Let the OSS Enterprise newsletter guide your open source journey! Sign up here. OctoML, a platform that helps enterprises optimize and deploy machine learning (ML) models, has raised $85 million in a series C round of funding. While countless companies are dabbling with ways to leverage AI to improve their businesses and bottom line, transitioning AI projects beyond the pilot stage and into real-world production scenarios comes is no easy feat. Indeed, in its State of AI in 2020 report, McKinsey found that just 16% of respondents from across industries had taken their deep learning beyond the pilot stage — and this, ultimately, is what OctoML is all about. From pilot to production Founded out of Seattle in 2019, OctoML helps companies deploy ML models through to production environments. It does this by automatically tailoring models to suit the target hardware platform, cloud provider, or edge device, with no manual rewriting or re-architecting required — in other words, it saves a significant amount of time and resources. The company has cemented official partnerships with major hardware firms such as AMD, Arm, and Qualcomm. OctoML is built on the open source Apache TVM, which is a machine learning compiler framework for central processing units (CPUs), graphics processing units (GPUs), and machine learning accelerators — it enables ML engineers to run more efficient computations on any hardware. Perhaps most notably, OctoML was founded by the Apache TVM creators, which includes CEO Luis Ceze. “The ever-growing ecosystem of ML hardware backends and diverse models are generating an insurmountable amount of manual work to optimize and fine-tune models before deployment,” Ceze noted in a press release. “This is resulting...
In the past few years, it is quite evident to us that there has been a huge growth in Information technology and it has become a part of almost every industry and every organization. The Legal Case Management System brought a lot of change to the way Law Firms have been working. In the past few years, it is very well spread and it is almost not possible to predict any business without it. We can very well say that Law is one of the most important sectors. By using a Software Solution, it becomes possible to make the legal practice even more effective when compared to a paper-based system. In this blog, we will be looking at the benefits of a Management System and how it can benefit your Law Firm. Before lawyers were using the Paper-based system for the cases and daily work. As the new Technology is advancing lawyers are very much interested and seeing to adopt a more efficient and innovative way to practice Law-related work. 1) The Legal Case Management System It is a great boon for coordinating with your partner understanding that for every lawyer, scheduling meetings with partners can become a very difficult task. The first thing would be to look at the calendar and then scheduling the digital calendar by setting the reminder on the phone. You can see different partner statuses under the schedule and send messages or emails just by sharing a single click. 2) Managing Documentation To manage a law firm is not an easy task, as you would need to make specific folders and then manage the...
Mobile phones have become an indispensable part of our daily life. We use mobile phones to communicate with our loved ones, for quick access to information through the Internet, to make transactions through mobile banking apps or to relax reading a good book. In a way, a big part of our private life has moved into the digital environment. Mobile phones seem to be a pocket-sized treasure of secrets and information, hiding our most valuable photos, mails, contacts and even banking information. There’s no wonder why we need mobile phones to have bullet-proof security. Android is the most common operating system for mobile devices and is particularly interesting from the security point of view. It is very permissive, allowing its users to customize about anything, administrative privileges (a.k.a. rooting) can be unlocked on most phones, it has a very fuzzy system for the permissions required by applications and it features different ways for one application to interact with other applications. In this blog post, we are going to focus on how Android apps can interact with each other and how the security of those interactions can be tested. How apps can interact with each other The main methods for inter-app communications are: As you can see, there are a many interactions. Testing in a old-fashioned way (by creating an app for every test you have in mind, installing it on your device and running the test-app) is very time consuming, so it’s not really a solution. Here is where Drozer comes into play. Introducing Drozer Drozer is an ambitious project developed by MWR InfoSecurity. Although it is a Swiss army knife kind of tool,...
Hi, I’m Valerio, software engineer, CTO & founder at Inspector, a monitoring platform used by developers in more than ten countries. In this article I would share my experience working in the monitoring industry trying to help you better understand: The time many developers discover the need to monitor their applications often coincides with when they first start working on a medium / large project. The reason is simple: when your software becomes complex, or serves highly valuable customers, software bugs become expensive; doubly so when your customers find them! Customers may rate you as unreliable and search for alternatives. Solving critical customer problems can certainly generate great business opportunities, but the more critical the problem is, the more you need to be ready for really high customer expectations. Monitoring is the way for developers to avoid unexpected incidents and retain customers or contracts as long as possible – which means stable income for your business over time. Today it may not be so easy to navigate the world of monitoring, probably because so many different data can be used in so many different ways. Here is what I’ve learned in my journey. What are monitoring tools? Monitoring tools generally consist of two parts: the agent, and the analytics platform. The agent is a software package that developers install in their server or application. Its goal is to collect relevant information about application behavior and performance. Data are sent to the remote platform that analyzes that data and generates visual charts to help developers easily understand what’s happening in their system. The platform should be able to send alerts...
Moxley Carmichael has hired Chris Weathers as a senior web developer as part of the firm’s expanded expertise to design and build custom-made websites and manage hosting and security. Weathers has 15 years of experience as a web developer combined with a versatile marketing and design skill set. He is adept at building, developing, maintaining and improving websites, especially high-end and heavily trafficked sites. Weathers also has managed enterprise-level e-commerce websites that collectively have generated hundreds of millions of dollars of revenue. “Chris is a tremendous addition to our company as we continue to develop tailored websites that deliver exactly what a client wants – and needs – to drive business results,” Moxley Carmichael Founder and CEO Cynthia Moxley said. “His extensive experience and knowledge of the industry have allowed Chris to make a difference on day one. We welcome Chris to the team, and we know our clients are going to enjoy working with him.” Prior to joining Moxley Carmichael, he served as a web developer for Marine Accessories Corporation and 245TECH. He also has web operations and developer experience at NCrowd Inc., Half Off Depot and Delta-21. Weathers graduated with an Associate of Science in web technology from Pellissippi State Community College in 2009 and a Bachelor of Science in sociology from The University of Tennessee in 2011. Weathers, who was born in Cleveland, Ohio – where his father, Curtis Weathers, played linebacker for the Cleveland Browns – moved to his family’s hometown of Memphis in 1998 and then relocated to Knoxville in 2004. He is a volunteer with Habitat for Humanity and serves on the board...
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