Core domains
across AI & software
AVAILABLE FOR SELECT OPPORTUNITIES
I BUILD INTELLIGENT DIGITAL SYSTEMS.
Developer and AI/ML researcher focused on reliable machine learning, backend systems, cloud deployment, and products that feel exceptionally polished.
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SCROLL TO EXPLORE
AI / MACHINE LEARNING✦
BACKEND ENGINEERING✦
COMPUTER VISION✦
AWS / CLOUD✦
DJANGO / FASTAPI✦
RESEARCH✦
AI / MACHINE LEARNING✦
BACKEND ENGINEERING✦
COMPUTER VISION✦
AWS / CLOUD✦
DJANGO / FASTAPI✦
RESEARCH✦
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ABOUT
ENGINEERING × RESEARCH × DESIGN
I turn complex ideas into clear, useful systems.
I’m Sourav Saha, a Computer Science graduate who enjoys working across intelligent systems, backend engineering, and deployment.
My work spans explainable deep learning for medical imaging, energy-demand forecasting, production APIs, and practical cloud infrastructure. I care about strong engineering fundamentals, measurable results, and interfaces that make sophisticated systems feel simple.
Predictors engineered
in one forecasting system
Best test accuracy
in CKD experiments
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SELECTED WORK
Projects built to solve real problems.
MEDICAL AI · COMPUTER VISION
SGA-XTBNet 3.1
A segmentation-guided explainable deep-learning architecture for reliable tuberculosis detection from chest X-rays using anatomical masking and attention guidance.
DenseNet121SegmentationXAIPyTorch
Discuss project↗
DHAKA / MWLIVE MODEL
228.29MAE / MW
0.7943R² SCORE
4.93%MAPE
FORECASTING · MLOPS
Dhaka Energy Forecasting API
Seven-day recursive electricity-demand forecasting with an ensemble of statistical and machine-learning models, packaged behind a production FastAPI service.
FastAPIXGBoostCatBoostAWS
Discuss project↗
CKD
RF
LGBM
XGB
SVM
GB
100%BEST TEST
ACCURACY
ACCURACY
MACHINE LEARNING · HEALTHCARE
CKD Prediction Study
Comparative machine-learning study for chronic kidney disease prediction, including ensemble models and feature-importance analysis.
Random ForestLightGBMFeature Analysis
Discuss project↗
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CAPABILITIES
MY TOOLKIT
A stack built for end-to-end execution.
AI / ML
Deep learning, computer vision, explainable AI, forecasting, model evaluation
Backend
Python, Django, FastAPI, REST APIs, data pipelines, system architecture
Cloud
AWS, EC2, S3, Docker, deployment workflows, production-oriented infrastructure
Research
Experiment design, model comparison, scientific writing, visualization, analysis
PythonDjangoFastAPI
PyTorchXGBoostLightGBM
DockerAWSSQL
GitRESTLinux
“
The best technology disappears behind a product that feels obvious, fast, and trustworthy.
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CONTACT
HAVE AN IDEA?
Let’s build something remarkable.
I’m interested in AI/ML, backend engineering, research collaborations, and ambitious technical products.
your-email@example.com ↗