Kark Robo
ML enthusiast and published researcher
About
ML enthusiast and published researcher with a B.Tech in Computer Engineering (CGPA 9.46/10, GATE DA 2026 AIR 7007). Experienced in deep learning, federated learning, and end-to-end data engineering — from CNN training under privacy constraints to cloud pipelines and production API deployment. Proficient in PyTorch, Python, SQL, Docker, FastAPI, and AWS. Looking to build real things at the intersection of ML and meaningful problems.
Skills & Expertise (26)
Work Experience
AI Strategy & Business Intelligence Intern
CSRBOX × AICTE (IBM SkillsBuild)
Mar 2026 - Apr 2026
Developed KisanSeva, an AI-powered agricultural assistant built with n8n and Supabase, delivered under IBM’s SkillsBuild programme (ID: 2026AICSIB0870).
Research Intern
Adroid Connectz
Jan 2026 - Mar 2026
Trained a CNN on BloodMNIST using differentially private SGD (DP-SGD) within a federated setup, achieving >93% diagnostic accuracy under strict privacy constraints (ε < 30). Quantified the privacy–accuracy–explainability trade-off: reducing ε from 66.46 → 28.91 produced a 3.8% accuracy drop and 11.2% reduction in LRP explanation consistency across federated clients. Formulated the three-way interaction between differential privacy, model accuracy, and XAI as a constrained multi-objective optimisation problem, directly applicable to production ML systems. Independently authored two publication-ready research papers, covering literature review, experimental design, formal problem formulation, and academic writing.
Education
Bachelor of Technology, Computer Engineering - Atmiya University
2022 - 2026 · Afghanistan
Certifications
NPTEL Elite — Predictive Modelling with Applications: Supervised and Unsupervised Learning
IIT Hyderabad · 2026
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Skills (26)
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