Machine Learning

Machine learning (ML) is a subset of artificial intelligence (AI) focused on developing algorithms that allow computers to learn from data and make predictions or decisions without being explicitly programmed. Machine learning powers many technologies we interact with daily, such as recommendation systems, speech recognition, and fraud detection.

Scope of Our Machine Learning Services

Depending on your needs and current ML environment (if any), our machine learning consulting services may include:

Business analysis

Defining business needs a firm wants to address with machine learning.
Analyzing the existing machine learning environment (if any).
Determining regulatory compliance requirements for an ML solution.
Designing a machine learning implementation strategy and roadmap.
Deciding on machine learning solution deliverables.

Technical design

Designing an optimal feature set for an ML solution.
Architecting an ML system according to scalability, security, and compliance requirements.
Selecting optimal machine learning technologies (ML programming languages, ML development frameworks, data processing techs, etc.).
Designing role-specific UX and UI to interact with an ML solution.

Data preparation

Exploratory analysis of the existing data sources.
Data collection, cleansing, and structuring.
Defining the criteria for the machine learning model evaluation.

Development and implementation of machine learning models

ML model exploration and refinement.
ML model testing and evaluation.
Fine-tuning the parameters of ML models until the generated results are acceptable.
Deploying the ML models.

Reporting

Delivering machine learning output in an agreed format.
Integrating machine learning models into an application for users’ self-service, if required.

Support and maintenance of machine learning models

Continuous monitoring and tuning of ML models for greater accuracy.
Adding new data to the ML models for deeper insight.
Building new ML models to address new business and data analytics questions.