DGB Technologies is a Full Service Certified Partner of RStudio specializing in solving ICT problems in a multitude of domains like health care, life sciences, biological, telecom, cyber-security, and pharmaceutical. Through the vast expertise in AI/machine learning, big data analytics, NLP, computer vision, cloud computing, bioinformatics, and formal methods, DGB Technologies has successfully implemented solutions in various industries. The broad range of expertise enables DGB to develop comprehensive end-to-end solutions to complex problems for clients using RStudio team products.
DGB uses RStudio Server Pro to analyze data and create data products.
DGB uses Rstudio connect to publish data products for better decision making.
DGB uses Rstudio package manager to manage R packages & version controlling.
DGB helps its clients in setting up an integrated development environment of Rstudio. Through it data scientists can easily analyze, develop & publish content. Business users can utilize published contents for better decision making. It also enables IT admins to manage, scale & operate R packages easily. Various admin related services include:
We use multiple RStudio packages for building web apps, generating reports & documents, and creating web APIs. RStudio provides multiple database connectors and enables interaction with Big Data architecture.
The tidyverse is an opinionated collection of R packages designed for data science. All packages share an underlying philosophy and common APIs.
The ggplot 2 is an enhanced data visualization package for R. Create stunning multi-layered graphics with ease.
The dplyr is the next iteration of plyr, focussing on only data frames. dplyr is faster and has a more consistent API.
The tidymodels framework is a collection of packages for modeling and machine learning using tidyverse principles.
Shiny makes it incredibly easy to build interactive web applications with R. Shiny has automatic “reactive” binding between inputs and outputs and extensive pre-built widgets.
The rmarkdown lets you insert R code into a markdown document. R then generates a final document, in a wide variety of formats, that replaces the R code with its results.
TensorFlow™ is an open-source software library for Machine Intelligence. The R interface to TensorFlow lets you work productively using the high-level Keras and Estimator APIs and the core TensorFlow API.
The tidyr makes it easy to “tidy” your data. Tidy data is data that’s easy to work with: it’s easy to munge (with dplyr), visualise (with ggplot2 or ggvis) and model (with R’s hundreds of modelling packages).
DGB uses the Rstudio technology stack to create AI/ML pipelines and provides end to end solutions for its clients.
DGB offers end-to-end AI/ML implementation to its customers in diverse domains. Following steps are included in a typical journey of data science use case.
Provide guidelines to
ensure comprehensive data definition that helps to identify data points.
Get in depth knowledge of domain, rules and regulations.
Identification of different data dimensions.
Compilation of data from different platform such as Cloud (public, private). Selection of data objects.
Complete data preparation pipeline. Data Acquisition, Treating Missing Values, Removing Null Values, Data Filtering and Data Conversions
Regression Models, Classic ML Model, Longitudinal Analysis, Feature Reduction, Neural Networks, LSTM, Optimization Algorithms, etc.
Use a visualization platform that has the capabilities to aggregates large complex data in real time. Visualize data to help decision makers.