Machine Learning & Deep Learning (at scale)The Machine Learning & Deep Learning experts automate mathematical algorithms and deep learning layers through technical, and case specific expertise. Valuable information and innovation driven products are the results of their work.
- Hadoop ecosystem, Python, R, SQL
- Tensorflow, Caffe, Theano
- Spark (deep learning, mllib)
Data Development & ImplementationThe Data Engineers & DevOps Engineers implement and develop:
- Data Pipelines, Data Modeling, Data Products
- Experts in Hadoop Ecosystem, Kafka, NoSQL, Mesos, Elastic, Kubernetes, Docker
- Cloudera, Hortonworks and Confluent
- Java, Python, GIT, Ansible, SQL
- Continues integration & development
The Data Scientists extract value that lies hidden within your data, through technical and case specific data science expertise. Valuable information and innovation driven products are the results of their work.
- Hadoop ecosystem , Python, R, SQL
- Spark Core, Spark SQL, Spark Graphs
- Tableau, Grafana, Python visualization lib, Elasticsearch, Cloudera Workbench
- Google Big Query
Information and Big Data
The Information Management Architect/Specialist consults on topics such as Data Lake, DWH modernization, Data as a Service, Data Vault, Ab Initio, Data Lab, Data Science, Analytics, Machine Learning & Deep Learning, Lambda & Kappa Architectures, and with the definition of cold, warm and hot data, in conjunction with the batch, speed and serving layer.
- POC/POV, Strategy Road map, Tech evaluation & recommendation
- Data & Information Landscapes
- Architectural Consulting, Capacity Planning, Performance
- Agile, Scrum, JIRA & Confluence
- Project management
Ab Initio Development & ImplementationThe Ab Initio experts use the power of Ab Initio to handle large amounts of data in a highly efficient fashion. Final product are data-intensive pipelines boosting the clients' data infrastructure .
- Data Pipelines, Data Quality, Data Cleansing
- Data modeling, Data Vault 2.0, Dimensional modeling
- Data warehouse, Operational Datastore
- SQL, Json, XML, etc.
- Ab Initio GDE
- Express>It (Business Rules Engine)
- Metadata Hub
- Control Center