Healthcare Triangle Supported a Leading Pharmaceutical Company to Deploy their Data Analytics Platform on GCP
The Client
Our customer is a global pioneer in pharmaceuticals and diagnostics and a leader in personalized healthcare. They are world’s largest biotech company, with differentiated medicines in oncology, immunology, infectious diseases, ophthalmology and diseases of the central nervous system. Our customer specializes in in-vitro diagnostics, tissue[1]based cancer diagnostics and is a frontrunner in diabetes management. They focus on advancing science to improve human life and continues to search for better ways to prevent, diagnose and treat diseases. They also aim to improve patient access to medical innovations through collaboration with suitable stakeholders.
The Need
Our customer wanted to build a Data Analytics platform that can provide the required competences for their data scientists to run AI/ ML algorithms on EHR, Imaging, Digital Health and Genomics data. Also, they were looking for benchmark data for various AI/ML services on Google Cloud Platform which was necessary to defend their choice of platform and to deploy their data analytics and data science applications.
Reasons for Choosing Healthcare Triangle
Healthcare Triangle (HCTI) has strong knowledge and exposure to all major products and services in the field of advanced analytics both in open source and enterprise products/solutions. We have in-depth understanding in dataset preparation, data analysis, data processing combined with high performance AI/ML model building techniques. HCTI’s team of experts closely work with customer team to validate requirements and consistently deliver quality work-products.
The Work
HCTI provided benchmarks, by processing customer sample data sets through our data pipeline, utilizing various AI/ML services on GCP, those included AutoML, Vision AI, Cloud Natural Language etc. The following were the Google products, services and solutions utilized for this project:
Google Products Used
AI and Machine Learning
- AutoML
- Vision AI
- Video AI
- Cloud Natural Language
- Cloud Translation
- Text to Speech
- Speech to Text
- Dialogflow
- AutoML Tables
- Cloud Data Labeling
Data Analytics
- BigQuery
- Cloud Life Sciences
Databases
- Cloud BigTable
- Cloud SQL
Features
- Predictions/Forecasting, Regression, Classification, Time-series.
- Image Classification, Objects Detection, Face Detection, Face Emotion, Person Tracking, Image Captioning, Basic and Premium Safe Search, Celebrity Recognition, Product Search, OCR, Key Value Pairs & Tables Parsing.
- Tokens, Part of Speech, Syntax, Entities, Content and Entity Sentiment, Predefined and Custom Entities, Content Classification
- Translation, Dictionary, Speech Translation
- Semantic Search, Question Answering
Pillars Offered to the Client
- Product Validation and Improvements
- Datasets Collection, Preparation
- Data Annotations
- Performance Benchmarking
- Extreme Load Testing
- User Experience Evaluation
- Strength/Weakness Report
- Tutorials/Notebooks Development
- Coding/Bug Fixing Programs
- Code Review/Standardization
- Big Data Infrastructure/ETL Support
- Multi-language Support
- Documentations
Solutions used in this project
- Custom built App
- Performance Benchmarking
Results
HCTI created and shared a detailed report on the benchmark data, which was utilized by the customer to build a successful business case to deploy their data analytics platform on Google Cloud Platform.adoption of Google Cloud