Solving Technical Debt in Pharmaceutical, Life Sciences, and Healthcare Machine Learning Systems
Artificial Intelligence can give you the competitive edge to succeed in this environment, but only if you are able to easily deploy it with an AI layer that unites and deploys your disparate AI capabilities. The most mature AI/ML companies have built their own AI Layers such as Uber’s Michelangelo, Google’s Tensorflow TFX, and Facebook’s FBLearner. This infrastructure enables them to deploy AI at scale and is where most other organizations struggle. Algorithmia’s Enterprise Services provides that infrastructure. We help you leapfrog the infrastructure development phase and enable you to deploy your AI throughout your entire organization, at scale.
"As someone that has spent years designing and deploying Machine Learning systems, I'm impressed by Algorithmia's serverless microservice architecture – it's a great solution for organizations that want to deploy AI at any scale."
Algorithmia’s Enterprise AI Layer is designed to optimize AI deployment
Our engineers have focused on developing the capabilities that will enable you to finally see the ROI on AI. The AI layer is:
Every algorithm your data scientists create will be shared across your organization and can be run with a simple REST API call eliminating duplicate efforts.
Every algorithm will be saved at each point in its development and easily found in the algorithm registry, so you can retrace your R&D steps and build off past lessons. We maintain the lineage of each algorithm making your data based decisions explainable and transparent to consumers and regulators.
Every algorithm in our open marketplace is available for you to integrate into your internal operations enabling you to cherry pick the models that will best aid in your research or legal needs. (Note that additional royalties may apply based on the algorithm)
Our AI layer is data agnostic, stack agnostic, and supports the seven most prevalent coding languages eliminating any interoperability challenges. You are empowered to collaborate across your organization, regions, and partners. By also being cloud agnostic we empower you to switch vendors and pull from any data source while retaining full operability.
We specialize in operating in highly regulated industries and meet the most stringent government regulations for privacy, data sharing, security, and authorizations.
"Algorithmia empowers U.S. Government agencies to rapidly deploy new capabilities to the AI layer. The platform delivers security, scalability and discoverability so data scientists can focus on problem solving."
AI/ML Challenges facing Pharmaceuticals and Life Sciences
The pharmaceutical and life sciences fields face unique challenges when creating and deploying their AI capabilities. Algorithmia is positioned to help solve your most pressing infrastructure challenges:
Migrating to modern technology stacks
Algorithmia’s compatible and composable AI layer allows your data scientists to work in Java, Scala, Python, Ruby, NodeJS, Rust, or R. The models they develop will still be shared within the entire organization with a universal REST API call. The AI layer is stack agnostic and can be compatible with any configuration you choose to work with.
Migrating large amounts of R&D data from separate silos to the cloud
Our serverless AI layer is cloud agnostic, scalable and compatible. The AI layer pulls models and data from any cloud or combination of sources. As you transition from on prem to cloud we can keep your AI deployment running smoothing. The serverless AI layer also allows you to automatically scale in response to fluctuating needs thereby optimizing your hybrid clusters operations.
Ensuring the data behind decisions are accessible, explainable, and reproducible to the public
The AI layer ensures your models are discoverable and their lineage is preserved by allowing data scientists to publish functions as versioned API endpoints. Algorithmia Enterprise makes each version of a single function available as a unique REST API endpoint, concurrently, eliminating backward-compatibility challenges and breaking changes. We also provide a dashboard for leaders to monitor algorithm creation, usage, and innovation. You will keep track of your work and prevent redundant efforts.
Adapting to domestic and international regulations
Patient privacy is paramount and as regulations change and data is shared this can become increasingly difficult to protect. We thrive in highly regulated fields and our lineage, discoverability, API generation, security expertise, and advanced monitoring will keep you compliant with any regulations and can be updated in real time.
How does the AI Layer bring value to every level?
How do you measure success?
- Data about your data with a metric based dashboard for your entire AI portfolio.
How do you collaborate and innovate on AI within your organization?
- generates automated versioning and scaling.
- allows for seamless interoperability & reusability across technology stacks.
- generates a universal REST API call for every algorithm.
How do you efficiently run and monitor your ever-evolving infrastructure?
- reduce data center costs with flexible scaling.
- enable customizable authorizations and security monitoring.
- create algorithm versioning.
For more information regarding AI challenges and how Algorithmia can help please check out some of the latest research below as well as our technical FAQ and blog posts regarding developing AI platforms.
- Algorithmia Technical FAQ
- DevOps for AI-the AI Layer
- Building an Operating System for AI
- Data Science and Machine Learning Platforms for AI
- Introduction to Serverless Microservices