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Improve Educational Content using Natural Language Processing (NLP)

Using custom AI models, the classroom content is analyzed to provide reports for curriculum revision and accreditation. Before that, the text is extracted from files of formats such as audio/video recordings, slides, and documents.

Technology – Trillo NLP models, Trillo Workbench, Text Extraction Service, Data Studio, GCP transcription, and several other GCP services.

Domain – Education, Content Analysis.

Analyze Call Center Recordings using NLP

One of the key concerns in a customer sales or service Call-Center is to evaluate how well the call-agents are performing. The manual process of listening to several recordings is tedious and time-consuming. Candid Maven automated it using Trillo Workbench and its Natural Language Processing (NLP) models.

Technology – Trillo NLP models, Trillo Workbench, Text Extraction Service, GCP transcription, and several other GCP services.

Domain – Customer Service, Content Analysis.

Data Warehouse using BigQuery, Cloud SQL, and Trillo Workbench

In conjunction with BigQuery and Cloud SQL, Trillo Workbench is used for building a data warehouse on GCP. Trillo Workbench provides data ingestion, ETL, job scheduling and management, reporting, security, access control, etc. Trillo Workbench can orchestrate data from multiple sources such as CSV, JSON files, and using connectors from external applications such as Shopify, HubSpot, SalesForce, etc.

Technology – Trillo Workbench, BigQuery, Cloud SQL, Looker, Data Studio, and several other GCP services.

Domain – Several (Marketing, Recruitment, Healthcare).

Large-Scale Kubernetes Cluster Deployment

Vishwam Corp needed a massively scalable solution (thousands of CPUs and 100s of GPUs). GCP Kubernetes was the optimal choice. Other requirements were dynamic POD scaling for scalability and cost management. The pipeline brand highly specialized models and managed massive amounts of data.

Technology – Kubernetes, Pub/Sub, Cloud Functions, GCS, Cloud SQL, etc.

Domain – Telecom, Identity Verification.

Highly Optimized TensorFlow Serving

Trillo helped Vishwam migrate models to TensorFlow Serving. It identified the optimal combination of GPU, CPU, memory, cluster size to maximize resource utilization.

Technology – Tensor Flow Serving, gRPC.

Domain – Telecom, Identity Verification.

File Sharing Service for Media Files Management

Trillo File manager is used for secure media file sharing among team members, customers, and partners.

Technology – Kubernetes, Pub/Sub, GCS, Cloud SQL, etc.

Domain – Media.

Trillo Speech to Text Service

Several applications use the Trillo Speech to Text Service for extracting text from audio/video files. It is a part of the complete Text Extraction Service described below. It extracts text, stores it in a database, provides UI to review and fix labeling for AI NLP processing. The text for a file or a set of files can be retrieved using restful APIs.

Technology – Trillo Workbench, Text Extraction Service, GCP Transcription Service or open-source libraries, and several other GCP services.

Domain – Several domains.

Trillo Text Extraction Service

Several applications use the Trillo Text Service for extracting text from files of several formats such as audio/video recordings, slides (ppt, ppts), documents (doc, docx, xls, xlsx, odt), images, PDF, etc. It extracts text, stores it in a database, provides UI to review and fix labeling for AI NLP processing. The text for a file or a set of files can be retrieved using restful APIs.

Technology – Trillo Workbench, Text Extraction Service, GCP Transcription Service or open-source libraries, and several other GCP services.

Domain – Several domains (mapEdu is in the education domain).

Custom ATM Manufacturing Project Management

Trillo Workbench is used to build a complex application for custom ATMs manufacturing, commissioning, and order management.

Technology – Kubernetes, Pub/Sub, GCS, Cloud SQL, etc.

Domain – Manufacturing.

Application Portfolio and Business Migration

Ecom was successfully migrated to the GCP cloud on time and is now operating wholly on the GCP infrastructure. Their monthly costs are now lower, and all their business processes are running very smoothly.

File Management and SFTP for Google Cloud Storage (GCS)

Trillo Product used by 100s of Customers

Trillo File Manager provides secure SFTP and File Management on the top of Google Cloud Storage buckets. You can think of it as the Dropbox on the top of Google Cloud Storage.

Trillo File Manager has been deployed by 100s of customers from the Google Marketplace.

Technology – Google Cloud Storage, SFTP, Cloud SQL, Pub/Sub, Memorystore.

DICOM Image Management on Google Cloud

Beta with a customer (not yet announced)

Trillo Workbench, on GCP, is used to build multi regions (USA, Europe), multi-tenant application for DICOM image management. Hospitals, clinics, and PACS can transfer DICOM images securely (HIPAA) using Trillo DICOM Gateway to Google Cloud. Trillo Workbench manages searching, sharing, distribution of DICOM images, and provides a security layer.

Technology – Trillo Workbench, Trillo DICOM Gateway, GCP DICOM Store, several other GCP services.

Domain – Healthcare.

FHIR Dataset and Data Warehouse on Google Cloud

Beta with a customer (not yet announced)

Trillo Workbench is used to build FHIR compliant dataset from the legacy data. Trillo Workbench provides a unique UI for the legacy to FHIR data mapping (ETL). Trillo Workbench exports data to BigQuery and pre-processes, making it available as a data warehouse. Google Data Studio is used to create dashboards and reports. Trillo Workbench provides a secure data connector to the warehouse.

Technology – Trillo Workbench, Trillo FHIR Mapper, GCP FHIR Store, BigQuery, Data Studio, several other GCP services.

Domain – Healthcare.

Automated Image Classifier System at Scale

Trillo Product for Several Customers

Image Classification is a foundational component of almost all modern Computer Vision applications. Image classification involves classifying images with labels or tags based on Image pixels alone without any additional metadata or information provided to the system. It has several use cases in medical image processing, security, and surveillance, entertainment, video processing, large-scale information searching, and retrieval, to name a few.

The solution is provided as a set of microservices integrated with the Trillo Workbench.

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