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The current state of MLOps for machine learning engineers | VentureBeat

Hear from CIOs, CTOs, and other C-level and senior execs on data and AI strategies at the Future of Work Summit this January 12, 2022. Learn more This article was contributed by Aymane Hachcham, data scientist and contributor to neptune.ai MLOps refers to the operation of machine learning in production. It combines DevOps with lifecycle tracking, reusable infrastructure, and reproducible environments to operationalize machine learning at scale across an entire organization. The term MLOps was first coined by Google in their paper on Machine Learning Operations, although it does have roots in software operations. Google’s goal with this paper was to introduce a new approach to developing AI products that is more agile, collaborative, and customer-centric. MLOps is an advanced form of traditional DevOps and ML/AI that mostly focuses on automation to design, manage, and optimize ML pipelines. Machine learning on top of DevOps MLOps is based on DevOps, which is a modern practice for building, delivering, and operating corporate applications effectively. DevOps began a decade ago as a method for rival tribes of software developers (the Devs) and IT operations teams (the Ops) to interact. MLOps help data scientists monitor and keep track of their solutions in real-life production environments. Furthermore, the real work that happens behind the scenes when pushing to production involves significant issues in terms of both raw performance and managerial discipline. Datasets are huge and constantly expanding, and they can change in real-time. AI models need regular monitoring via rounds of experimentation, adjusting, and retraining. Lifecycle tracking Lifecycle tracking is a process that enables various team members to track and manage the life cycle of...

Top 20 Laravel Themes and Templates for your next project – Themesberg Blog

As a software engineer that relies on the Laravel PHP framework to build websites and applications, the following Laravel themes to be discussed as we proceed in this article are the best options you can find anywhere on the internet. What makes them special? These themes and templates are not only attractive and eye-catching when used on projects, they are the best fit to develop apps that suit your needs. Not only that, the themes listed in this article helps in increasing apps’ efficiency and they also give an insight on how an application performance is faring – something every developer in this field would be proud to have around their projects. These Laravel projects can give you a head start by helping you reduce your workload to just focusing on development (which is the key thing) so you won’t unnecessarily have to start the whole thing from scratch. In this article, we’ll thoroughly be explaining to you some of the best Laravel themes and templates for 2021 with their respective unique features and download links for interested developers to use for their upcoming individual or commercial projects. Stay tuned! 1. Volt Laravel Dashboard Volt is a full stack Laravel application featuring an authentication system, CRUDs for items, categories, tags, users, an extensive amount of examples pages and hundreds of UI components based on Bootstrap 5. This project can kick-start your Laravel web project with most of the basic functionalities any admin interface needs. You can also easily customize the appearance using Sass variables and mixins and use the pre-built Gulp commands to compile the stylesheets. Features: 2. Argon...
Boost Your Meat Delivery Business With Mobile App Development

Boost Your Meat Delivery Business With Mobile App Development

Grocery sales have been an area of online growth in the past few years, but grocery delivery apps can’t always deal with the unique needs of meat and fish sales. Now it’s time for sellers of meat and fish to look for a custom app that serves their goals and provides delivery to a new customer base. Here are some ways that a meat delivery ordering app can make your business grow. More Efficient Customization: Meat and fish sellers benefit from a dedicated mobile ordering app even more than other retailers because of the need for customization. Vendors can sell based on weight, cut, style, or size, making customization options necessary for each product. Other features like organic, grass-fed meat, and wild-caught fish can be promoted. Customers that are looking for a certain cut of meat or a type of fish can check to see if it’s in stock online rather than going to the store. Letting customers choose their own order based on their preferences and see the price change at every step will give them a better shopping experience.  Online customization will improve sales by letting customers choose exactly what they want without having to wait. Reach More Customers The customer base for a local business is limited, but online ordering and delivery can expand to new customers. With a wider audience, it’s easier to sell high-quality and specialized meat and fish products that have a bigger profit margin, without fear of stocking products that are too niche to find buyers. Meat delivery services for both fresh and frozen meat are growing, with services like ButcherBox delivering...
The top skills and certificates needed to land a career in cyber security

The top skills and certificates needed to land a career in cyber security

The cyber security industry is the place for job seekers, as the demand for cyber security professionals is at an all-time high across almost every sector. So, while it is clear that a job in the cyber security industry has many benefits, how do you land a job as a cyber security professional? The best way is to figure out which position you’d like to target and work backwards to acquire the required technical skill, mostly through a combination of education and experience. Education is key. Choosing which cyber security course is right for you depends upon your ultimate cyber security career goals and aspirations. A bachelor’s degree is required for most cyber security positions from entry-level on up, including cyber security engineer, cyber security analyst and cyber security architect. At the same time, a master’s degree should be considered for those looking to gain leadership, managerial and business skills required in high-level positions, including Chief Information Security Officer (CISO). This leads us to experience; landing even an entry-level role will be challenging without it. That’s why it is important to take advantage of internship opportunities while obtaining your bachelor’s or master’s degree so that you are prepared for your first cyber security job upon graduation. To get hired at a higher level in the cyber security field, it is typical that employers will be looking for multiple years of experience. Experience can also come in the form of cyber security certifications. The top 5 certificates employers look out for in cyber security The two most asked questions are: will having cyber security certifications increase my employability? And which...
Laravel 9 Vue 3 Crud Tutorial Working Example – Add Edit Delete

Laravel 9 Vue 3 Crud Tutorial Working Example – Add Edit Delete

Hello my friends, welcome back to my blog. Today in this blog post, I am going to show you, Laravel 9 Vue 3 Crud Tutorial Working Example – Add Edit Delete. Vue Crud Application Laravel 9 Vue 3 Crud Tutorial Working Example – Add Edit Delete Vuejs3 came and if you are new then you must check below link::Vuejs Friends now I proceed onwards and here is the code snippet and please use this carefully to avoid the mistakes: 1. Firstly friends we need fresh vuejs(Vue 3) setup and for that we need to run below commands into our terminal and also w should have latest node version installed on our system: Guys you can skip this first step if you already have vuejs fresh setup: npm install -g @vue/cli vue create vuecrud cd vuecrud npm install bootstrap --save npm install axios npm run serve //http://localhost:8080/ 2. Finally guys we need to add below code into our src/App.vue file to get final output on web browser: <template> <div class="container mb-5 mt-5"> <div class="row"> <div class="col-md-12 bg-light p-5 mb-5"> <table class="table table-bordered"> <thead> <tr> <th scope="col">ID</th> <th scope="col">Name</th> <th scope="col">Email</th> <th scope="col">Action</th> </tr> </thead> <tbody> <tr v-for="post in posts" :key="post.id"> <td scope="row">{{post.id}}</td> <td>{{post.name}}</td> <td>{{post.email}}</td> <td><a href="#" class="btn btn-warning" @click="get_user(post.id,post.name,post.email)">Edit</a> <a href="#" class="btn btn-danger" @click="delete_user(post.id)">Delete</a></td> </tr> </tbody> </table> </div> <div class="col-md-12" v-if="adduser"> <h2>Create User Here</h2> <form v-on:submit.prevent="create_user"> <div class="form-group"> <label for="name">Enter name</label> <input type="text" name=" name" class="form-control" id="exampleInputEmail1" aria-describedby="emailHelp" placeholder="Enter Username" v-model="form.name"> </div> <div class="form-group"> <label for="email">Enter Email</label> <input type="email" name=" email" class="form-control" id="exampleInputEmail1" aria-describedby="emailHelp" placeholder="Enter Email" v-model="form.email"> </div> <button type="submit" class="btn btn-primary">Submit</button> </form> </div> <div class="col-md-12" v-if="edituser"> <h2>Edit User</h2> <form...
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