Hi, I'm Azka 👋
MS Artificial Intelligence @ NUST Islamabad
MS AI student who gets unreasonably attached to making things actually work.
MeetMind — AI Meeting Intelligence System
Whisper + Pyannote + distilRoBERTa + LangChain + ChromaDB → turns any meeting
recording into transcripts, speaker-level emotion analysis, action items, and a
RAG-powered Q&A chatbot. Provider-agnostic backend: runs locally via Ollama or in
the cloud via OpenAI. Dockerized, deployed on HuggingFace Spaces.
Python LangChain RAG Whisper Docker HuggingFace
Multimodal Fallacy Detection — NLP + Audio
Fused WavLM (audio) and RoBERTa (text) to detect and classify argumentative
fallacies in political speech. F1: 0.90 on binary detection, 0.65 on 6-class.
Detecting when a claim isn't supported by its evidence is the same problem as
detecting when a model output isn't grounded in its source.
PyTorch HuggingFace WavLM RoBERTa Multimodal
BioASQ 14b — Biomedical QA — LLMs on a Budget
4-bit quantized Mistral-7B with TF-IDF retrieval and few-shot prompting, no
fine-tuning. Yes/no macro-F1 of 0.9549 against a batch majority of 0.9377.
ROUGE-2 and ROUGE-SU4 implemented from scratch, plus ablations and schema-validated
JSON output.
Mistral-7B BitsAndBytes Quantization Prompt Engineering Evaluation
BDD100K Object Detection Benchmark — Computer Vision
Benchmarked 5 YOLO variants (v8n → v11x) on the BDD100K autonomous driving dataset.
Best model: mAP@0.5 of 0.58, precision 0.75. Mosaic, MixUp and CutMix augmentation
with training configs held constant across models for a fair comparison.
YOLOv8 YOLOv11 OpenCV Ultralytics PyTorch
Languages Python · SQL
ML/DL PyTorch · TensorFlow · Scikit-learn · HuggingFace
LLMs & RAG LangChain · ChromaDB · Ollama · OpenAI/Claude/Gemini APIs
Mistral · Flan-T5 · 4-bit quantization · Whisper
CV OpenCV · YOLO · Grad-CAM · PyTorch Geometric
Evaluation Custom metrics · ablations · Cohen's κ · bootstrap CI · McNemar
Deployment Docker · AWS · Gradio · HuggingFace Spaces · Streamlit
Data Pandas · NumPy · Matplotlib · Seaborn · Power BI
Tools Git · Claude Code · Kaggle · Colab · Label Studio · LaTeX
AWS AI & ML Scholars (Udacity, 2026) · AWS AI Practitioner Challenge (Udacity, 2026)
- 🎓 MS AI at NUST Islamabad — thesis on NLG evaluation for vision-language models, wrapping up 2026
- 🔨 Building DermaScan — explainable skin lesion classification with Grad-CAM
- 🧪 Previously: AI Intern @ SPS (IBM Watsonx) · Research Intern @ The Neuron Gorge
- 📬 Open to AI/ML/NLP roles — LinkedIn