AI Engineer with less than a year in Generative AI & LLMs
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Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
AIML Engineer with hands-on experience in Generative AI, Large Language Models, Retrieval-Augmented Generation, Speech AI, and Machine Learning. Experienced in fine-tuning foundation models, building production-ready AI applications, and deploying scalable solutions using Azure cloud services. Proficient in Python, LangChain, LangGraph, Hugging Face, PyTorch, and vector databases. Passionate about developing intelligent systems that solve real-world business problems through AI and automation.
St Joseph Engineering College, Mangalore
BE · Computer Science & Engineering
August 1, 2021 – June 30, 2025
Christ King PU College, Karkala
Pre-University (PCMC)
June 1, 2019 – May 31, 2021
Jio Platforms Ltd.
AI/ML Intern
February 1, 2025 – August 1, 2025
Bengaluru, Karnataka, India
AskME - PDF Chat-Bot using RAG
September 1, 2025 – November 1, 2025
• Built a chatbot that answers questions from any uploaded PDF using LangChain and FAISS vector store. • Integrated an open-source LLM (Mistral/Llama2) via Hugging Face for context-aware response generation. • Deployed on Streamlit with chunk-based document retrieval for accurate and fast responses.
LLM-Based Enterprise Chatbot - Jio Agent IR & Mobility
April 1, 2025 – August 1, 2025
• Built multi-turn chatbots using LLaMA, Gemini and GPT-4 via LangChain and LangGraph. • Added semantic search with Elasticsearch & Kibana, reducing resolution time by 60%. • Deployed reusable LLMOps pipelines on Azure for faster model onboarding.
Speech-to-Text - OpenAI Whisper Fine-Tuning
February 1, 2025 – March 1, 2025
• Built English-to-Hindi STT app benchmarking Whisper model variants for best performance. • Applied LoRA/FLORA fine-tuning, achieving 18% WER reduction and 2x faster transcription. • Optimized pipeline for production balancing speed and accuracy.
Generative AI explained
NVIDIA
June 1, 2026 – Present
EY Technology Risk
Forage
June 1, 2026 – Present
Tata GenAI Powered Data Analytics
Forage
June 1, 2026 – Present
Microsoft Azure AI fundamentals (Course)
Microsoft Learn
June 1, 2026 – Present
AI Fundamentals
IBM SkillsBuild – Cisco Networking Academy
June 1, 2026 – Present
Deloitte Data analytics
Forage
June 1, 2026 – Present
The candidate scored 76% on the 'Data Scientist — Artificial Intelligence' test, indicating a solid understanding of the core concepts and skills required for the role. This score reflects a good grasp of the subject matter, though there's room for improvement in achieving a perfect score.
Cultural Fit Analysis
The candidate's projects demonstrate a strong interest in solving real-world business problems using AI and automation, which aligns well with an innovative and impact-driven culture. The diversity of projects (chatbots, STT, RAG) and technologies used (LLaMA, Gemini, GPT-4, Whisper, Mistral, Llama2, LangChain, FAISS, Elasticsearch, Azure) indicates adaptability and a broad technical curiosity. The internship at Jio Platforms Ltd. suggests experience in a corporate environment. The moderate psychometric score suggests there might be areas to explore regarding team collaboration and stress handling during interviews to ensure a strong cultural alignment.
Soft Skills & Operational Fit
The candidate's project descriptions indicate a results-oriented approach, focusing on metrics like 'reducing resolution time by 60%' and '18% WER reduction'. The experience with deploying solutions on Azure and Streamlit suggests practical operational skills. The psychometric test score is moderate, indicating potential areas for development in logical reasoning, work attitude, stress handling, or team collaboration, which are crucial for operational fit in a senior role.
Strengths
Limitations