Data Science Lab

Advanced Analytics to make Data Driven Business Decisions

Our Services

Video Intelligence

Computer Vision

Natural Language Processing

Voice Recognition

360-degree Single View

360 degree customer views have become more crucial as the proliferation of data continues to explode. With more and more data being created and collected for each individual and these data touch points coming from an increasing number of sources – the need to view all of this data in one, easy to read format has become more important than ever. There are plenty of benefits to obtaining a 360 degree customer view: More targeted engagement, Improved customer service, Long term customer loyalty.

Internet of Things Analytics

Computers today have the power to ‘see’ and understand what is happening in pictures. Our models can help detect objects such as cars, zoom in on regions of interest such as brand impressions, read text through character recognition and describe a scene through image captioning at world class accuracy levels.

Anomaly Detection

A majority of the classic natural language processing techniques attempt to process text without understanding the meaning of words. Deep learning enables machines to overcome this problem by training large neural networks in an environment with similar objects, relationships, and dynamics as our own making these models far more powerful. Our Natural Language models go beyond the traditional topic and sentiment analysis and give you the ability to build custom chat-bots, fraud detection agents, auto response systems and other powerful natural language understanding systems at unprecedented accuracy levels.

Social Listening and Sentiment Analysis

Computers today have the power to ‘see’ and understand what is happening in pictures. Our models can help detect objects such as cars, zoom in on regions of interest such as brand impressions, read text through character recognition and describe a scene through image captioning at world class accuracy levels.

Predictive Analytics

While conversational speech recognition systems have largely reached human parity with Google Home and Alexa showing less than 6% word error rate, the same can not be said about domain specific speech which is typically laden with vernacular terminology and slang. Our domain specific speech recognition models overcome this problem through careful customization of acoustic and language components of the model pipeline to offer world class accuracy in domain specific speech. They also perform at near human levels in speech emotion detection and other specialized voice recognition tasks.

Data Science Capabilities

Data Collect

  • Structured and Unstructured
  • Semi-structured
  • RDBMS & Big Data
  • Distributed File System (HDFS)
  • Flat file (text, csv, json, logs)
  • Emails, Websites & Web APIs

Data Processing

  • Data Cleansing
  • Data Profiling
  • Normalization, Text Mining
  • Data Extractor
  • Data Transformation
  • Load Data to Data Warehouse

Feature Engineering

  • Locality Sensitive Hashing (LSH)
  • Principal Component Analysis (PCA)
  • Text Transformation
  • Vectorization, Indexer
  • Feature Scaling

Optimization & Evaluation

  • Cross Validation
  • Hyper parameter Tuning
  • Gradient Descent, SGD
  • Ensemble & Boosting
  • RSS, RSME, MSE
  • Log-loss, F-measure, Precision-Recall

Machine Learning

  • Regression Algorithms
  • Classification Algorithms
  • Support Vector Machine (SVM)
  • KD-Tree, Decision tree, Random Forest
  • K Nearest Neighbors (KNN)
  • K-means, Latent Drichlet Allocation

Deployment

  • Model Deployment
  • Model Serving
  • Model Pipeline
  • Managed Deployment
  • Monitoring
  • Evaluation

 

Contacts

For any inquiries please email

sales@equonix.com

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