• Lead AI consulting projects from discovery to production rollout.
• Design robust ML pipelines with testing, monitoring, and CI/CD.
• Build deployable services for NLP and analytics use cases.

• Write practical machine learning and productivity tutorials for developers.
• Publish implementation-first guides with reproducible examples.

• Review and edit data science content for technical accuracy and readability.
• Validate examples, claims, and learning flow before publication.

• Curate article pipeline and support the chief editor on editorial planning.
• Edit technical drafts for clarity, structure, and practical correctness.
• Coordinate publication workflow with contributors and the platform team.

• Write blogs, tutorials, guides, and books on data science topics.
• Align technical content with learner outcomes and search intent.

• Write beginner-friendly and advanced articles on machine learning, MLOps, data analytics, and career growth.
• Turn complex workflows into practical guides for broad audiences and new practitioners.

• Consult experts and clients on data science tooling and practical adoption.
• Provide guidance on model workflows, tooling choices, and team enablement.

• Published technical content on web scraping and structured data extraction.
• Created practical API-focused guides for AI and automation use cases.

• Published tutorials and practical guides on machine learning and data analytics.
• Wrote for Towards Data Science, Towards AI, Start It Up, and Analytics Vidhya.
• Focused on beginner-friendly, project-based content with production context.

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.