AI ENGINEER — UNDERGRADUATE · Cambridge, UK · REV 2026.07
UNIT ............ Alif Sathar
CLASS ........... AI engineer, final-stage undergraduate
INSTITUTION ..... Anglia Ruskin University, Cambridge
DOMAINS ......... applied ML · deep learning · CV · embedded systems
DEPLOY TARGETS .. Flask / FastAPI services, notebooks, STM32, Raspberry Pi
STATUS .......... open to AI/ML engineering roles and placements
Every figure below is reproducible from the linked repository.
| # | Project | Problem | Measured result |
|---|---|---|---|
| 01 | UK House Price Prediction | 6,336 rows · 12 UK regions · 4 property types · 2015–2025 | R² 0.943, MAE £38,048 (Gradient Boosting; beats Linear Regression at R² 0.188) |
| 02 | Japeto AI Response Categorizer | Tag AI-generated chatbot replies by topic — 1,500 messages | 85.2% accuracy against an 85% brief (TF-IDF + Logistic Regression) |
| 03 | BSL Fingerspelling Recognizer | Real-time 24-class British Sign Language on low-power devices | 83.4% val accuracy, F1 0.83, model 9.25 MB / 167k trainable params |
| 04 | OrbitWatch | Live satellite tracking over near-real-time NASA imagery | ~300 objects at 3 s refresh · SGP4 + WGS-84 frame maths hand-written · 43 offline tests, CI on 3.10–3.12 |
| 05 | Secure Door Access | PIN-authenticated access control on bare metal | STM32 NUCLEO-G474RE · Mbed OS 6 · 4×4 keypad, PWM buzzer, serial terminal GUI |
| 06 | Ares Agent Orchestrator | Local LLM that reasons, calls tools and remembers | LangGraph orchestration over Ollama · semantic memory — in development |
| Layer | Tools |
|---|---|
| Modelling | TensorFlow · Keras · scikit-learn · MobileNetV2 · LangGraph |
| Data | pandas · NumPy · SciPy · TF-IDF / NLTK · Matplotlib · Seaborn |
| Serving | Flask · FastAPI · Docker · Leaflet |
| Systems | Python · C / C++ · MATLAB · SQL · Mbed OS · Git Actions |
Machine learning & deep learning
- Deep-Learning_Food101 — baseline MLP, custom CNN, SOM clustering and autoencoder experiments on Food-101
- ML- (ECG arrhythmia) — supervised classification of MIT-BIH heartbeat signals
- privacy-preserving-ai-healthcare — federated learning and encryption for clinical data
- fuzzy-fuel-injection-controller — fuzzy membership design and surface behaviour
- -uk-house-price-prediction — regression pipeline, EDA and feature importance
Computer vision & signals
- BSL-Fingerspelling-Recognizer — real-time recognition, Flask GUI
- MATLAB-Leaf-Morphometrics — HSV thresholding, coin-scaled real-world measurement
- MATLAB-Human-Activity-Recognition — accelerometer feature extraction and classification
Systems, tooling & automation
- orbit-watch — FastAPI + Leaflet orbital tracker, no API keys
- secure-door-access-nucleo-g474re — STM32 access control
- ares-agent-orchestrator — local agent framework
- Xarvis / jarvis — GitHub Actions automation pipelines
- CommunityEngageDB-Design — normalised relational schema for a community organisation
Credentials
- Credentials-Archive — certifications in AI, software engineering and professional training
- 3× Kaggle contributor
▪ LinkedIn — roles, placements, collaboration ▪ Kaggle — notebooks and competition work ▪ HackerRank — problem-solving record
END OF DATASHEET · QuantumAlchemist03