🔹AI/ML & GenAI engineer with ~4 years combined experience across backend APIs and AI applications— I ship to production. 🔹Started in backend: designed/optimized REST APIs and web apps (Python frameworks, PHP/Laravel, JavaScript), added auth, middleware, rate-limits, retries, and monitoring. 🔹Grew into GenAI/ML: built text-to-query, RAG pipelines, conversational/voice assistants, and automation; added guardrails, evals, and safe rollbacks. 🔹Measured impact (representative): manual reporting ↓ ~70%, typical response <1s, call handle time ↓ ~60%, sales conversion ↑ ~30%. 🔹Cloud & DevOps: containers, CI/CD, logging/monitoring, alerts, feature flags; deployments on major clouds. 🔹Data/ML: ETL basics to model training (NN/ML); hands-on with evaluation sets, latency/error SLOs, and dashboards. 🔹Research exposure: RAG optimization + explainable medical AI (published/in-progress). 🔹What I bring: API-first thinking, observable systems, documentation/design notes, and pragmatic delivery at EMEA speed. 📍Dublin, Ireland · Eligible to work in Ireland, Europe, EMEA · Targeting AI Applications / AI Systems / Applied AI / Conversational AI / Data / Backend (AI features) roles.

Muhammad Akbar

🔹AI/ML & GenAI engineer with ~4 years combined experience across backend APIs and AI applications— I ship to production. 🔹Started in backend: designed/optimized REST APIs and web apps (Python frameworks, PHP/Laravel, JavaScript), added auth, middleware, rate-limits, retries, and monitoring. 🔹Grew into GenAI/ML: built text-to-query, RAG pipelines, conversational/voice assistants, and automation; added guardrails, evals, and safe rollbacks. 🔹Measured impact (representative): manual reporting ↓ ~70%, typical response <1s, call handle time ↓ ~60%, sales conversion ↑ ~30%. 🔹Cloud & DevOps: containers, CI/CD, logging/monitoring, alerts, feature flags; deployments on major clouds. 🔹Data/ML: ETL basics to model training (NN/ML); hands-on with evaluation sets, latency/error SLOs, and dashboards. 🔹Research exposure: RAG optimization + explainable medical AI (published/in-progress). 🔹What I bring: API-first thinking, observable systems, documentation/design notes, and pragmatic delivery at EMEA speed. 📍Dublin, Ireland · Eligible to work in Ireland, Europe, EMEA · Targeting AI Applications / AI Systems / Applied AI / Conversational AI / Data / Backend (AI features) roles.

Available to hire

🔹AI/ML & GenAI engineer with ~4 years combined experience across backend APIs and AI applications— I ship to production.
🔹Started in backend: designed/optimized REST APIs and web apps (Python frameworks, PHP/Laravel, JavaScript), added auth, middleware, rate-limits, retries, and monitoring.
🔹Grew into GenAI/ML: built text-to-query, RAG pipelines, conversational/voice assistants, and automation; added guardrails, evals, and safe rollbacks.
🔹Measured impact (representative): manual reporting ↓ ~70%, typical response <1s, call handle time ↓ ~60%, sales conversion ↑ ~30%.
🔹Cloud & DevOps: containers, CI/CD, logging/monitoring, alerts, feature flags; deployments on major clouds.
🔹Data/ML: ETL basics to model training (NN/ML); hands-on with evaluation sets, latency/error SLOs, and dashboards.
🔹Research exposure: RAG optimization + explainable medical AI (published/in-progress).
🔹What I bring: API-first thinking, observable systems, documentation/design notes, and pragmatic delivery at EMEA speed.
📍Dublin, Ireland · Eligible to work in Ireland, Europe, EMEA · Targeting AI Applications / AI Systems / Applied AI / Conversational AI / Data / Backend (AI features) roles.

See more

Experience Level

Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
See more

Language

English
Fluent
Urdu
Fluent

Work Experience

Machine Learning Engineer at RolusTech Hybrid
September 1, 2025 - October 22, 2025
• Implemented Text-to-SOQL for Salesforce by crafting few-shot prompts, schema/tool hints, and safe-query validation; achieved ~70% reduction in manual reporting with sub-second responses. • Built a Conversational Call Assistant using Vapi.ai flows and CRM webhooks with human handoff, enabling hundreds of calls/day and a 30% sales uplift while reducing handle time by 60%. • Developed Document Q&A (RAG) with ingestion, embeddings, and a lightweight eval harness to improve answer accuracy and speed. • Added evaluation sets, latency/error dashboards, and feature flags for ML models; authored design notes and runbooks.
Software Engineer (Backend) at Disruptive Effects
February 1, 2021 - December 31, 2024
• E-commerce & APIs: Designed REST endpoints and admin UIs → reduced downtime with query/index tuning and input validation; Laravel/Blade/Vue, MySQL. • Automation/Scraping: Built schedulers, retries/backoff, and data cleaning pipelines; Python (Flask/FastAPI), Playwright/Selenium. • Deploy & Ops: Shipped to cPanel/AWS/Azure, implemented JWT auth, rate-limits, and logging. • Roman Roofing – Instant Quotes: Automated address→estimate flow → hours of manual site visits eliminated; Laravel+Vue, EagleView, Stripe, cron/PDF/e-sign, AWS. • Media Backend (Word of Promise/VivaBiblia): Containerized backend serving text-synced audio; Flask/FastAPI, Docker, AWS Fargate/ECR/EC2, CloudWatch.

Education

Master’s in Computer Science at National University of Science & Technology
September 12, 2022 - September 1, 2025

Qualifications

AWS Cloud Practitioner
January 11, 2030 - October 22, 2025
Azure Fundamentals
January 11, 2030 - October 22, 2025
AWS AI Practitioner
January 11, 2023 - October 22, 2025

Industry Experience

Software & Internet, Computers & Electronics, Telecommunications, Financial Services, Healthcare, Professional Services, Media & Entertainment

Experience Level

Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
See more