• Lead AI consulting projects from scoping to production delivery.
• Design robust model pipelines with testing and monitoring.
• Build deployable services for client use cases in NLP and analytics.

• Review technical drafts and prepare final content for publication.
• Improve clarity, factual precision, and practical code guidance.
• Coordinate editorial workflow with writers and platform team.

• Publish tutorials on machine learning, MLOps, and data analytics.
• Translate complex tools into practical guides for broad audiences.

• Wrote beginner friendly guides on tooling and data career paths.
• Built structured learning narratives for first time practitioners.

• Edit data science articles for technical accuracy and readability.
• Validate examples, metrics, and claims before release.

• Write long form tutorials, guides, and educational resources.
• Align content strategy with learner outcomes and product goals.

• Produced developer tutorials on web scraping and structured extraction.
• Created practical examples focused on API usage and integration.

• Analyzed engineering datasets and designed reporting workflows.
• Contributed to AI testing tasks and Tableau based dashboards.

Kaggle notebook for fine tuning Qwen3.5 Small.

Three minimal Claude Agent SDK projects from one shot to custom tool agents.

A complete end to end MLOps project pipeline.

Model serving with FastAPI and Redis caching to reduce latency for repeated predictions.

Kaggle notebook for fine tuning the DeepSeek R1 reasoning model.

A Dockerized document Q and A application deployed on Hugging Face cloud.

A simple FastAPI application for machine learning inference.

Automating machine learning testing with GitHub Actions and DeepChecks.

Kaggle notebook for fine tuning Llama 3.1 for text classification.

A beginner project on automating ML training, evaluation, versioning, and deployment with GitHub Actions.

Kaggle notebook for 4 bit QLoRA fine tuning on Mistral 7B.

Hugging Face automatic speech recognition model trained on Common Voice 8 Urdu.

Hugging Face automatic speech recognition model trained on Common Voice Punjabi data.

Hugging Face Space for monocular depth estimation demos.

Hugging Face Space for a Rick and Morty themed chatbot demo.

Recognized by Nova Talent for leadership potential and strong analytical profile.

Mentored a student through development of a Hindi speech recognition project.

Editorial strategy contributed to sustained growth in unique page views.

Validated end to end skills in data management, modeling, and communication.

Demonstrated applied competency in analytics, experimentation, and production coding.

Completed structured R track focused on practical data analysis workflows.

Built solid SQL fundamentals for exploratory and reporting tasks.

Completed broad training path that enabled transition into data science.

Awarded for publishing a high volume of analysis and machine learning notebooks.

Placed in top ten through model ensembling and feature engineering.

Achieved lifetime membership status as a registered engineer with PEC.