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I’m Nirmal Antony, an AI and Data Science graduate from Heinrich Heine University Düsseldorf with hands-on research experience building real-world LLM- and vision-focused machine learning systems. I enjoy taking ideas from research-level experiments into end-to-end pipelines, especially where strong evaluation and reproducibility matter—whether that’s generative image-to-image translation under adverse weather or transformer-based NLP work. I’ve worked across computer vision and NLP, fine-tuning transformer models and integrating multimodal guidance to improve semantic consistency and measurable outcomes. I’m now looking to apply these research-level AI skills in a product-focused engineering environment, building practical, trustworthy AI applications backed by solid experimentation and quantitative evaluation.…I’m Nirmal Antony, an AI and Data Science graduate from Heinrich Heine University Düsseldorf with hands-on research experience building real-world LLM- and vision-focused machine learning systems. I enjoy taking ideas from research-level experiments into end-to-end pipelines, especially where strong evaluation and reproducibility matter—whether that’s generative image-to-image translation under adverse weather or transformer-based NLP work. I’ve worked across computer vision and NLP, fine-tuning transformer models and integrating multimodal guidance to improve semantic consistency and measurable outcomes. I’m now looking to apply these research-level AI skills in a product-focused engineering environment, building practical, trustworthy AI applications backed by solid experimentation and quantitative evaluation.

Nirmal Antony

Data Scientist, AI Engineer, AI Developer, +2

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I’m Nirmal Antony, an AI and Data Science graduate from Heinrich Heine University Düsseldorf with hands-on research experience building real-world LLM- and vision-focused machine learning systems. I enjoy taking ideas from research-level experiments into end-to-end pipelines, especially where strong evaluation and reproducibility matter—whether that’s generative image-to-image translation under adverse weather or transformer-based NLP work. I’ve worked across computer vision and NLP, fine-tuning transformer models and integrating multimodal guidance to improve semantic consistency and measurable outcomes. I’m now looking to apply these research-level AI skills in a product-focused engineering environment, building practical, trustworthy AI applications backed by solid experimentation and quantitative evaluation.…I’m Nirmal Antony, an AI and Data Science graduate from Heinrich Heine University Düsseldorf with hands-on research experience building real-world LLM- and vision-focused machine learning systems. I enjoy taking ideas from research-level experiments into end-to-end pipelines, especially where strong evaluation and reproducibility matter—whether that’s generative image-to-image translation under adverse weather or transformer-based NLP work. I’ve worked across computer vision and NLP, fine-tuning transformer models and integrating multimodal guidance to improve semantic consistency and measurable outcomes. I’m now looking to apply these research-level AI skills in a product-focused engineering environment, building practical, trustworthy AI applications backed by solid experimentation and quantitative evaluation.

Available to hire

I’m Nirmal Antony, an AI and Data Science graduate from Heinrich Heine University Düsseldorf with hands-on research experience building real-world LLM- and vision-focused machine learning systems. I enjoy taking ideas from research-level experiments into end-to-end pipelines, especially where strong evaluation and reproducibility matter—whether that’s generative image-to-image translation under adverse weather or transformer-based NLP work.

I’ve worked across computer vision and NLP, fine-tuning transformer models and integrating multimodal guidance to improve semantic consistency and measurable outcomes. I’m now looking to apply these research-level AI skills in a product-focused engineering environment, building practical, trustworthy AI applications backed by solid experimentation and quantitative evaluation.

Skills

Experience Level

Expert

Expert

Expert

Expert

Expert

Expert

Intermediate

Intermediate

Intermediate

Intermediate

Intermediate

Language

English

Advanced

German

Intermediate

Work Experience

Computer Vision Research Intern at Heinrich Heine University - Düsseldorf

August 1, 2025 - August 1, 2026

Built an end-to-end generative image-to-image translation pipeline in Python and PyTorch using the ACDC dataset, benchmarking GAN, diffusion, and vision-language model architectures under adverse weather conditions. Designed a custom CNN architecture with CLIP integration for semantic guidance that outperformed baselines across FID, SSIM, and LPIPS. Developed a custom GAN architecture tailored to the target dataset, achieving better results than competing approaches on evaluation metrics. Implemented scalable data preprocessing to enable automated multi-dataset experimentation and reproducible cross-model comparisons. Integrated vision-language models (CLIP, BLIP) to improve semantic consistency across generated outputs.

NLP Research Intern at Heinrich Heine University - Düsseldorf

October 1, 2024 - July 1, 2025

Worked on a DFG-funded project (MWE-SemPrE) investigating multiword expressions in syntactic and semantic parsing using transformer-based approaches. Fine-tuned BERT-based models on linguistic datasets to improve parsing accuracy and robustness. Strengthened practical understanding of LLM fine-tuning strategies and their trade-offs in applied NLP settings.

Business Analyst and Accountant at Alsa Baby Care - Kerala, India

March 1, 2022 - March 1, 2023

Conducted statistical data analysis to support financial forecasting and strategic business decision-making. Designed ETL workflows and automated reporting systems enabling real-time dashboard monitoring for stakeholders. Translated business requirements into KPI monitoring solutions and delivered data-driven insights for operational optimization.