Our Expertise

OUR EXPERTISE


Machine Learning

This is really the essence of what we do at Factored. We develop intricate models to predict, automate and categorize processes for maximum efficiency across an array of industries. 

 

Specific Tools/Skills: Swift, Go, Python, TensorFlow, Pytorch, Recurrent, Convolutional and Attention Architectures, NLP, Computer Vision, Time Series Forecasting.

Data science is only as effective as the data points to which we have access. Our engineers ingest, analyze and transform data, architect pipelines, and create and populate analytics databases to make sure that all the data is being put to excellent use.   

 

Specific Tools/Skills: SQL, Spark, Hive, Airflow, MongoDB, Cassandra, Hadoop, and various AWS services (Glue, Redshift, EMR, DynamoDB)


Data Engineering


Data Analytics & Visualization

We go a step further by identifying and forecasting trends, anomalies and patterns to provide our clients with tangible and actionable insights.These insights are then accompanied by visualizations that we integrate with our clients’ software of choice. 

 

Specific Tools/Skills: Pandas, Scikit-learn, Spark, Tableau, Cube.js, AWS Quicksight, AWS Redshift

We manage the entire ML lifecycle; we develop and deliver ML/AI models and most importantly, we integrate these models efficiently and continuously with our clients’ businesses so that production can be scaled and we can see prompt results. We also understand that models degrade over time and need to be adjusted or retrained, and so we also help to build pipelines to automate this process. 

 

Specific Tools/Skills: Docker, TensorFlow Extended (TFX), mlflow, Terraform, Airflow, Kubeflow


MLOps


Model Deployment

We put our machine learning prowess into production by implementing the models that we create on our clients’ behalf, providing clearer insight and informing decisions when it comes to business growth. 

 

Specific Tools/Skills: Docker, Flask, FastAPI, AWS Lambda, AWS Fargate

FINANCIAL SERVICES

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MOBILE TELCO

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COSTUMER SERVICE

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SOCIAL MEDIA

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COMPUTERS NETWORKS

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