At the time the iPad was released, it felt like Apple was convinced that developers would flock to the opportunity to bu

Products, markets, people, and minds change; Old technical constraints shouldn’t limit your future. If you’re open and honest about the compromises you made, you’ll be better equipped to remedy those disappointments when the opportunities arise.

Take Thanksgiving, for example. The holiday was the brainchild of a magazine editor named Sarah Josepha Hale. As Livia Gershon wrote in Forge last year, “Thanksgiving as we know it was the successful culmination of Hale’s campaign in 1863, when President Lincoln declared a national holiday. Even then, Hale’s ideal Thanksgiving looked back toward an idealized, less harried past, before railroads and soot-belching factories.” And her holiday of course commemorated a sketchily-recorded meal between the pilgrims and the Wampanoag that likely included “a menu featuring fowl, venison, and corn.”

Products, markets, people, and minds change; Old technical constraints shouldn’t limit your future. If you’re open and honest about the compromises you made, you’ll be better equipped to remedy those disappointments when the opportunities arise.

Even our “religious” winter holidays aren’t exactly sacred in the way we often imagine. Like with Thanksgiving, a lot of our “classic” Christmas trappings were invented pretty recently. In the English-speaking world anyway, Christmas was a quiet religious celebration when Charles Dickens’s Christmas Carol helped to shape it into a more secular, family-focused feast day.

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experience the need to develop and evolve portions of the system independently. For this reason, the developers of the system need clear and well-documented separation of concerns, so that modules of the system may be independently developed and maintained.

Key to modern Christmas is a sort of deification of home and family. But is it crucial to go home to your family of origin for Christmas, just because the song says so? Did you know the song “I’ll be Home For Christmas” was written from the point of view of a soldier in World War II? Yes it’s dramatic and moving but look, you’re not exactly looking at a holiday in the trenches. It’s okay to FaceTime your family and then chill out with some Hallmark movies.

We can use n_gram_range to change the size of the resulting candidates. For example, if we would set it to (3, 3) then the resulting candidates would phrases that include 3 keywords.

I think the lesson in all of this is to take detailed notes as you do your work; Be honest about your design’s problem-areas, and revisit the ugly solutions from time to time.

NOTE: You can play around with n_gram_range to create different lengths of keyphrases. Then, you might not want to remove stop_words as they can tie longer keyphrases together.

After all, our “traditional” menu of turkey, cranberry sauce, and pumpkin pie coalesced in the early 20th century, largely dictated by the marketing campaigns of various brands. So if you eschew a big elaborate gathering, and you decide to order some peking duck instead, you’re kind of being even more traditional, maybe? It’s all relative. But it’s not like your foremothers were eating Stovetop stuffing and hoping you would someday honor them by doing the same.

Here’s the first thing I want to say: Weird holidays are fine. In fact, all holidays were always weird, remember? And the next thing I want to say is: Now is the time to reassess, reconfigure, and existentially zhuzh up our family traditions.

Next, we convert both the document as well as the candidate keywords/keyphrases to numerical data. We use BERT for this purpose as it has shown great results for both similarity- and paraphrasing tasks.

As Ellen C. Caldwell writes in JSTOR Daily, “Dickens’ story of Scrooge and the Cratchits transformed the American Christmas dinner…The importance of the private (decorated) home was also part of Charles Dickens’ influence.” Caldwell notes that this more modern tradition of Christmas takes as a theme a juxtaposition of what is with what should be. (In other words, if every Christmas celebration leaves you feeling slightly off-kilter, that’s by design.)

There are many methods for generating the BERT embeddings, such as Flair, Hugginface Transformers, and now even spaCy with their 3.0 release! However, I prefer to use the sentence-transformers package as it allows me to quickly create high-quality embeddings that work quite well for sentence- and document-level embeddings.

Something that’s helped me as I stare down the barrel of the weirdest holiday season ever is to remember that many of our standard holiday traditions aren’t so sacred anyway, and were in fact landed upon out of convenience or coincidence. As Sasha Sagan, author of the book For Small Creatures Such As We: Rituals For Finding Meaning In Our Unlikely World, told me, “Everything is new on the scale of human history. The things we’re holding on to because we feel this pressure from our relatives or ancestors, we can only hold on for so long. Everything will change and always does.”