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AJAY KUMAR M

@ajaykumarm

AI Engineer at Accenture who improved parcel-type identification accuracy from 90% to 97% with a Gemini image-classification pipeline.

India
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At Accenture, I deployed a Gemini 2.5 Flash-Lite image-classification pipeline for a logistics client, improving parcel-type identification accuracy from 90% to 97% and reducing manual review workload by about 60%.

I architected Vertex AI data and ML pipelines on GCP that process about 100K images per week. I also curated a 15K+ ground-truth image dataset and used drift detection to help maintain accuracy across changing hardware and operating conditions.

For my Agentic Financial Research Assistant project, I designed a multi-agent RAG platform with an 12-node LangGraph state machine. Its fast-path optimization reduced LLM API calls by 70%, and its OpenSearch hybrid retrieval pipeline combined BM25 and HNSW search with reranking.

I also built a spatio-temporal taxi demand forecasting pipeline using H3 spatial aggregation and LightGBM quantile regression. It achieved 22.49% WAPE on a five-week out-of-time holdout, with uncertainty estimates for capacity planning.

Experience

Work history, roles, and key accomplishments

Accenture logoAC
Current

AI Engineer

Feb 2024 - Present (2 years 8 months)

Owned end-to-end production image classification for a Fortune Global 500 logistics client, deploying a Gemini 2.5 Flash-Lite pipeline with multimodal few-shot prompting that improved parcel-type identification accuracy from 90% to 97% and reduced manual review workload by ~60%. Architected scalable Vertex AI data and ML pipelines on GCP processing ~100K images/week with automated drift detection

Education

Degrees, certifications, and relevant coursework

Vellore Institute of Technology logoVT

Vellore Institute of Technology

B.Tech, Electronics and Communication Engineering

Grade: 8.85 CGPA

Activities and societies: Prime Minister Scholarship Award Recipient

Pursued a B.Tech in Electronics and Communication Engineering, achieving a CGPA of 8.85 and receiving the Prime Minister Scholarship Award.

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