Best Machine Learning Software of 2024

Metal is a fully-managed, production-ready ML retrieval platform. Metal embeddings can help you find meaning in unstructured data. Metal is a managed services that allows you build AI products without having to worry about managing infrastructure. Integrations with OpenAI and CLIP. Easy processing & chunking of your documents. Profit from our system in production. MetalRetriever is easily pluggable. Simple /search endpoint to run ANN queries. Get started for free. Metal API Keys are required to use our API and SDKs. Authenticate by populating headers with your API Key. Learn how to integrate Metal into your application using our Typescript SDK. You can use this library in JavaScript as well, even though we love TypeScript. Fine-tune spp programmatically. Indexed vector data of your embeddings. Resources that are specific to your ML use case.

Simplify your MLOps pipelines. ZenML allows you to manage, deploy and scale any infrastructure. ZenML is open-source and free. Two simple commands will show you the magic. ZenML can be set up in minutes and you can use all your existing tools. ZenML interfaces ensure your tools work seamlessly together. Scale up your MLOps stack gradually by changing components when your training or deployment needs change. Keep up to date with the latest developments in the MLOps industry and integrate them easily. Define simple, clear ML workflows and save time by avoiding boilerplate code or infrastructure tooling. Write portable ML codes and switch from experiments to production in seconds. ZenML's plug and play integrations allow you to manage all your favorite MLOps software in one place. Prevent vendor lock-in by writing extensible, tooling-agnostic, and infrastructure-agnostic code.

Our AI-powered solution for fraud prevention screens each and every user to identify the most risky users without causing any friction to your customers. Passively and in real time. Know your users on your website, Android and iOS. With the most accurate fraud detection solutions, you can maximize your acceptance rate and reduce the fraud/chargeback ratio. You don't have to bother your customers or perform manual reviews if you do not need them. Just fraud protection. We increase the number of legitimate transactions, by blocking fraudsters using the highest precision. Our fraud prevention solution gives you a competitive edge. Our fraud detection software works equally well in mobile apps (Android or iOS) as it does in browsers. Detect fraudulent behaviors and prevent fraud on all platforms. We detect and prevent fraud across all platforms.

Reframe your perception of time with data analytics. Instantly access the data of your business and work directly in your dashboard, without having to go back and forth with your IT team. Indexima DataHub is a new space where operational and functional users can instantly access their data. Indexima's unique indexing engine, combined with machine learning, allows businesses to quickly and easily access their data. The robust and scalable solution allows businesses to query their data directly from the source in volumes of up to tens billions of rows within milliseconds. With our Indexima platform, users can implement instant analytics for all their data with just one click. Indexima’s new ROI and TCO Calculator will help you determine the ROI of your data platform in just 30 seconds. Infrastructure costs, project deployment times, and data engineering cost, while boosting analytical performances.

Select the subset of data that has the greatest impact on the accuracy of your model. This allows you to improve your model by using the best data in retraining. Reduce data redundancy and bias and focus on edge cases to get the most from your data. Lightly's algorithms are capable of processing large amounts of data in less than 24 hour. Connect Lightly with your existing buckets to process new data automatically. Our API automates the entire data selection process. Use the latest active learning algorithms. Combining active- and selfsupervised learning algorithms lightly for data selection. Combining model predictions, embeddings and metadata will help you achieve your desired distribution of data. Improve your model's performance by understanding data distribution, bias and edge cases. Manage data curation and keep track of the new data for model training and labeling. Installation is easy via a Docker Image and cloud storage integration. No data leaves your infrastructure.

Nucleus helps ML Teams build better datasets. Bring together your data and ground truth to fix model failures. Scale Nucleus helps you optimize your labeling costs by identifying errors, class imbalances, and edge cases within your data. Improve model performance by identifying and fixing model failures. Curate unlabeled data using active learning and edge case analysis to find and label high-value information. Curate the best datasets with ML engineers and labelers on the same platform. Visualize and explore your data easily to quickly identify edge cases that require labeling. Check the performance of your models and ship only the best. Our powerful UI allows you to view your data, aggregate statistics, metadata and more with rich overlays. Nucleus allows visualization of images, lidar scenes and videos, with all the associated metadata, predictions and labels.

Aquarium's embedding technologies surface the biggest problems with your model and find the right data to fix them. You can unlock the power of neural networks embeddings, without having to worry about infrastructure maintenance or debugging embeddings. Find the most critical patterns in your dataset. Understanding the long tail of edge case issues and deciding which issues to tackle first. Search through large datasets without labels to find edge cases. With few-shot learning, you can quickly create new classes by using a few examples. We offer more value the more data you provide. Aquarium scales reliably to datasets with hundreds of millions of points of data. Aquarium offers customer success syncs and user training as well as solutions engineering resources to help customers maximize their value. We offer an anonymous mode to organizations who wish to use Aquarium without exposing sensitive data.

Build an AI-powered machine-learning engineer to handle all of your data science and ML requirements. Xero’s artificial analyst is the next step in data science and ML. Ask Xara to do something with your data. Explore your data, create custom visuals and generate insights using natural language. Cleanse and transform your data to extract new features as seamlessly as possible. XARA allows you to create, train and test machine learning models that are completely customizable.

The open-source ML observability Platform. From validation to production, evaluate, test, and track ML models. From tabular data up to NLP and LLM. Built for data scientists and ML Engineers. All you need to run ML systems reliably in production. Start with simple ad-hoc checks. Scale up to the full monitoring platform. All in one tool with consistent APIs and metrics. Useful, beautiful and shareable. Explore and debug a comprehensive view on data and ML models. Start in a matter of seconds. Test before shipping, validate in production, and run checks with every model update. By generating test conditions based on a reference dataset, you can skip the manual setup. Monitor all aspects of your data, models and test results. Proactively identify and resolve production model problems, ensure optimal performance and continually improve it.

Data engineering workflows that are powerful, but without the headaches of infrastructure. Simple, reusable Python is used to define complex streaming, scheduling and data backfill pipelines. Fetch all your data in real time, no matter how complicated. Deep learning and LLMs can be used to make decisions along with structured business data. Don't pay vendors for data that you won't use. Instead, query data right before online predictions. Experiment with Jupyter and then deploy into production. Create new data workflows and prevent train-serve skew in milliseconds. Instantly monitor your data workflows and track usage and data quality. You can see everything you have computed, and the data will replay any information. Integrate with your existing tools and deploy it to your own infrastructure. Custom hold times and withdrawal limits can be set.

Vishwa.ai, an AutoOps Platform for AI and ML Use Cases. It offers expert delivery, fine-tuning and monitoring of Large Language Models. Features: Expert Prompt Delivery : Tailored prompts tailored to various applications. Create LLM Apps without Coding: Create LLM workflows with our drag-and-drop UI. Advanced Fine-Tuning : Customization AI models. LLM Monitoring: Comprehensive monitoring of model performance. Integration and Security Cloud Integration: Supports Google Cloud (AWS, Azure), Azure, and Google Cloud. Secure LLM Integration - Safe connection with LLM providers Automated Observability for efficient LLM Management Managed Self Hosting: Dedicated hosting solutions. Access Control and Audits - Ensure secure and compliant operations.

Emly Labs, an AI framework, is designed to make AI accessible to users of all technical levels via a user-friendly interface. It offers AI project-management with tools that automate workflows for faster execution. The platform promotes team collaboration, innovation, and data preparation without code. It also integrates external data to create robust AI models. Emly AutoML automates model evaluation and data processing, reducing the need for human input. It prioritizes transparency with AI features that are easily explained and robust auditing to ensure compliance. Data isolation, role-based accessibility, and secure integrations are all security measures. Emly's cost effective infrastructure allows for on-demand resource provisioning, policy management and risk reduction.

CCH Tagetik Corporate Performance Management software is trusted by companies to save time, reduce costs, and reduce risk. Connect data, processes, and people with one trusted source to get a quicker close and more forward-looking planning. CCH Tagetik Finance Transformation Platform powered by the Analytic Information Hub is the unified platform that connects finance & operations and streamlines consolidation & close planning, reporting & analysis, disclosures, and compliance.

Advanced Analytics Software Platform that Helps Sales, Marketing and Technology Leaders Make Great Business Decisions Based On Powerful Data-Driven Information. This software addresses the wide range of AI requirements across data infrastructure, data engineering, and data analytics. Each client's unique requirements are met with customized UI, workflows, and proprietary algorithms. Modular components allow for custom configurations. This component supports, augments, and automates decision-making. Better business results are possible by eliminating human biases. The adoption rate of AI is unprecedented. Leading companies need a rapid and scaleable implementation strategy to stay competitive. These four capabilities can be combined to create a scalable business impact.

Open source machine learning and data visualization. With a wide range of tools, you can create data analysis workflows visually. Simple data analysis can be done with data visualization. Explore statistical distributions, box and scatter plots. Or dive deeper with decision trees and hierarchical clustering, heatmaps and MDS. Smart attribute ranking and selections can make multidimensional data more sensible in 2D. Interactive data exploration allows for qualitative analysis in a quick and efficient manner. The graphic user interface allows you focus on exploratory data analysis and not coding. Smart defaults make prototyping a data analysis workflow very easy. Connect widgets to the canvas, place them on the screen, and then load your data. We like to show data mining rather than just explain it. Orange excels at this.

You can assign tasks to your deliverymen and track their progress in real time. Distributors, retailers, and consumers can easily choose products, quantity, and place orders. The Mobile App allows users to track deliverymen and status in real time, just like the Web App. The Consumer Mobile App is available as a white-label application for your business. The process is transparent and fraud-free if each stage can be confirmed and tracked. Flexible algorithm takes into account 30+ constraints such as multimodal deliveries, weight volumes capacities, time windows... to create dynamically the best transportation plan. Assign orders to vehicles, optimize length, width and height, and visualize the shipment in 3D. Inventory routing reduces stockouts and saves distribution costs. Automatically assign orders that have temperature restrictions to refrigerated vehicles. Abivin vRoute integrates with telematics devices to keep track of temperature levels.

FARO Sphere XG, a cloud-based digital platform for digital reality, provides users with a centralized collaborative experience across all of the company's 3D modeling and reality capture applications. Sphere XG, when paired with Stream, enables faster 3D data collection, processing, and project management anywhere in the world. Sphere XG is a systematized tool that allows users to organize 3D scans, 360-degree photos and 3D models. It also allows them to manage data from different teams around the globe. Sphere XG allows you to view and share 3D point clouds, 360-degree photo documentation, and floorplans all in one place. You can also track the progress of your project over time. Ideal for 4D progress management, where the ability of comparing elements over time is crucial, project managers and VDC manager can better democratize the data and eliminate the necessity to use two platforms.

Wise Systems is an autonomous routing and dispatching software that empowers drivers and fleet managers to improve customer service and fleet efficiency, while seamlessly adapting to all the challenges they face. Request a free demo today.

NLG Studio is an Artificial Intelligence solution (AI) developed by Arria NLG to be used by small and medium-sized companies. It provides them with full-time skills similar to financial analysts. This includes spotting trends and identifying problems and forecasting what's likely next. Arria's patented technology has been used to create a SaaS-based solution that provides relevant details in just seconds via Natural Language Generation. This platform combines financial and business intelligence.

The only platform that can handle all aspects of data pipeline. Gathr was built from the ground up to support a cloud-first world. It is the only platform that can handle all your data integration needs - ingestion and ETL, ELT and CDC, streaming analytics and data preparation, machine-learning, advanced analytics, and more. Gathr makes it easy for anyone to build and deploy pipelines, regardless of their skill level. Ingestion pipelines can be created in minutes and not weeks. You can access data from any source and deliver it to any destination. A wizard-based approach allows you to quickly build applications. A templatized CDC app allows you to replicate data in real time. Native integration for all sources. All the capabilities you need to succeed today or tomorrow. You can choose between pay-per-use, free, or customized according to your needs.

We are a software company founded by AI and engineering experts, who create exceptional technology to solve the most complicated process challenges. We want to create more sustainable businesses with improved performance in all metrics that matter: cost, quality, delivery, and human experience. Our advanced decision intelligence products – viabl.ai & XpertFactory – allow organisations to harness their two most valuable resources – the expertise of their staff and the predictive analytics of their data. We exist to help people make better decisions.

Started in 1989, Marval is a leading global provider of enterprise IT Service Management (ITSM) software. Marval offers unrivalled industry knowledge and expertise combined with innovative system design. With over 30 years of regular updates we offer a solution rich of functionality, now also including Machine Learning and Artificial Intelligence, to empower our customers on their ITSM journey. We are a trusted partner to both public and private sector organisations worldwide, enabling support teams to deliver outstanding service management and customer experiences to colleagues and consumers around the globe. Our accreditations Marval's integrated IT Service Management (ITSM) software solution has successfully passed the criteria for PinkVERIFY 2011 Toolsets for all 16 Pink defined ITIL processes. We have also been endorsed by AXELOS under the ITIL Software Scheme as ITIL process compliant to both gold and silver levels. Marval has held the ISO/IEC 20000 certification since its introduction in 2005. Our ITSM software is also accredited by the Service Desk Institute (SDI) as SDI Standard Performance Results Report Compliant.

AllegroGraph is a revolutionary solution that allows infinite data integration. It uses a patented approach that unifies all data and siloed information into an Entity Event Knowledge Graph solution that supports massive big data analytics. AllegroGraph uses unique federated sharding capabilities to drive 360-degree insights, and enable complex reasoning across a distributed Knowledge Graph. AllegroGraph offers users an integrated version Gruff, a browser-based graph visualization tool that allows you to explore and discover connections within enterprise Knowledge Graphs. Franz's Knowledge Graph Solution offers both technology and services to help build industrial strength Entity Event Knowledge Graphs. It is based on the best-of-class products, tools, knowledge, skills, and experience.

Sia™ is transforming higher education by optimizing student lifecycle management, from admission to retention. This AI tool efficiently handles transcript processing, facilitating credit transfers, and increasing student retention rates. It analyzes students' academic backgrounds and preferences, providing tailored course and career suggestions, thus improving engagement and academic planning. As a virtual assistant on university portals, Sia™ makes information easily accessible, lightening staff workload and elevating the student experience. This innovative system redefines administrative tasks, offering effective, individualized assistance for student achievement.

Seebo helps process manufacturers predict and prevent unanticipated process inefficiencies that continuously reduce production yield and quality. The company's solutions enable production teams to identify their most difficult losses and predict when they will occur next. Seebo solutions are used by manufacturers in many industries, including Nestle, Procter & Gamble and Hovis, Super Bock and Allnex. The Seebo digital twin is used by production teams on a daily basis to transform actionable, accurate predictive insights into timely actions that drive continuous improvement in throughput.