Ally Bangash
@allybangash
Principal AI/ML engineer and architect driving scalable, production-ready deep learning and generative AI solutions.
What I'm looking for
I am an AI/ML leader with 10+ years designing large-scale machine learning systems, end-to-end MLOps pipelines, and deploying advanced models for NLP, computer vision, and recommendation systems. I focus on delivering production-ready, explainable, and secure AI that drives measurable business impact.
In recent roles I architected cloud-native ML infrastructures on AWS, GCP, and Azure, implemented RAG pipelines with vector databases, and integrated multimodal AI into clinical and customer workflows, improving diagnostic accuracy and engagement while reducing costs.
I mentor and lead engineering and data science teams, promote responsible AI and model explainability, and partner with executives to align AI strategy with KPIs to unlock revenue and operational efficiencies.
Experience
Work history, roles, and key accomplishments
Led AI/ML innovation for a healthtech firm, designing RAG pipelines and enterprise MLOps to integrate multimodal AI into telemedicine workflows, improving diagnostic accuracy by 25% and reducing operational costs by $5M annually.
Senior Data Scientist
Uniphore
Mar 2018 - Nov 2023 (5 years 8 months)
Oversaw ML solutions across banking, insurance, and retail; architected cloud-native MLOps on Databricks and Snowflake, and deployed RAG/vector DB solutions that increased engagement by 23% and unlocked $10M annual revenue impact.
Designed and deployed large-scale predictive analytics and streaming pipelines for healthcare, reducing patient readmission by 18% and delivering computer vision models with 90%+ sensitivity in early detection trials.
Education
Degrees, certifications, and relevant coursework
Unknown Institution
Bachelor of Science, Computer Science
Bachelor of Science in Computer Science; completed undergraduate study in computer science.
Tech stack
Software and tools used professionally
Apache Spark
Vespa
Superset
Bokeh
GitLab
Kubernetes
Jenkins
Dataiku
dbt
Gmail
Databricks
Julia
TensorFlow
PyTorch
MLflow
scikit-learn
Keras
Kubeflow
Streamlit
DeepSpeed
Kafka
FastAPI
Istio
Grafana
Kibana
gRPC
Elasticsearch
Milvus
OAuth2
Airflow
CUDA
SQL
XGBoost
Hugging Face
LightGBM
LangChain
Weaviate
Weights & Biases
BentoML
Pinecone
Ray
Delta Lake
Apigee
Linkerd
ArgoCD
Availability
Location
Authorized to work in
Job categories
Skills
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