Meeting enterprise needs
Enabling data scientists, engineers and analysts to build reproducible end-to-end production grade worksflows
Cloud Agnostic
Runs on any major cloud providers (GCP, AWS, Azure). Support even on-prem setup.
Open-Source Stack
Built on top of open-source stacks. No extra licensing costs.
End-to-end AI/ML Workflow
Toolkits to build production grade AI/ML workflows with MLOps features such as model management, autoscaling.
Enterprise-grade security
Multiple authentication and authorization mechanisms built-in that provide full observability, tracebility and logging.
Features
As per the VentureBeats report, 80% of AI/ML projects never make it to production. Key reasons for such low success rate are failing to deal with scale, inability to build automated workflows, lack of collaboration & experiment tracking. Bodhi AI/ML platform enable orgnanizations and teams to develop, deploy and manage your AI/ML models by bringing together curated toolkits and open-source stacks.
Allow data scientists to be more productive.
The ability to work in collaborative fashion by leveraging skill sets across the team
- Configure notebook servers based on your team's requirement.
- Share notebooks and workspaces with team members.
- Track and compare multiple data science experiments.
Reduces time to production
Platform supports end-to-end workflow from AI/ML model development to production and reduces the time-to-production significantly.
- Build reproducible pipelines covering model development and deployment.
- Track and schedule pipeline executions.
- Use ML frameworks of your choice such as Tensorflow, PyTorch, Scikit-learn, Chainer, MxNet.
- Integrate with other cloud services if needed as part of workflow.
Customizable as per your enterprise requirements
Toolkits and frameworks to support enterprise level requirements around scale, security, audit and integrations.
- Provide flexible options for authenication and authorization. Supports all major integrations such as SSO, ADFS, LDAP, OpenID
- Integrate with frameworks for logging, tracing, monitoring such as Prometheus, Grafana, Kiali, Jaeger, Fluentd
- Autoscaling enabled for distributed loads, low latency inferences.
01
Notebook Servers
Notebook servers that can be configured with custom images, computational requirements including GPUs and shared workspace with persistant storage.
02
Pipelines
Automated pipeline development and CI/CD workflows.Tracking pipeline executions.
03
Artifacts Store
Central store for various artifacts such as ML models, datasets, model performance metrics.
04
Feature Store
Publish, discover and use features across teams and projects. Allow consistency between training and inference, real time access to features and support multiple ML frameworks.
05
Distributed Training
Support large scale training and hyper-parameter tuning. Use multi-GPU, multi-node based on scaling requirements.
06
Serverless Inference
Large scale model inferencing with autoscaling (including GPU based inferencing), monitoring, processing, canary rollouts, A/B test, model explainibility.
Solution-in-a-Box (Glassbox Approach)
We have created tailored solutions on top of Bodhi AI/ML platform to solve some of most common challenges faced by our clients across industries bringing our deep domain and AI expertise together.
Fully managed solution that uses machine learning to deliver highly accurate forecasts using historical data and external factors ( price, promotion, discounts, holiday, weekend , macro-economic factors ). Automatically pick up the best model among state-of-the-art algorithms for high-precision results for better demand forecasting, financial & resource planning.
Bodhi-Forecast
Simulate your scenarios and optimize your key business parameters with by using multiple optimization algorithms baked in the solution for your optimization needs.From identifying most efficient pricing strategy to efficient batching & routing strategy, Bodhi optimize can enable both single objective and multi-objective optimization problems.
Bodhi Optimize
Monitor, analyse and correlate your key KPIs and metrics to detect any abnormal behaviour at the early stage to enhance the performance and reliability of your business.Using sophisticated and wide array of algorithms you can not only detect the anomalies faster but all get deep insights around potential root causes.
Bodhi Detect
AI/ML driven system using state of the art computer vision algorithms for key use-cases such as visual inspection, asset digitization, digital on-boarding.Array of state-of-art algorithms for object detection, segmentation, image classification, image text extraction.
Bodhi Vision
Bodhi Ecosystem
Bodhi ecosystem brings Bodhi-Core components (Our AI/ML Platform) to solve industry specific AI/ML use-cases using our Solution-in-a-box offerings to enable enterprises to extract maximum value from their AI/ML investment and allowing them faster time-to-market for competitive edge.
Our Offerings
We provide end-to-end support for development and consultancy to help you maximize the returns on your AI/ML investments and propel your business.
AI-ML Platform
Deploy and customize AI/ML platform based on your team, scale, enterprise requirements.
Scenarios
Step-by-step guides for implementing scenarios for development,productionization and governance.
Contact
Reach out to us if you and your orgnanization need to take your AI/ML journey to the next level.
Our Address
Publicis Sapient, India
Email Us
sudharsan.rangarajan@publicissapient.com