Vinay kumar

Vinay kumar

AI Engineer | Generative AI | Machine Learning | NLP
India
English

نبذة عني

Generative AI and AI Engineer with practical experience developing LLM-integrated applications, Retrieval-Augmented Generation (RAG) systems, and deep learning solutions from Proof-of-Concept (POC) to scalable cloud depl…

الخبرة

AI Text-to-Image Generation System Developer

Company Name with Location

Developed a Stable Diffusion-based system to transform textual prompts into high-resolution visual outputs., Improved CPU inference efficiency by optimizing memory utilization and generation latency., Designed RESTful APIs with Flask to handle real-time image generation requests., Refined output consistency through advanced prompt structuring and parameter calibration., Deployed the solution in containerized environments using Docker for portability and reproducibility.

Brain Tumor Detection Developer

Company Name with Location

Built an end-to-end deep learning pipeline to classify MRI scans into three tumor categories., Trained on 2,500+ annotated MRI images using augmentation strategies to enhance generalization., Achieved 95% validation accuracy with a 20% reduction in validation loss., Conducted performance tracking across 25 training epochs using evaluation metrics., Packaged the inference application with Docker and streamlined build automation workflows.

AI-Powered Institute Assistant Chatbot Developer

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Created an NLP-based virtual assistant to address institutional queries using semantic understanding., Integrated Sentence Transformers with FAISS for high-speed vector similarity search., Engineered scalable backend services using FastAPI., Hosted and managed the application on AWS EC2 for real-time accessibility., Designed a modular system architecture to support scalability and maintainability.

الشهادات

Artificial Intelligence

Digital Edify.ai · Hyderabad, India · 2025

المهارات

فلاسك (إطار عمل لتطبيقات الويب باستخدام Python) كيراس نومباي (مكتبة لغة Python) تينسور فلو التحليل التنبؤي إس 3 (خدمة تخزين البيانات على الإنترنت) Feature Engineering Data Cleaning Cross-Validation Convolutional Neural Networks (CNNs) Image Recognition Model Assessment Text Processing Intent Classification Embedding Models Semantic Retrieval Prompt Design LLM Integration Retrieval-Augmented Generation (RAG) Fine-Tuning Concepts FAISS Embedding Indexing Similarity Matching Model Serving Inference Optimization Basic Monitoring AWS EC2 Auto Scaling CloudWatch SageMaker Docker Containers Automated Build Pipelines GitHub Actions SQL Queries Data Filtering Aggregations Linux / UNIX PyTorch Pandas Scikit-learn Hugging Face Transformers BERT LangChain CrewAI ChatGPT Gemini LLaMA FastAPI Python Performance Tuning Fine-Tuning Docker
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