VERTOSOFT AI LAUNCHPAD
Written By: Chet Hayes
Five years ago, we saw the need to bring together some of the industry’s best and most innovative technologies to create a platform that supports the rapid adoption of machine learning across the public sector. Since that time, we have leveraged these technologies to support public sector agencies across the country in the adoption of machine learning and artificial intelligence. Combining lessons learned and the experience of our solution partners, Vertosoft has developed the Vertosoft AI LaunchPad to provide a holistic platform to help government agencies accelerate their adoption of machine learning and artificial intelligence across their respective organizations.
Vertosoft AI LaunchPad’s modularity provides the adaptability required for deployments in public cloud environments such as Amazon Web Services (AWS) and Microsoft’s Azure, as well as deployments to tactical networks to allow for consistent capability throughout the enterprise.
Data Prep
The Vertosoft AI LaunchPad understands that in the AI lifecycle, the first crucial step is often the most labor-intensive: Data Preparation and Cleaning. That’s why the platform offers robust and efficient solutions for this essential process. AI LaunchPad streamlines data preparation by automating the cleaning, transforming and enrichment of an agency’s raw data. The platform intelligently identifies and addresses data quality issues such as outliers, missing values and inconsistencies, ensuring data is reliable and ready for analysis. With the ability to handle diverse data types from various sources, AI LaunchPad provides a unified platform for an agency’s data prep needs. Its advanced algorithms not only clean data, but also learn from those operations, leading to increasingly effective and accurate data preparation over time. By reducing the time and resources spent on data preparation, Vertosoft AI LaunchPad allows an agency to focus on generating insights and creating value that accelerate AI initiatives from the very first step.
Data Aggregation
The Vertosoft AI LaunchPad revolutionizes the way organizations aggregate and leverage their data for building AI models. Traditionally, data in an enterprise data lake can become a stagnant swamp of dirty, disjointed data. However, AI LaunchPad transforms this landscape, providing an interactive workspace for efficient data aggregation, enabling the extraction of value from data in a faster, cleaner and more streamlined manner.
The Vertosoft AI LaunchPad fundamentally transforms data aggregation and model building processes within organizations. It converts the often-encountered data swamp into an interactive, value-extracting workspace. By leveraging powerful tools such as Spark’s native R, Scala, Python, and SQL interfaces, a robust REST API for remote access, and seamless offline job execution, our platform allows for efficient data management and analysis. This streamlined approach echoes the user-friendly functionality of platforms like Databricks, ensuring users can comfortably interact with data and insights. AI LaunchPad empowers agencies to seamlessly consolidate disparate data sources, swiftly analyzing streaming and historical data. It utilizes advanced classifiers to sift through large volumes of data, identifying crucial information and subtle patterns. This enables users to maximize the value of their data by collating and combining diverse datasets across multiple domains. With Vertosoft’s AI LaunchPad, the data lake transforms from a murky swamp into a navigable ocean of insights, launching an agency’s AI journey forward.
Model Development
Vertosoft’s AI LaunchPad is a game-changer for government organizations grappling with increasing data volumes and complexities. A standout feature of the AI LaunchPad is its capacity for swift and accurate data analytics, achieved through the integration of automated machine learning tools, such as DataRobot. This leading-edge technology equips government agencies with the power of world-class data science, delivering unrivaled results.
Through AI LaunchPad, agencies gain access to hundreds of machine learning models readily available for deployment. The platform aids users in selecting the most suitable machine learning algorithms based on their specific needs and automates data preprocessing, feature engineering, and tuning parameters for each algorithm. This results in the creation and ranking of highly accurate models tailored to the users’ unique requirements.
Vertosoft’s AI LaunchPad goes a step further by recommending the best model to deploy for the specific data and prediction target. This functionality ensures that users can derive maximum value in the shortest possible time, facilitating efficient AI-assisted decision-making processes. With AI LaunchPad, you’re not just developing AI models; you’re paving the way for informed decision-making powered by the most advanced AI technologies.
Operationalization
As a comprehensive platform, the AI LaunchPad serves as the bedrock to accelerate an agencies’ journey towards AI-driven operations. It simplifies the deployment and management of AI projects, while ensuring scalability and reliability. From data integration, big data processing, machine learning model development to data governance, the Vertosoft AI LaunchPad addresses all facets of AI operationalization. Teams can harness the power of AI and advanced analytics more effectively, driving faster insights and decision-making. It’s not just about integrating AI into agency processes; it’s about seamlessly weaving it into the organization’s DNA. With the Vertosoft AI LaunchPad, agencies are not just launching AI projects, they are spearheading a revolution in operational efficiency and business intelligence.
Embark on your AI journey with the confidence and support of Vertosoft AI LaunchPad.