Data Integration
Data Integration is one of the very important and foundation steps to everything Data Management and Analytics. It’s very important it’s done in a correct way. When loading similar information from multiple source systems into a structured downstream it’s important to build canonical data structures which enable Data Visualizations in a faster and efficient manner helping grow your business. We support all of below Integration modes from all data sources including – Relational, Cloud, Files, Semi-structured, Unstructured, Industry Spectic (HL7, EDI etc.,), Kafka etc.,
- Batch
- Online – SOAP & REST APIs
- Messaging Queues
- Streaming
- Cloud – Databricks & Cloudera
We implement data integration projects with designing Enterprise Service Bus (ESB) and service orchestration. We expertise in ESB capabilities using SOA, routing, messaging , logging, business activity monitoring, adapters, security, Transformation etc.,
We Specialize in Data Integration project implementations using products like
- Ataccama ONE
- Informatica ETL
- iWay Service Manager
- iWay Data Migrator
- Talend ETL
Data Quality
Do you know your data is good or bad? How much data is not used in your strategic decisions to grow your business? You can use our core competency services to resolve your data quality and Master Data issues for better and efficient usage of data to take effective strategic decisions. The core services under this category of services are
- Data Profiling – Explore and Understand your Data
- Data Cleansing – Fix your Data Issues
- Data Enrichment – Enrich your data using Trusted Sources
- Data Quality Business Rules – Enforce
- DQ business rules to address data issues at origin
- Data Remediation – Data Stewardship for exceptions
- Data Standardization – Publishing enterprise standards and encouraging adoption
We support Data Quality project implementations using products like
- Ataccama One Suite
- Informatica Data Quality
- OmniGen DQ
- Talend Data Fabric
Master Data Management
We are here to help you create a single, consistent view of core data assets like – Customer, Product, Vendor and Location data.
- Matching
- Survivorship
- Golden Records
We support Data Quality project implementations using products like
- Ataccama One Suite
- Informatica MDM
- OmniGen DQ
- Talend MDM & Data Fabric
Data Governance Lifecycle
Machine Learning
Do you want to learn your data and leverage it to improve performance of your operations, Machine Learning is a way to go. Machine Learning can help solve several of your usecases like – Supervised/ Unsupervised/ Reinforcement Learning, Anomaly Detection, Explorative Data Analysis etc., However needs to be implemented using Right training Data and which has no/minimal bias with help of experienced resources who understand the context and able to use right Algorithms.
PhenomTS AI & ML Center of Excellence is here to help you navigate your journey by simplifying all aspects of data for Machine Learning. We can help manage your ML Lifecycle
1) Logging & Versioning – ML Models, Collaboration
2) Tracking Experiments and Metrics – Automation and Governance
3) Model Lifecycle – Repository, DevOps – CI/CD, Access Management, Workflows
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