1) Visibility
Combine network telemetry, endpoint behavior, and web logs into a single analyst context.
Marketing + Technical Depth
How I position full-stack execution with SOC-grade security thinking
This page is optimized to communicate value to recruiters, hiring managers, and technical leaders evaluating cybersecurity candidates who can also build real products.
Top-level SOC analysis for business stakeholders
2) Prioritization
Use severity, confidence, and asset criticality scoring so analyst time goes to true risk first.
3) Response
Contain quickly, collect evidence, and coordinate incident communications across owners.
4) Continuous Improvement
Feed findings back into rule tuning, secure coding practice, and defensive controls.
Case study highlights
Nmap Command Builder
Knowledge-Driven Scan Mentor
Designed ethical reconnaissance guidance with workflow-based commands and clear warning context for aggressive scan flags. Included safer input handling for IPs, CIDR, domains, and ranges.
Live project: jobless-hacker.github.io/nmap-command-builder
ML Malware Detection
API call pattern based classification
Implemented and tested Random Forest, KNN, Decision Tree, Logistic Regression, and Naive Bayes models. Managed preprocessing, balancing, and feature engineering pipelines.
Accuracy achieved: 99.25%
Web Attack Detection
SQL injection, XSS, and brute-force classification
Built a Decision Tree classifier on labeled traffic and validated attack pattern detection for practical defensive use in monitoring environments.
Accuracy achieved: 99.55%
DDoS Detection System
High-volume network flow intelligence
Trained on more than 225,000 records and validated model behavior across attack vs benign flows for reliable SOC alert generation.
Accuracy achieved: 99.99%
30-60-90 day contribution model for SOC onboarding
First 30 days
Learn environment, understand existing detections, and document baseline triage workflows.
Day 31-60
Contribute to alert tuning, false-positive reduction, and incident documentation quality.
Day 61-90
Own selected detection improvements and support repeatable reporting for leadership reviews.
Search visibility target
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