Machine Learning Solutions For Your Business

Our engineers and machine learning experts provide their extensive technical expertise in the application of statistics and predictive analytics techniques to your data to give your business a competitive edge.

Advanced Analytics Techniques

We utilize deep knowledge of advanced machine learning algorithms. Our predictive analytics experts and engineers create outstanding software by using predictive modelling and complex statistical methods.

Our predictive models use variable selection algorithms along with cross-validation methods and best practices to remove extraneous data in the big data and identify important variables. We deliver accurate predictions of the outcomes based on learning data.

Analytics and statistical modeling have been widely used on big data in the recent years. We make use of variety of statistical techniques that extend far beyond typical regression models:

  • Binary/Multiclass Classification and Regression
  • Clustering
  • Time Series Forecasting
  • Probit and Logit Regression
  • Structural Equation Modeling
  • Probability of Default
  • Multivariate Analysis
  • Monte-Carlo Simulation
  • Quantile Regression
  • Natural Language Processing
  • Optical Characters Recognition
  • Anomaly Detection
  • Sequence Labeling
  • Ranking

Why Alphalogic’s Machine Learning Specialists

  • Extensive experience in statistical and predictive analytics models
  • Experience of working on data driven projects from definition through execution and interpretation
  • In-depth industry knowledge to help you with meaningful analysis of your business data
  • Average experience of 5 years in computer science helping you get meaningful results
  • Innovative and committed to your success

Our Technical Expertise

Algorithms and Models

  • Regression Models
  • Support Vector Machines
  • Decision Trees and Random Forest
  • Artificial Neural Networks
  • Clustering (K-means, etc.)
  • Classification and Regression Tree (CART)
  • Naive Bayes
  • Dimensionality Reduction Algorithms (PCA, LDA, SVD, etc.)
  • Hidden Markov Models

Programming Languages and Tools

  • R, RStudio
  • SAS
  • Python
  • Matlab
  • MS Excel
  • Java, Lucene
  • C/C++, C#
  • Azure Machine Learning

Data Sources

Healthcare

  • Center for Medicare & Medicaid (CMS)
  • Health Indicator Warehouse (HIW)
  • Health Rankings (CHR)
  • Hospital Compare (HC)
  • Zip Code Business Patterns (ZBP)
  • Chronic Conditions Data Warehouse (CCW)
  • FDA Adverse Event Reporting System (FAERS)

Finance

  • Bloomberg
  • Reuters
  • Factset
  • Data Stream
  • Manheim Consulting
  • CapitalIQ
  • MarkIT

WANT TO START A PROJECT?

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