Intrusion Detection System (IDS)
A hybrid ML-driven intrusion detection system combining XGBoost classifications with Isolation Forest anomaly detectors. Reached 98.9% and 87% accuracy benchmarks on network flow datasets.
Developer • Problem solver • iamsid0654@gmail.com
Software Engineer specializing in backend architectures, algorithmic optimization, and machine learning pipelines. Email me at iamsid0654@gmail.com.
I'm Siddharth Kumar, a Software Engineer with hands-on experience building full-stack MERN web applications, managing cloud and container deployments (Docker, Kubernetes, Jenkins), and designing Machine Learning pipelines. I possess a strong problem-solving profile, having solved 600+ Data Structures & Algorithms (DSA) problems. I focus on developing reliable backends, writing low-latency algorithms, and resolving high-throughput architectural bottlenecks.
Completed a structured internship program focused on DevOps practices and tools. Gained hands-on experience configuring automated continuous integration and delivery (CI/CD) pipelines, orchestrating system containerisation, and managing deployments with Docker.
Completed a 6-week intensive front-end internship program implemented by Edunet Foundation. Collaborated on developing clean user interfaces, structuring responsive grid patterns, and integrating DOM interaction components.
Interactive sorting algorithm visualizer. Randomise the array, select an algorithm, adjust the execution speed, and observe array swaps and comparisons in real time.
A hybrid ML-driven intrusion detection system combining XGBoost classifications with Isolation Forest anomaly detectors. Reached 98.9% and 87% accuracy benchmarks on network flow datasets.
A MERN stack virtual queuing application reducing waiting delays by 50%. Integrates live polling status queries, secure role-based JWT authentications, and a mobile-first interface.
A trading strategy simulator calculating Sharpe ratios, historical drawdown percentages, and optimal crossover trigger points.
Repository containing verified optimized solutions to algorithmic problems on Dynamic Programming, Graphs, and Advanced Heuristics.
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