EWARD MCKINLEY, JR
@ewardmckinleyjr
Experienced Machine Learning Engineer with a focus on scalable AI solutions.
What I'm looking for
I am a Machine Learning Engineer with over 8 years of experience in designing, building, and deploying scalable AI solutions tailored for enterprise applications. My expertise lies in developing predictive models, NLP pipelines, and real-time inference services using advanced technologies such as Python, TensorFlow, and PyTorch. I have a proven track record in ML Ops, model optimization, and deep learning frameworks, which allows me to deliver impactful data products that significantly improve business outcomes.
Throughout my career, I have successfully built scalable ML pipelines and led the deployment of NLP models into production. My collaborative approach enables me to work effectively in agile environments with cross-functional teams, ensuring that projects are completed on time and meet the highest standards. I am passionate about leveraging machine learning to solve complex problems and drive innovation in the industry.
Experience
Work history, roles, and key accomplishments
Senior Machine Learning Engineer
DataQuanta AI Solutions
Apr 2021 - Present (4 years 3 months)
Built scalable ML pipelines using PyTorch Lightning and MLflow for fraud detection and recommendation systems. Led deployment of NLP models (BERT, RoBERTa) into production using FastAPI + Docker + Kubernetes.
Machine Learning Engineer
NextGen HealthTech
Jul 2017 - Mar 2021 (3 years 8 months)
Developed predictive models for hospital readmission and diagnosis classification (AUC > 0.89). Created real-time patient risk scoring API using TensorFlow Serving and GCP Vertex AI.
Data Scientist
Infera Analytics
Jan 2015 - Jun 2017 (2 years 5 months)
Engineered features and built time-series models for demand forecasting using ARIMA, Prophet, and LSTM. Automated experimentation workflow with DVC and versioned data tracking.
Education
Degrees, certifications, and relevant coursework
University of Illinois Urbana-Champaign
Master of Science, Artificial Intelligence
Completed a Master of Science in Artificial Intelligence, focusing on advanced concepts and applications in the field.
University of Illinois Springfield
Bachelor of Science, Computer Science
Obtained a Bachelor of Science in Computer Science, building a strong foundation in computational principles and programming.
Availability
Location
Authorized to work in
Portfolio
github.com/llm-fin-botJob categories
Skills
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