Capstone
Cybersecurity
Network Intrusion Detection System
Machine-learning anomaly detection over live network traffic
- Python
- Scapy
- XGBoost
- Kafka
- +2
₹5,499₹9,499
4.9/97 reviews
Cybersecurity · Major Project
Android Malware Detection from Permissions
Flags risky APKs from their requested permissions and API calls
2-3 weeks build
Overview
Static analysis extracts the permissions and sensitive API calls declared in an APK's manifest and bytecode, then a classifier trained on a public benign-versus-malware dataset scores how risky the app looks. Nothing is installed or run; the APK is only parsed. A web tool accepts an APK and returns the verdict with the permissions that raised the flag.
What makes it stand up
- 01Pure static analysis, the APK is parsed but never executed
- 02Permission and API-call features drawn from the manifest and bytecode
- 03Trained on a public labelled Android malware dataset
- 04Feature importance showing which permissions signal risk
- 05Upload-an-APK web tool with a per-app risk breakdown
Module breakdown
- 01
Extraction
Parses the manifest and bytecode with Androguard for features.
- 02
Dataset
Loads labelled benign and malicious apps and builds vectors.
- 03
Model
Trains a classifier and reports precision, recall and F1.
- 04
Explanation
Ranks the permissions and calls driving each verdict.
- 05
Web tool
Accepts an APK upload and shows its risk breakdown.
After this, you will be able to
- Explain which Android permissions most often signal malware
- Defend static analysis and note where it can be evaded
- Demo scoring a benign and a known-malicious sample APK
Technology stack
- Python
- scikit-learn
- Androguard
- Pandas
- Flask
- Level
- Major Project
- Domain
- Cybersecurity
- Build time
- 2-3 weeks
- Difficulty
You receive
- Complete, commented source code
- 60-90 page project report (IEEE format)
- Editable presentation deck
- Architecture, ER and UML diagrams
- Local setup and deployment guide
- Sample dataset or seed data
- Viva question bank with answers
- One 45-minute walkthrough call
- 30 days of doubt-clearing support