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AI/ML Studio

AI Studio provides ML as-a-service capabilities to the Digital Enabler platform, allowing Data Scientists, Data Engineers and Developer to add artificial intellingence to their own applications and analytics.

AI STUDIO API​

The AI Studio home page provides a Swagger UI with the documentations of the different APIs. These are grouped into the following categories:

  • Matrix Operations
  • Linear Models
  • Clustering Algorithms
  • Graph Algorithms
  • Timeseries Analysis

The APIs available for each of the up-mentioned categories will be described in the following sections.

Matrix Operations​

Machine Learning and Deep Learning strongly rely on matrix operations and linear algebra. Users can develop their own algorithms using the low-level matrix operations listed below:

Binary operations​

  • Add
  • Dot multiplication
  • Elements multiplication
  • Matrix power
  • Subctract

Unary operations​

  • Determinant
  • Eigenvalues
  • Eigenvectors
  • Rank
  • Transpose

Generators​

  • Identity Matrix
  • Ones matrix
  • Random matrix
  • Zeros matrix

Linear Models​

Linear models are ones of the most used models nowdays. This module provide APIs to fit linear models on provided data and to make predictions using them.

Linear regression​

  • Fit
  • Predict

Clustering Algorithms​

Clustering algorithms are unsupervised learning algorithms which aim is to spot unseeing patterns on provided data. The following algorithms are available in AI Studio:

  • KMeans
  • DBSCAN
  • Meanshift

Graph Algorithms​

Graphs model social connections and connected data. The following apis allow end users to work on graphs easily:

Shortest Path​

  • Dijkstra
  • Floyd-Warshall
  • Johnsons
  • Bellman-Ford
  • Auto

Additional Operations​

  • Depth First Order
  • Breadth First Order
  • Minimum Spanning tree

Timeseries Analysis​

Predicting trends is an hot-topic in different domains. There are multiple ways to model temporal data and to make predictions based on the past. The following Algorithms are natively included in AI Studio:

  • Forecast (ARIMA/SARIMA)