Modular vs. TensorFlow Comparison Chart

Build, deploy, and scale machine learning (ML) models faster, with fully managed ML tools for any use case. Through Vertex AI Workbench, Vertex AI is natively integrated with BigQuery, Dataproc, and Spark. You can use BigQuery ML to create and execute machine learning models in BigQuery using standard SQL queries on existing business intelligence tools and spreadsheets, or you can export datasets from BigQuery directly into Vertex AI Workbench and run your models from there. Use Vertex Data Labeling to generate highly accurate labels for your data collection.

Dialogflow from Google Cloud is a natural language understanding platform that makes it easy to design and integrate a conversational user interface into your mobile app, web application, device, bot, interactive voice response system, and so on. Using Dialogflow, you can provide new and engaging ways for users to interact with your product. Dialogflow can analyze multiple types of input from your customers, including text or audio inputs (like from a phone or voice recording). It can also respond to your customers in a couple of ways, either through text or with synthetic speech. Dialogflow CX and ES provide virtual agent services for chatbots and contact centers. If you have a contact center that employs human agents, you can use Agent Assist to help your human agents. Agent Assist provides real-time suggestions for human agents while they are in conversations with end-user customers.

Universal Automation Center (UAC) is a real-time IT automation platform designed to centrally manage and orchestrate tasks and processes across hybrid IT environments - from on-prem to the cloud. Universal Automation Center (UAC) is a software platform designed to automate and orchestrate your IT and business processes, securely manage file transfers, and centralize the management of disparate IT job scheduling and workload automation solutions. With our event-driven automation technology, it is now possible to achieve real-time automation across your entire hybrid IT environment. Real-time hybrid IT automation and managed file transfers (MFT) for any type of cloud, mainframe, distributed or hybrid environment. Start automating, managing and orchestrating file transfers from mainframe or disparate systems to the AWS or Azure cloud and vice versa with no ramp-up time or cost-intensive hardware investments.

Reduce your overall freight spend with a global, modular, cloud-based transportation management solution (TMS). Enable collaboration across the end-to-end process of transporting goods by connecting shippers with their carriers, suppliers and customers. The Alpega TMS platform contains a suite of flexible, modular solutions that enable shippers to Source, Plan, Optimize, Execute, Settle and Analyze their transportation. Alpega's cloud-based solutions are offered on a transactional or subscription basis for quick deployment, reduced cost of ownership, and rapid ROI. The modularity and "pay as you go" model of Alpega solutions enable you to deploy and scale a TMS at your own pace without straining your logistics, operational or IT resources. Alpega TMS solutions bring efficiency to logistics operations, and support supply chain sustainability. Proven global implementations serving over 200+ customers, deployed in 80+ countries across 5 continents & available in 15 languages.

RunMyJobs by Redwood is the #1 SaaS enterprise workload automation platform built for ERP that automates end-to-end processes in complex environments, on-prem or in the cloud. With a guaranteed 99.95% uptime and 24/7 support, you can run processes reliably and eliminate hosting costs. Companies can maintain a clean core and ensures no process disruptions during multiphase RISE migrations with seamless integration with SAP S/4HANA, BTP applications, legacy ECC and 1,000 pre-built SAP templates and connectors. Enjoy unparalleled freedom to connect to unlimited servers, applications, and environments, from modern SaaS solutions to legacy systems. Build automations faster with a low-code, drag-and-drop visual editor and an extensive library of templates and wizards. Monitor every process from a single pane of glass with real-time visibility. Receive early warnings and configure alerts of potential issues to address them before they impact operations.

Google Cloud’s Speech API processes more than 1 billion voice minutes per month with close to human levels of understanding for many commonly spoken languages. Powered by the best of Google's AI research and technology, Google Cloud's Speech-to-Text API helps you accurately transcribe speech into text in 73 languages and 137 different local variants. Leverage Google’s most advanced deep learning neural network algorithms for automatic speech recognition (ASR) and deploy ASR wherever you need it, whether in the cloud with the API, on-premises with Speech-to-Text On-Prem, or locally on any device with Speech On-Device.

Cloud-based observability solution that helps businesses track and manage workload and performance on a unified dashboard. Monitor everything you run in your cloud without compromising on cost, granularity, or scale. groundcover is a full stack cloud-native APM platform designed to make observability effortless so that you can focus on building world-class products. By leveraging our proprietary sensor, groundcover unlocks unprecedented granularity on all your applications, eliminating the need for costly code changes and development cycles to ensure monitoring continuity. 100% visibility, all the time. Cover your entire Kubernetes stack instantly, with no code changes using the superpowers of eBPF instrumentation. Take control of your data, all in-cloud. groundcover’s unique inCloud architecture keeps your data private, secured and under your control without ever leaving your cloud premises.

Netwrix Auditor is a visibility platform that enables control over changes, configurations and access in hybrid IT environments and eliminates the stress of your next compliance audit. Monitor all changes across your on-prem and cloud systems, including AD, Windows Server, file storage, databases, Exchange, VMware and more. Simplify your reporting and inventory routines. Regularly review your identity and access configurations, and easily verify that they match a known good state.

IBM Aspera takes a different approach to tackling the challenges of big data movement over global WANs. Rather than optimize or accelerate data transfer, eliminates underlying bottlenecks by using its proprietary fasp technology that utilizes available network bandwidth to maximize speed and quickly scale up with no theoretical limit. Using fasp, transfers are secure end-to-end and are largely unaffected by file size, transfer distance, or network conditions, making transfer times up to 100Xs faster than TCP-based protocols. Aspera offers SaaS, on-prem, and hybrid solutions to meet the needs of modernizing infrastructures. All solutions offer robust security and compliance, intuitive file sharing, workflow automation, central administration, and real-time visibility. Quickly and easily initiate transfers across hybrid infrastructures, including support for cloud-to-cloud transfers. IBM Aspera offers unmatched transfer speeds, end-to-end security, reliability, and bandwidth control.

Google Cloud is a cloud-based service that allows you to create anything from simple websites to complex applications for businesses of all sizes. New customers get $300 in free credits to run, test, and deploy workloads. All customers can use 25+ products for free, up to monthly usage limits. Use Google's core infrastructure, data analytics & machine learning. Secure and fully featured for all enterprises. Tap into big data to find answers faster and build better products. Grow from prototype to production to planet-scale, without having to think about capacity, reliability or performance. From virtual machines with proven price/performance advantages to a fully managed app development platform. Scalable, resilient, high performance object storage and databases for your applications. State-of-the-art software-defined networking products on Google’s private fiber network. Fully managed data warehousing, batch and stream processing, data exploration, Hadoop/Spark, and messaging.