\".</p>",
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        "content": "<p><span class=\"h-card\"><a href=\"https://fosstodon.org/@jamesravey\" class=\"u-url\">@<span>jamesravey</span></a></span> chaotic systems! when i was doing speech rec training we would regularly get mandates from the boss or the customer to \"improve the frontier graph\" by x points or whatever and they'd grill us on what we thought would give that improvement. about I dunno like 50% of the time the result of executing that plan was a degradation of model performance. (this is why I left that gig too, the catch-22 of improving already-optimized chaotic systems was too much)</p>",
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        "content": "<p><span class=\"h-card\"><a href=\"https://fosstodon.org/@capn_b\" class=\"u-url\">@<span>capn_b</span></a></span> ah that old chestnut! I guess it's almost impossible to avoid overfitting when you're already performing well on general use cases</p>",
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        "content": "<p><span class=\"h-card\"><a href=\"https://fosstodon.org/@jamesravey\" class=\"u-url\">@<span>jamesravey</span></a></span> and that \"well\" is extremely fun to define!</p>",
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        "content": "Interesting debugging from James. Beware the reproducibility of your deep learning models on different machines with different floating point hardware.\n<a class=\"u-mention\" href=\"https://brainsteam.co.uk/2022/01/22/deep-learning-reproducibility-here-be-dragons/\"></a>",
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        "content": "<p><span class=\"h-card\"><a href=\"https://fosstodon.org/@jamesravey\" class=\"u-url\">@<span>jamesravey</span></a></span> I'm a sucker for anything with braised / cooked greens.  That looks delicious!</p>",
        "published": "2022-02-04T16:17:13"
      }
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      "id": 1346433,
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          "name": "James Ravenscroft",
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        "content": "<p><span class=\"h-card\"><a href=\"https://fosstodon.org/@funnylookinhat\" class=\"u-url\">@<span>funnylookinhat</span></a></span> it tasted as good as it looks!</p>",
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      "id": 1346569,
      "source": "https://brid.gy/like/twitter/jamesravey/1489633717664501764/1472627256975663107",
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  "/2022/2/13/running-a-house-knowledge-management/": [
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          "name": "Benjamin Hollon :fedora: :rss:",
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        "author": {
          "type": "card",
          "name": "Benjamin Hollon :fedora: :rss:",
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        "content": "<p><span class=\"h-card\"><a href=\"https://fosstodon.org/@jamesravey\" class=\"u-url\">@<span>jamesravey</span></a></span> Well, you're ahead of me. :P</p><p>Unless I count posts for my other blog, which I wasn't planning to include, which would put me at 7/100.</p>",
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      "source": "https://brid.gy/like/mastodon/@jamesravey@fosstodon.org/107790622695524275/106905090276104356",
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          "name": "m. x. u.",
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    {
      "id": 1351301,
      "source": "https://brid.gy/comment/mastodon/@jamesravey@fosstodon.org/107790622695524275/107791722310182511",
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          "name": "James Ravenscroft",
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        "content": "<p><span class=\"h-card\"><a href=\"https://fosstodon.org/@benjaminhollon\" class=\"u-url\">@<span>benjaminhollon</span></a></span> that's pretty good going! I'm definitely finding it difficult to write more than once a week and to get to 100 posts in 1 year I need to average about 2 posts a week \ud83d\ude2c</p>",
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      "id": 1351302,
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      "data": {
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          "name": "\ud83c\udff4\u200d\u2620\ufe0f \u20b1\u024e\u2c64\u20b3\u20ae\u0246\u0e3f\u0246\u20b3\u2c64\u0110",
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        "content": "<p><span class=\"h-card\"><a href=\"https://fosstodon.org/@jamesravey\" class=\"u-url\">@<span>jamesravey</span></a></span> My wife and I use Bitwarden to share passwords for almost everything. I have also been thinking of how best to share other information but have to yet to settle on a solution.  Since I stopped using Google (many years ago) sharing our calendars has also been broken.<br />I would be interested to see how you get on with this.</p>",
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      "verified_date": "2022-02-13T16:48:54.607864",
      "data": {
        "author": {
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        "content": "<p><span class=\"h-card\"><a href=\"https://mastodon.social/@pyratebeard\" class=\"u-url\">@<span>pyratebeard</span></a></span> that's awesome! Bitwarden looks very promising! I should make the jump from lastpass! We use nextcloud for non-google calendar + contact sharing as well as off-site file backup. It is a bit clunky but it's a mature solution!</p>",
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        "sentence": "\ud83c\udff4\u200d\u2620\ufe0f \u20b1\u024e\u2c64\u20b3\u20ae\u0246\u0e3f\u0246\u20b3\u2c64\u0110 liked a post https://brainsteam.co.uk/2022/2/13/running-a-house-knowledge-management/",
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        "content": "<p><span class=\"h-card\"><a href=\"https://fosstodon.org/@jamesravey\" class=\"u-url\">@<span>jamesravey</span></a></span> Just came across your post. I like the insurance example, too. A pity not so many people here seem to be using <a href=\"https://writing.exchange/tags/joplin\">#<span>joplin</span></a></p>\n<a class=\"p-category\" href=\"https://fosstodon.org/tags/joplin\">joplin</a>",
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  "/notes/2022/02/18/1645170512/": [
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        "content": "<p><span class=\"h-card\"><a href=\"https://fosstodon.org/@jamesravey\" class=\"u-url\">@<span>jamesravey</span></a></span> A ridge tile blew off our roof and smashed five other tiles. Not experienced that before! Reminds me of the storm in 1987 which blew brick walls down.</p>",
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        "content": "<p><span class=\"h-card\"><a href=\"https://fosstodon.org/@underlap\" class=\"u-url\">@<span>underlap</span></a></span> sorry to hear about your roof! So far - touch wood- the house is in tact although I went out and weighed down the bins with bricks just in time to narrowly avoid a clobbering from an airbourne fence panel! I'm just a couple of years shy of having experienced the 87 storm so Eunice is probably the worst UK storm in my lifetime!</p>",
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          "name": "James Ravenscroft",
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        "content": "<p><span class=\"h-card\"><a href=\"https://fosstodon.org/@underlap\" class=\"u-url\">@<span>underlap</span></a></span> I think I have a copy of it somewhere but didn't get around to it yet! I've heard that the show takes soemc relative liberties as dramatisations often do.  I have to say I thought it was very well acted though! I'll definitely have to dig out the book for comparison</p>",
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          "name": "\u02d7\u02cf\u02cb Doug Belshaw \u02ce\u02ca\u02d7 \ud83d\udca5\u2620\ufe0f\u270a:",
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      "source": "https://brid.gy/comment/mastodon/@jamesravey@fosstodon.org/107989896955781028/107990667267961505",
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          "name": "\u02d7\u02cf\u02cb Doug Belshaw \u02ce\u02ca\u02d7 \ud83d\udca5\u2620\ufe0f\u270a:",
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        "content": "<p><span class=\"h-card\"><a href=\"https://fosstodon.org/@jamesravey\" class=\"u-url\">@<span>jamesravey</span></a></span> Nice one!</p>",
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        "content": "<p><span class=\"h-card\"><a href=\"https://fosstodon.org/@jamesravey\" class=\"u-url\">@<span>jamesravey</span></a></span> You may like to read \"This is going to hurt\" as I think it worked much better in book form. I turned over after a few minutes of the TV show, but the book was hilarious (with sad bits, of course).</p>",
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  "/notes/2022/06/05/1654447818/": [
    {
      "id": 1410483,
      "source": "https://brid.gy/comment/mastodon/@jamesravey@fosstodon.org/108425907287425806/108426066202074477",
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          "name": "James Ravenscroft",
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        "content": "<p><span class=\"h-card\"><a href=\"https://fosstodon.org/@underlap\" class=\"u-url\">@<span>underlap</span></a></span> nice idea - it was a bit scary to actually go through and put approx word targets in there but I find myself pleasantly surprised!</p>",
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      "source": "https://brid.gy/like/mastodon/@jamesravey@fosstodon.org/108425907287425806/300768",
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          "type": "card",
          "name": "Mehrad :manjaro: :kdenew: \ud83c\uddea\ud83c\uddfa",
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        "content": "<p><span class=\"h-card\"><a href=\"https://fosstodon.org/@jamesravey\" class=\"u-url\">@<span>jamesravey</span></a></span> Great stuff. Now stick to your daily word target and allow plenty of time for editing and I'm sure you'll do well (says he, never having written a thesis).</p>",
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        "content": "<p><span class=\"h-card\"><a href=\"https://fosstodon.org/@jamesravey\" class=\"u-url\">@<span>jamesravey</span></a></span> Why not add target # words and deadline so you/we can see if you are on track?</p>",
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        "content": "<p><span class=\"h-card\"><a href=\"https://fosstodon.org/@jamesravey\" class=\"u-url\">@<span>jamesravey</span></a></span> Good luck :) \u2615\ufe0f</p>",
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