AI · ML · Data Analyst

Hello, I'm
Ramcharan Singh

Results-driven AI & ML Engineer & Data Analyst building production-grade computer vision and LLM applications. B.Tech CSE at IIIT Vadodara — turning data into intelligent systems.

The future is built by code!

0+
Technologies
mastered
29+
GitHub
repositories
330+
Github
Contributions
0%
Model accuracy
(YOLOv11+SAM)
Latency
improvement
Ramcharan Singh
Ramavath Ramcharan Singh
AI & ML Engineer · Data Analyst
AI Engineer ML Data Analyst
Open to opportunities

GitHub Profile ✨

Coding
👋 Hi, I'm Ramcharan Singh Ramavath
Final-Year CSE Student · IIIT Vadodara
Programmer
⌨ Always coding
🔭
Currently working on
AI & ML Projects
🌱
Currently learning
Agentic AI · Advanced LangChain · MLOps
💬
Ask me about
Python, AI/ Machine Learning Fundamentals, Deep Learning & Neural Networks, Power BI, Excel, Computer Vision, C/C++, MySQL, NLP, LLMs, Agentic AI
📫
Reach me at
ramcharansinghramavath@gmail.com
Languages & Tools
CC
C++C++
PythonPython
MySQLMySQL
HTML5HTML5
CSS3CSS3
JSJavaScript
VSCodeVS Code
JupyterJupyter
MongoDBMongoDB
SQL ServerSQL Server
Vector StoreVector Stores
Vector DBVector Databases
Data Analytics, AI & Machine Learning Tools
Power BIPower BI
ExcelExcel
PythonPython
RR
MatplotlibMatplotlib
NumPyNumPy
PandasPandas
PlotlyPlotly
KerasKeras
Scikit-learnScikit-learn
TensorFlowTensorFlow
OpenCVOpenCV
PyTorchPyTorch
GitGit
GitHubGitHub
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I'm Ramavath Ramcharan Singh — an AI & ML Engineer passionate about building intelligent, impactful solutions.

At Coder Edge Technologies, I built a production ML pipeline from scratch achieving ~92% segmentation accuracy on 1,000+ real car videos, and cut inference latency by 3.1× (19ms → 6ms/frame).

Passionate about LLMs, LangChain, data analytics, NLP, Agentic AI — building natural language interfaces that make data accessible to everyone.

I believe technology should be smart, ethical, and impactful — and I want to be part of building that future.

🤖

AI / ML

PyTorchTensorFlowScikit-learnKerasYOLOv11
🧠

LLMs & NLP

LangChainHugging FaceNLTKspaCyPrompt Eng.
📊

Data Analysis

NumPyPandasMatplotlibPlotlySciPy
📈

BI & Visualization

Power BIExcelSeabornStreamlit
💻

Languages

PythonRSQLCC++HTML/CSS
🗄️

Databases

MySQLMongoDBSQL ServerVector StoresVector Databases

Programming & analytics languages I work with daily.

🐍
Python
Expert · AI/ML, Data Analysis, scripting
🗃️
SQL
Advanced · MySQL, SQL Server, queries, schema
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R
Advanced · Statistical analysis, data viz
⚙️
C / C++
Proficient · DSA, systems
⚛️
HTML / CSS
Advanced · Dashboards, reporting UI
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JavaScript
Intermediate · Interactive data dashboards
Nov 2022 – Present
B.Tech — Computer Science & Engineering
Indian Institute of Information Technology Vadodara, Gujarat
June 2020 – May 2022
Class XII — Intermediate (MPC)
Sri Chaitanya Junior College, Miyapur, Hyderabad
AI and Machine Learning Intern
Coder Edge Technologies Pvt. Ltd., Ahmedabad  ·  View Certificate ↗
May 2025 – July 2025
  • Sole builder of a production ML pipeline (YOLOv11 + SAM) that detects and pixel-segments vehicle scratches/dents from raw video — delivered ~92% accuracy and <5% FP rate on 1,000+ real-world car videos; built with Python & PyTorch from zero codebase.
  • Optimized inference latency by 3.1×19ms → 6ms/frame via Linux migration, OpenCV preprocessing, refactoring, eliminating redundant SAM calls. 600-frame video processes in under 2 minutes with zero hardware upgrades.
  • Deployed a full-stack ML system end-to-end: FastAPI backend (video upload → inference → best-frame extraction → COCO JSON polygon export) + React.js frontend — Postman-validated all endpoints; UI confirmed on Chrome, Safari, Firefox.
MediSight AI Readmission Prediction
MediSight AI — Clinical Readmission Prediction
End-to-end clinical ML pipeline predicting 30-day diabetic hospital readmission on 101,766 real EHR encounters. TabNet deep learning + SHAP explainability + fairness audit across 5 demographic groups — ROC-AUC 0.763, deployed as REST API with p95 latency <12ms.
NL SQL Assistant
LLM-Powered NL → SQL Assistant
End-to-end NLP system translating plain English into schema-aware SQL. LangChain SQL agent + MySQL with dynamic schema introspection — 40%+ fewer query errors vs static prompting.
Vehicle Damage Detection
Smart Visual Assist
Production ML pipeline (YOLOv11 + SAM) detecting and pixel-segmenting car scratches/dents from video. ~92% accuracy on 1,000+ real-world videos. 3.1× latency improvement.
Employee Performance Analysis
Employee Performance Analysis
Data science project — EDA, visualization, and ML-based predictive modeling on employee productivity data, with a Streamlit dashboard for interactive insights.
Weather Forecast Application
Weather Forecast Application
Real-time weather platform with current conditions, hourly & weekly forecasts, interactive UI and location-based search using live weather APIs.
IPL Win Predictor
IPL Win Predictor
ML web app predicting IPL match winners using 16 years of historical data (2008–2024). Trained on ball-by-ball deliveries + match datasets with classification models — deployed live on Streamlit.
Tennis Match Prediction
Tennis Match Prediction
ML classification app using a Decision Tree Classifier to predict tennis playability based on weather conditions — Outlook, Temperature, Humidity, and Wind — with an interactive Streamlit interface.
Netflix Movie Data Analysis
Netflix Movie Data Analysis
Exploratory data analysis on Netflix's movie catalog — uncovering genre distribution, viewer popularity trends, and yearly release patterns across 19 genres using data visualization techniques.
AI Research Report Generator
AI Research Report Generator
AI-powered tool that automates research report generation — takes a topic as input and produces structured, detailed reports using large language models with intelligent content organization.

Let's build something great

I'm open to AI/ML engineering, data analyst roles, and exciting collaborations. Always happy to connect!

📍
Location
Hyderabad, Telangana, India
📞
Phone
+91 9440457629
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