Data Analytics
We are helping Deliver
Services
Information Management:
- Information Architecture Strategy and Key value drivers.
- Data Quality, Data Integration, ETL, Data Aggregation.
- Data Warehousing, Data modeling, Database capacity planning, Performance tuning.
Big Data Services:
- Evaluation of existing enterprise system & gather data requirements.
- Interfacing with business and IT and understand functional, technology requirements.
- Evaluation & selection of big data distributions (Cloudera, Hortonworks, MapR).
- Select Architecture Paradigm (Cloud-Native vs. Cloud Agnostic, Lambda vs Kappa)
- Scope determination for a pilot, full project.
- Create reference architecture.
Big Data Platform Development:
- Proof Of Concept for Data Lake/Big Data Platform.
- Define success criteria for PoC.
- Testing of POC in real/simulated environments.
- Batch migration of data from existing data sources to data lake/big data platforms.
- Real-time/Stream Processing of data.
- Data Lineage , archival and business knowledge enrichment services on Data lake.
Data Discovery:
- Exploratory Data Analysis.
- Deriving Trends and Patterns from Raw data.
- Visualization and analysis of data.
- Decision story board.
- Pre-created reports & self-service portals.
AI & ML:
- Data preparation, Feature engineering, Model training & Validation, Model maintenance, Hypothesis testing.
- Advanced analytics models for optimization, anomaly detection, predictive maintenance.
- Deep Learning (CNN, LSTM, Boltzmann machines); Supervised (Random forests, Gradient Boosted Trees), Unsupervised
- k-means, PCA, SVD).
- Natural language processing/ Text mining, Vision/ Image analytics.