Hands-on with core AWS services including EC2, S3, and IAM. Deployed scalable applications and experimented with cloud-based storage and networking setups.

Worked with Azure for identity management and virtual machines. Explored integration with security and cloud monitoring tools.

Hands-on experience managing cloud-hosted MongoDB clusters. Worked on database provisioning, monitoring, scaling, and backups with Atlas UI and CLI tools.

Conducted penetration tests on networks and web apps. Explored vulnerability scanning, exploitation, and reporting using various tools.

Familiar with securing web applications against common threats (SQL injection, XSS, CSRF). Hands-on experience with testing small projects.

Monitored logs and events using SIEM solutions. Investigated alerts and improved detection with rule tuning.

Used for intercepting, analyzing, and modifying web requests during penetration testing.

Familiar with HID attack tools like Rubber Ducky for simulating keystroke injection attacks.

Framework for exploiting and validating vulnerabilities during penetration testing exercises.

Wireless auditing tool for testing Wi-Fi security and credential harvesting.

Deployed Snort for intrusion detection and prevention, analyzing traffic for anomalies and threats.

Configured Wazuh for centralized monitoring, log analysis, and security incident detection.

Exposure to Cisco networking concepts including routing, switching, and firewall configuration. Familiar with packet tracing, troubleshooting, and enterprise setups.

Configured pfSense firewall for secure networking, VPN setups, and traffic management.

Hands-on experience with Wireshark for packet analysis and network troubleshooting. Used for capturing, inspecting, and diagnosing network traffic issues.

Daily driver of Arch Linux with strong skills in system administration. Configured services, managed updates, and optimized performance.

Configured NGINX as a web server and reverse proxy. Used for hosting apps and load balancing.

Experience in virtualization and home lab deployments using Proxmox. Managed containers, VMs, and storage for testing environments.

Windows recovery toolkit used for troubleshooting, repairing, and restoring misconfigured or corrupted systems.

Experience with ADB, SDK tools, and system troubleshooting. Built and tested mobile apps with Android Studio, focusing on debugging and performance optimization.

Practical knowledge in containerizing applications with Docker. Managed Dockerfiles, images, and networks for development and production environments.

Worked on container orchestration with Kubernetes. Managed deployments, services, and scaling applications across clusters for reliability and performance.

Worked with Amazon Linux distributions for server deployments and cloud-based applications. Familiar with package management, configuration, and security hardening.

Proficient in version control using Git. Experienced with branching, merging, resolving conflicts, and collaborating on projects hosted on GitHub and GitLab.

Built dynamic and responsive UIs using React and Next.js. Familiar with component-based architecture and server-side rendering.

Built modern web applications using Next.js. Leveraged server-side rendering, API routes, and optimized static site generation for fast and scalable projects.

Developed backend APIs and services using Node.js and Express.js. Focus on REST APIs and middleware.

Used Django for Python-based backend development, including authentication and database models.

Strong foundation in frontend basics for building functional and visually clean web applications.

Local development environment for PHP applications. Experience with Apache, MySQL, and PHP stack for web development and testing.

Java-based framework for building enterprise applications. Experience with REST APIs, dependency injection, and microservices architecture.

Data analysis and preprocessing using Python libraries. Worked with structured and unstructured datasets.

Used NumPy extensively for numerical computing and data analysis. Fluent in vectorized operations, linear algebra, and handling large multidimensional arrays.

Applied ML algorithms like regression, classification, and clustering on small projects.

Hands-on with deep learning frameworks. Trained and optimized simple neural networks.

Experience in building and training machine learning and deep learning models using PyTorch. Worked with neural networks, tensors, and model optimization.

Built basic computer vision projects such as object detection and image preprocessing.

Created clear and professional data visualizations for analysis and reporting.

Created advanced data visualizations using Seaborn. Skilled in statistical plotting, heatmaps, and integrating visual insights into data storytelling.

Designed and queried relational databases for backend projects. Hands-on with joins, indexing, and schema design.

Worked with PostgreSQL for relational database management in production-level projects.

Worked with NoSQL databases for storing unstructured data. Used in small-scale web projects.

Practical exposure to Oracle DB in academic settings.

Used SQLite for lightweight local projects and prototyping.

Applied Redis for caching and fast key-value storage in backend apps.

Explored AWS DynamoDB for serverless application data storage.

Experience with AWS Neptune graph database for handling connected data. Worked on querying with Gremlin and SPARQL for analytics and recommendation systems.

Worked with Neo4j graph database for managing connected datasets. Proficient in writing Cypher queries for recommendation engines and relationship analysis.

Core language for scripting, automation, and data science projects. Used extensively for ML and security testing.

Used for web development with React, Next.js, and Node.js.

Applied for strongly-typed projects in web development with React and Node.js.

Explored for building efficient and lightweight backend applications.

Used extensively for shell scripting and automation in Linux environments.

Built CLI tools and Android applications. Learned OOP concepts, concurrency, and Java libraries.

Used for Android applications and modern JVM-based projects.

Skilled in PHP, with an understanding of backend web development principles and database integration.

Strong foundation in low-level programming, data structures, and memory management.

Applied C++ concepts in problem-solving, OOP, and performance-focused applications.