{"id":50784154,"url":"https://github.com/sumith25-dev/sumith25-dev","last_synced_at":"2026-06-12T06:06:04.074Z","repository":{"id":361152624,"uuid":"1253311239","full_name":"sumith25-dev/sumith25-dev","owner":"sumith25-dev","description":null,"archived":false,"fork":false,"pushed_at":"2026-05-29T11:00:56.000Z","size":11,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2026-05-29T12:25:59.368Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/sumith25-dev.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2026-05-29T10:38:18.000Z","updated_at":"2026-05-29T11:01:01.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/sumith25-dev/sumith25-dev","commit_stats":null,"previous_names":["sumith25-dev/sumith25-dev"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/sumith25-dev/sumith25-dev","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sumith25-dev%2Fsumith25-dev","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sumith25-dev%2Fsumith25-dev/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sumith25-dev%2Fsumith25-dev/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sumith25-dev%2Fsumith25-dev/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sumith25-dev","download_url":"https://codeload.github.com/sumith25-dev/sumith25-dev/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sumith25-dev%2Fsumith25-dev/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":34231243,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-06-12T02:00:06.859Z","response_time":109,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2026-06-12T06:05:59.644Z","updated_at":"2026-06-12T06:06:04.070Z","avatar_url":"https://github.com/sumith25-dev.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cdiv align=\"center\"\u003e\n\n\n\u003cimg src=\"https://readme-typing-svg.demolab.com?font=JetBrains+Mono\u0026weight=700\u0026size=35\u0026duration=3000\u0026pause=1000\u0026color=36BCF7\u0026center=true\u0026vCenter=true\u0026width=1000\u0026lines=Hi+I+am+Sumith+B+R;AI+and+ML+Engineer;MLOps+Engineer;Deep+Learning+Enthusiast;Building+Production+ML+Systems;Open+to+ML+Engineer+Roles\" alt=\"Typing SVG\" /\u003e\n\n\n\u003c/div\u003e\n\n---\n\n\u003cdiv align=\"center\"\u003e\n\n\u003cimg src=\"https://capsule-render.vercel.app/api?type=waving\u0026height=250\u0026color=gradient\u0026text=SUMITH%20B%20R\u0026fontSize=50\u0026fontColor=ffffff\u0026animation=fadeIn\"/\u003e\n\n\u003c/div\u003e\n\n---\n\n\u003cimg align=\"right\" alt=\"Coding\" width=\"400\" src=\"https://user-images.githubusercontent.com/74038190/229223263-cf2e4b07-2615-4f87-9c38-e37600f8381a.gif\"/\u003e\n\n# 👨‍💻 About Me\n\n* 🎓 B.E. in Artificial Intelligence \u0026 Machine Learning\n* 🏫 BIET Davangere\n* 📊 CGPA: **8.1 / 10**\n* 🔬 Passionate about Machine Learning, Deep Learning and MLOps\n* 🌱 Currently Learning Kubernetes, AWS and LLM Fine-Tuning\n* 🏆 Best Project Award 2026\n* 🥈 2nd Place Mini Project Exhibition\n* 💼 Looking for AI Engineer / ML Engineer Opportunities\n\n\u003cbr clear=\"right\"/\u003e\n\n---\n\n# 🌐 Connect With Me\n\n\u003cp align=\"center\"\u003e\n\n\u003ca href=\"https://www.linkedin.com/in/sumith-b-r-548534200/\"\u003e\n\u003cimg src=\"https://img.shields.io/badge/LinkedIn-0077B5?style=for-the-badge\u0026logo=linkedin\"/\u003e\n\u003c/a\u003e\n\n\u003ca href=\"mailto:sumithbr2020@gmail.com\"\u003e\n\u003cimg src=\"https://img.shields.io/badge/Gmail-D14836?style=for-the-badge\u0026logo=gmail\u0026logoColor=white\"/\u003e\n\u003c/a\u003e\n\n\u003ca href=\"https://github.com/sumith25-dev\"\u003e\n\u003cimg src=\"https://img.shields.io/badge/GitHub-181717?style=for-the-badge\u0026logo=github\"/\u003e\n\u003c/a\u003e\n\n\u003c/p\u003e\n\n## 🛠️ Tech Stack\n\n\u003cdiv align=\"center\"\u003e\n\n**Languages \u0026 Core**\n\n![Python](https://img.shields.io/badge/Python-3776AB?style=for-the-badge\u0026logo=python\u0026logoColor=white)\n![NumPy](https://img.shields.io/badge/NumPy-013243?style=for-the-badge\u0026logo=numpy\u0026logoColor=white)\n![Pandas](https://img.shields.io/badge/Pandas-150458?style=for-the-badge\u0026logo=pandas\u0026logoColor=white)\n\n**Deep Learning \u0026 ML**\n\n![PyTorch](https://img.shields.io/badge/PyTorch-EE4C2C?style=for-the-badge\u0026logo=pytorch\u0026logoColor=white)\n![TensorFlow](https://img.shields.io/badge/TensorFlow-FF6F00?style=for-the-badge\u0026logo=tensorflow\u0026logoColor=white)\n![Scikit-learn](https://img.shields.io/badge/Scikit--learn-F7931E?style=for-the-badge\u0026logo=scikit-learn\u0026logoColor=white)\n![HuggingFace](https://img.shields.io/badge/HuggingFace-FFD21E?style=for-the-badge\u0026logo=huggingface\u0026logoColor=black)\n\n**MLOps \u0026 Deployment**\n\n![MLflow](https://img.shields.io/badge/MLflow-0194E2?style=for-the-badge\u0026logo=mlflow\u0026logoColor=white)\n![Docker](https://img.shields.io/badge/Docker-2496ED?style=for-the-badge\u0026logo=docker\u0026logoColor=white)\n![FastAPI](https://img.shields.io/badge/FastAPI-009688?style=for-the-badge\u0026logo=fastapi\u0026logoColor=white)\n![GitHub Actions](https://img.shields.io/badge/GitHub_Actions-2088FF?style=for-the-badge\u0026logo=github-actions\u0026logoColor=white)\n![AWS](https://img.shields.io/badge/AWS-FF9900?style=for-the-badge\u0026logo=amazon-aws\u0026logoColor=white)\n![Terraform](https://img.shields.io/badge/Terraform-7B42BC?style=for-the-badge\u0026logo=terraform\u0026logoColor=white)\n\n**Databases \u0026 Visualization**\n\n![PostgreSQL](https://img.shields.io/badge/PostgreSQL-336791?style=for-the-badge\u0026logo=postgresql\u0026logoColor=white)\n![MongoDB](https://img.shields.io/badge/MongoDB-47A248?style=for-the-badge\u0026logo=mongodb\u0026logoColor=white)\n![Streamlit](https://img.shields.io/badge/Streamlit-FF4B4B?style=for-the-badge\u0026logo=streamlit\u0026logoColor=white)\n\n\u003c/div\u003e\n\n---\n\n# 🧠 AI / ML Skills\n\n```text\nMachine Learning\nDeep Learning\nData Science\nData Analytics\nComputer Vision\nNatural Language Processing\nLarge Language Models\nMLOps\nModel Deployment\nPrompt Engineering\n```\n\n---\n\n# 🚀 Featured Projects\n\n\n### 🎨 MLOps Image Classification Pipeline\n\u003e **Production-grade MLOps system — Built for Adobe ML Engineer Application**\n\n[![Live Demo](https://img.shields.io/badge/🌍_Live_Demo-00C851?style=for-the-badge)](https://ml-ops-image-classification-production.up.railway.app/docs)\n[![GitHub](https://img.shields.io/badge/View_Code-181717?style=for-the-badge\u0026logo=github)](https://github.com/sumith25-dev/ML-ops-Image-Classification)\n[![CI/CD](https://github.com/sumith25-dev/ML-ops-Image-Classification/actions/workflows/ci_cd.yml/badge.svg)](https://github.com/sumith25-dev/ML-ops-Image-Classification/actions)\n\n| Feature | Details |\n|---|---|\n| 🎯 Model | EfficientNet-B0 — **86.85% accuracy** |\n| 📦 Dataset | 14,000 real images (Intel Image Classification) |\n| ⚖️ A/B Testing | 80% stable / 20% canary routing |\n| 📊 MLflow | Model registry, versioning, experiment tracking |\n| 🔍 Drift Detection | Evidently AI — auto retraining triggers |\n| 🐳 Deployment | Docker + Railway (publicly live) |\n| ✅ CI/CD | GitHub Actions — passing |\n\n`PyTorch` `FastAPI` `MLflow` `Docker` `EfficientNet` `Evidently AI` `GitHub Actions` `Railway`\n\n---\n\n### 🦴 Clinical Rheumatoid Arthritis Assessment System\n\u003e 🏆 **Best Project Award 2026 — Nirmana Exhibition, BIET Davangere**\n\n| Feature | Details |\n|---|---|\n| 🧠 Blood Biomarker ANN | **91.26% accuracy** |\n| 🦴 Swin Transformer (X-rays) | **85.83% accuracy / 94.95% recall** |\n| 🤖 AI Assistant | Groq-powered natural language queries |\n| 📊 Validation | 5-fold cross-validation (±1.78% variance) |\n\n`PyTorch` `Swin Transformer` `Streamlit` `Groq API` `SQLite`\n\n---\n\n### 📞 Customer Churn Prediction System\n\u003e Data Science Internship — Qspiders, Bengaluru\n\n| Metric | Value |\n|---|---|\n| Accuracy | **92%** |\n| AUC-ROC | **0.89** |\n| Recall | **88%** |\n| Prediction Time | weeks → **\u003c 2 seconds** |\n\n`XGBoost` `SHAP` `Scikit-learn` `Streamlit` `SMOTE`\n\n---\n\n### 🎧 EchoVerse — AI Audiobook Creation Tool\n\u003e 🥈 **2nd Place — Mini Project Exhibition, JIT College 2025**\n\n- IBM Granite-3.1 LLM + Google TTS → MP3 audiobooks\n- Flask backend integrating 2 production AI APIs seamlessly\n\n`Flask` `IBM Granite-3.1` `Google TTS` `LLM Orchestration`\n\n\n\n# 📊 GitHub Analytics\n\n---\n\n\u003cdiv align=\"center\"\u003e\n\n\u003cimg src=\"https://streak-stats.demolab.com?user=sumith25-dev\u0026theme=tokyonight\"/\u003e\n\n\u003c/div\u003e\n\n---\n\n# 📈 Contribution Graph\n\n[![Activity Graph](https://github-readme-activity-graph.vercel.app/graph?username=sumith25-dev\\\u0026theme=tokyo-night)](https://github.com/sumith25-dev)\n\n\n\n---\n\n\n# 🔥 Current Focus\n\n\n🔹 Building Production ML Systems\n\n🔹 Learning Kubernetes \u0026 AWS\n\n🔹 Exploring LLM Fine-Tuning\n\n🔹 Developing MLOps Pipelines\n\n🔹 Open to AI/ML Engineer Opportunities\n\n---\n\n# 💡 Quote\n\n\u003cdiv align=\"center\"\u003e\n\n### 🚀 Building intelligent systems that solve real-world problems.\n\n\u003c/div\u003e\n\n---\n\n\u003cdiv align=\"center\"\u003e\n\n\u003cimg src=\"https://komarev.com/ghpvc/?username=sumith25-dev\u0026label=Profile%20Views\u0026color=0e75b6\u0026style=for-the-badge\"/\u003e\n\n\u003c/div\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsumith25-dev%2Fsumith25-dev","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsumith25-dev%2Fsumith25-dev","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsumith25-dev%2Fsumith25-dev/lists"}