Anna Ullah
@annaullah
Impact-driven Senior Machine Learning Engineer specializing in MLOps and AI.
What I'm looking for
I am an impact-driven Senior Machine Learning Engineer with over 10 years of experience delivering end-to-end AI/ML solutions that scale in production. My specialization in MLOps, NLP, deep learning, and cloud-native deployments across AWS, GCP, and Azure has enabled me to build robust ML pipelines and productionize models effectively. I have a proven track record of driving business transformation through intelligent automation and translating complex business challenges into measurable, data-driven impact.
In my current role at Klarity Labs, I designed and deployed LLM and Transformer-based NLP models using Hugging Face, BERT, and RoBERTa. I developed cloud-native ML APIs using FastAPI, containerized with Docker, and deployed to AWS Lambda. My experience also includes implementing real-time inference monitoring with Grafana and Prometheus, building automated model retraining pipelines, and leading technical documentation efforts. I am passionate about mentoring and leading teams, ensuring that new MLOps team members are well-equipped to succeed.
Experience
Work history, roles, and key accomplishments
Senior Machine Learning Engineer
Klarity Labs
May 2024 - Present (1 year 2 months)
Designed and deployed LLM and Transformer-based NLP models using Hugging Face, BERT, and RoBERTa. Developed cloud-native ML APIs using FastAPI, containerized with Docker, and deployed to AWS Lambda.
Machine Learning Engineer
Tech Innovate Solutions
Jan 2021 - Apr 2024 (3 years 3 months)
Developed recommendation systems and classification models using PyTorch and Scikit-learn. Managed infrastructure for distributed model training across AWS and GCP with autoscaling enabled.
Machine Learning Engineer – AI Platform
Microsoft
Jan 2019 - Dec 2020 (1 year 11 months)
Created MLOps pipelines using Azure ML, Databricks, and Azure Kubernetes Service (AKS). Worked on responsible AI implementation using SHAP, LIME, and built model explainability dashboards.
AI Developer
NextGen Analytics
Mar 2013 - Dec 2018 (5 years 9 months)
Built computer vision models using YOLO, CNNs, and OpenCV for defect detection in industrial systems. Designed OCR-based document parsing modules for digitizing scanned forms.
Education
Degrees, certifications, and relevant coursework
National University of Sciences and Technology (NUST)
Bachelor of Computer Sciences, Computer Sciences
Completed a Bachelor's degree in Computer Sciences. Gained foundational knowledge in various aspects of computer science.
Tech stack
Software and tools used professionally
Apache Spark
GitHub
Bitbucket
Kubernetes
Azure Kubernetes Service
Jenkins
GitHub Actions
Bitbucket Pipelines
NumPy
Pandas
Dask
MySQL
PostgreSQL
MongoDB
Hadoop
Gmail
Django
Databricks
OpenCV
Redis
Java
TensorFlow
PyTorch
MLflow
scikit-learn
Keras
Kubeflow
Comet.ml
NLTK
Kafka
FastAPI
Grafana
Prometheus
AWS Lambda
Airflow
SQL
XGBoost
Hugging Face
LightGBM
Availability
Location
Authorized to work in
Job categories
Skills
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