AI/ML Pilot Project: 8-Weeks POC

RediMinds, Inc

In this Proof of Concept (POC)/pilot project engagement we will translate a business-specific challenge at hand into an ML objective and construct an AI/ML model using a subset of your data.

"Artificial intelligence (AI)” is a “catch-all” term used to describe intelligent tech built using machine learning (ML), deep learning (DL), computer vision (CV), natural language processing (NLP), advanced analytics, data science, etc.

YOU are an innovative organization looking to optimize your operations through Artificial Intelligence leveraging digitized data, this POC service is right for you. Along with our technical know-how, we bring our domain expertise in working with innovative organizations and research teams for translating business challenges/opportunities into machine learning applications. Our goal is to accelerate your ability to build and deploy the next generation of intelligent tools that can augment and enhance existing processes or create new opportunities.

In this POC engagement, we will translate the challenge/problem at hand into an ML objective, standup an Azure ML Platform, and construct an AI/ML model using Azure AutoML or Azure Cognitive Toolkit based on client requirements.

During this engagement we will work with the client to achieve the following tasks using Azure Machine Learning Platform: 

  • Translate problem statement to a machine learning objective
  • Acquire/Extract sample data
  • Perform exploratory data analysis & understand/comprehend data
  • Pre-process data for ML model training
  • Construct an ML model and validate its performance
  • Explore options for model deployment/serving
  • Identify potential technology/infrastructure/operational modifications to integrate ML model

At the end of this engagement, you can expect the following:

  • Insights/observations from exploratory data analysis
  • Performance of the trained model on sample data
  • Recommendation for model deployment/serving
  • Recommendations for technology/infrastructure/operational modifications
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