To better understand the landscape of available tools for machine learning production, I decided to look up every AI/ML tool I could find. The resources I used include: Various lists of top AI startups by the media Responses to my tweet and LinkedIn post People (friends, strangers, VCs) share with me their lists After filtering out applications companies (e.g. companies that use ML to provide business analytics), tools that aren’t being actively developed, and tools that nobody uses, I got 202 tools. See the full list. Please let me know if there are tools you think I should include but aren’t on the list yet! Disclaimer This list was made in November 2019, and the market must have changed in the last 6 months. Some tech companies just have a set of tools so large that I can’t enumerate them all. For example, Amazon Web Services offer over 165 fully featured services. There are many stealth startups that I’m not aware of, and many that died before I heard of them. This post consists of 6 parts: I. Overview II. The landscape over time III. The landscape is under-developed IV. Problems facing MLOps V. Open source and open-core VI. Conclusion I. Overview In one way to generalize the ML production flow that I agreed with, it consists of 4 steps: Project setup Data pipeline Modeling & training Serving I categorize the tools based on which step of the workflow that it supports. I don’t include Project setup since it requires project management tools, not ML tools. This isn’t always straightforward since one tool might help with more than one...
If you’re a web developer accustomed to the simplicity of Vue.js, learning a whole new language (or two) to develop native mobile apps for iOS and Android may seem daunting. While you can use React Native to develop for mobile using JavaScript, there will still be a steep learning curve unless you’re already familiar with React. Enter NativeScript: it’s another open source framework for native mobile app development using JavaScript (or TypeScript), with support for Vue and Angular syntax. The apps you build with it aren’t web-based imitations; NativeScript uses JavaScript Virtual Machines on Android and iOS to run your app, and provides access to native APIs through its core modules, translating your JavaScript code into Java for Android, and Objective-C for iOS. If you’re already familiar with Vue, you’ll get to take advantage of your existing Vue knowledge and experience when working with NativeScript-Vue. Your templates will look a little different—there’s no div element in NativeScript, for example—but generally, you’ll build your app using very familiar Vue syntax, and with plugins like Vuex. It’s even possible to share some code between web and mobile platforms in the same codebase. In this post, we’ll configure our environment for NativeScript development on iOS, and create a basic NativeScript-Vue app using Tailwind CSS that can be deployed to iOS and Android devices. Installing NativeScript Prerequisites: Note that iOS apps can only be built on macOS machines, but if you work on Windows or Linux, NativeScript provides a cloud-based platform called Sidekick that can get you up and running. To install the necessary dependencies, run the commands below (more detailed instructions are...
My favorite thing about web development is the wide variety of skills it uses. Being a good developer means staying on your toes and always learning, because there are so many important skills and these are constantly changing. Here’s a checklist of 10 skills that are some of the most important for good web developers to have. These focus a bit on front-end skills, but they apply to all developers: 1. Regular expressions Regular expressions are used to parse strings, basically to find and replace bits of text. While this may seem trivial, the versatility of regex makes it quite powerful. There are a wide variety of methods for optimizing a regex string, which can mean huge performance differences for your app. Regular expressions can be used with just about any language, they work great with Javascript’s and PHP’s to name a few. They are also great for Apache rewrites. It’s surprising how few web devs use regex considering how useful it is. So if you haven’t already, make sure to learn regular expressions. 2. Basic SEO A knowledge of basic SEO is essential for any good web developer. While you can leave keyword research to your clients, a developer should have sound strategies for targeting those keywords on the page. This means clean markup and good use of <title>, <meta>, <h1> and <h2> tags on the front-end, as well as solid link and directory structure organization on the back-end. The best resources I’ve found for learning SEO are the Beginner’s Guide to Search Engine Optimization and Search Engine Ranking Factors v2, both from SEOmoz. 3. A good Javascript...
Developing a mobile application is no longer restricted to renowned companies. Enterprises of all sizes need to establish a mobile application as a necessity. It allows them to retain their customers because mobile users are increasing at a fast rate. In the contemporary world, we are living in a dynamic world with constant technological advancements. Their impacts are changing the way humans live and bringing a constant revolution in a global society. No one can escape this inevitable change in the current age as mobile and tablet technology is ruling worldwide. The number of internet users is rising exponentially! This makes enterprises to explore this technology to gain huge profits. Read More: Key Benefits to Using Mobile App Deep Links vs. Traditional Links Are you are at a confused state wondering whether you should offshore your top mobile application development or not? Here are seven that would clear your confusion and help you in making up your mind for top outsourcing mobile app development: 1. Reach to an Ocean of Talent Spread Across the World Access to the internet provides information about everything. You can visit websites like LinkedIn, Facebook, and plenty of job portals to have an open discussion with professionals about your project. There is so much talent available there from where you can select the most appropriate one. The dependence on in-house employees decreases drastically because now you will have access to a lot of talent. If you involve your in-house employees for top mobile app development, then you will have to utilize your resources and divert their minds from another task. If you outsource...
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