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Our Expertise

Are you looking for someone who can validate your product? Interested in automation testing of you product?

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Supervised Learning

  • Regression
  • Classification
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Unsupervised Learning

  • Anomaly Detection
  • Clustering & Retrieval
  • Dimensionality Reduction
  • Collaborative Filtering
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Reinforcement Learning

  • Websites
  • Text & Images
  • Audios & Videos
  • Social networks
  • Log files

TECHNOLOGY

SaaS
Google Machine Learning, Amazon Machine Learning, Azure Machine Learning
Frameworks
Spark MLlib, TensorFlow, Scikit-learn
Machine Learning Models
Linear, Ridge, Lasso, Elastic Net, Generalized, Decision tree, Random Forest, Gradient Boosted, Survival, Isotonic, Kernals, Logistic regression, Random Forest, AdaBoost, Support Vector Machine (SVM), Naive Bayes, Kernals, K-means, Latent Drichlet Allocation (LDA), Bisecting K-means, Gaussian Mixture Model (GMM), K Nearest Neighbors (kNN), Local Outlier Factor, Moving Z-score, Bayesian Changepoints, Artificial Neural Network (ANN), Recurrent Neural Network (RNN), Convolutional Neural Network (CNN)
Optimization Algorithms

Gradient descent, Coordinate descent, Boosting, Grid Search, Mini Batch Gradient Descent, One-Vs-The-Rest, One-Vs-One, Expectation-maximization (EM), Locality Sensitive Hashing (LSH), Brute Force, KD Tree, Ball Tree, Principal Component Analysis (PCA), Singular Value Decomposition (SVD), Stochastic Gradient Descent (SGD), Alternating Least Squares (ALS), Uni/Multivariate Gaussian Distribution, Adam Optimizer, Relu, Sigmoid Languages SCALA, Python, R, JAVA

Languages

SCALA, Python, R, JAVA

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Structured

  • SAP HANA
  • Neo4j
  • MongoDB
  • Spreadsheets
  • SQL databases
  • NoSQL databases
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Semi Structured

  • Time series
    • Stock price data every day/hour/month
    • Population data every Year
  • Web APIs
  • Email
  • Sensor data
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Unstructured

  • Websites
  • Text & Images
  • Audios & Videos
  • Social Networks
  • Log files

Data Engineering Tools & Technology Capabilities

Platforms

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Languages

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Formats

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Business Intelligence & Analytics Lab (BIAL)

Learn From The Experts

NEWSLETTER

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