In mid-2017, when we built Flipkart’s Grocery experience on the app, we carefully planned our code structure and native

Train/Test split is the next step. The column quality is the target variable, with possible values of good and bad. Set the random_state parameter to 42 if you want to get the same split:

You can’t interpret a model before you train it, so that’s the first step. The Wine quality dataset is easy to train on and comes with a bunch of interpretable features. Here’s how to load it into Python:

When Chrissy Teigen gets candid about her thighs changing — it helps everyone else. When Ashley Graham talks about her stretch marks, the same. This May 20 Cosmopolitan article about celebrities embracing their pregnancy bodies bears this newer trend out.

There are a lot of video games that exist. Some of these games include: Call of Duty 4: Modern Warfare, Call of Duty: Advanced Warfare, Call of Duty: Infinite Warfare, Call of Duty: Modern Warfare 2: Force Recon, Call of Duty: Modern Warfare 2 Campaign Remastered, and Reel Fishing III for the PlayStation. But out of all the video games, one stands alone in being good: the turn-based deckbuilding roguelike Slay the Spire. I basically just bought this game because a friend told me, “Dude, you’ll get so addicted to this game if you play it,” and I was like, “Sure, that sounds good.” And I did! And it was. Slay the Spire on Steam, $25

Ms. Teigen, 34, joined a long list of celebrities who have broken a social taboo in recent years to speak out about pregnancy loss. Others include the former first lady Michelle Obama, the singers Beyoncé and Celine Dion, the actresses Brooke Shields and Kirstie Alley and the actors Hugh Jackman and James Van Der Beek.

Eight months into quarantine, it became clear that unless we wanted to recreate The Shining, my family of five needed to get out of this house. In October, we rented an Airbnb in Joshua Tree just so we could Zoom from somewhere else that was driving distance away. At the time, I had to message the owners of houses we were interested in to find out if their Wi-Fi could handle five simultaneous Zooms, but since then, Airbnb has created tools that let you search just for houses with really great Wi-Fi. Instead of gifts for your family this year, I would absolutely recommend a change of scenery. And if you don’t feel safe traveling right now, then get an Airbnb gift card for a future time when you might even get to fly on a plane again. Airbnb gift card, $YouDecide

In a year that saw quarantine and stay-at-home orders proliferate then deflate then hang around confusingly in various states of limbo until nothing made sense anymore—and, lo, it still does not—the one constant for most of us was continuous online consumption of streams and commercial goods ordered via websites, most of them very large oligopolies. Hence Amazonification is ravaging independent shops, boutiques, and bookstores, and The Culture is consolidating under a handful of increasingly dominant streaming platforms.

In a nutshell, LIME is used to explain predictions of your machine learning model. The explanations should help you to understand why the model behaves the way it does. If the model isn’t behaving as expected, there’s a good chance you did something wrong in the data preparation phase.

To this, I say why not give the gift of access to independent content portals and the independent artists who put their content on them to survive? We will still be stuck inside ingesting endless reams of content well into 2021, after all. Give a subscription to a cool indy streaming outfit like Means TV, which sells gift cards, so your nephew might take a break from Netflix and HBO SuperMax. Use Bookshop to buy books if you do not have a local bookstore, seeing as how Amazon is an ethical monstrosity, and order direct from your local bookstore if you do. If they don’t have a website, call them up! I’ve been on the horn with my bookstores more than ever this year, and it’s been really nice, frankly, to chat with bookshop workers— got some great recs out of it all, too.

The acronym LIME stands for Local Interpretable Model-agnostic Explanations. The project is about explaining what machine learning models are doing (source). LIME supports explanations for tabular models, text classifiers, and image classifiers (currently).

Celebrities are aware that everyone wants to see their baby bumps. Some have taken the opportunity to provide photographic content themselves, lest some crazy photographer climbs their fence and steals the shot. Others go into seclusion to avoid being seen and tracked down altogether.

She allowed her vulnerability to be on display for everyone to see. I was impressed and amazed. I lost a baby during delivery. I remember that my mother didn’t want me to talk about it because she felt it too painful to share with others.

After a full workday spent staring at the computer screen in my home office, there is no piece of pleasure reading compelling enough to warrant sitting at my desk/prison for a minute longer. But I really do want to read the beautiful journalism that I consistently shuffle into my Instapaper queue, and I was surprised to find the solution to this quandary on yet another screen. After more than a decade as a tech or tech-adjacent journalist, I finally bought my first tablet this September. I haven’t set up Twitter, email, Slack, or any of the other apps that distract me during the day, and as a result, it feels more like a virtual book that I can curl up with anywhere than it does a doomscrolling device. It’s made reading the internet enjoyable again. iPad, $329

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the Director of Software Development at my employer at the time, hired a Software Engineer III, who we’ll call Gary. We also hired an SE II called Mitch around the same time but we’ll get to that later. For the first few months, Gary was quiet and mostly kept to himself, hard at work on a highly technical feature — air and fluid flow animation in our real-time 3D mechanical training software. A feature that everyone in the company had been pipe-dreaming about for years but never took it on, due to multiple challenges. This was our guy to finally do it.

The most relentless reminder of how tiring 2020 has been is the daily confrontation with my face on video calls. After a few months of pandemic life, Nars concealer (powerful!) and Zoom’s touch-up feature (also powerful!) were no longer enough to convince myself that I was still me and not just a dry, ashen husk of former me. Eventually, I took the plunge and got a ring light: Not the super-bright, six-foot-tall kind that YouTubers use — you don’t want to show up to the team meeting looking like an influencer — but a modestly luminous, palm-sized one that clips onto my laptop screen and is just bright enough that it makes me look (and therefore feel) like I’ve had at least two coffees, a bit of sun, and a decent night’s sleep. I got the Whellen Selfie Ring Light, a lightweight 3.5-inch device that has both warm and cool settings, plugs into a USB port, and only costs about $17 — a small price to pay for those days you need a visual (and psychological) boost. Whellen Selfie Ring Light, $17