• Education
  Data Science Master student | University of Tehran
  B.S. in Mechanical Engineering | University of Tabriz

Research & Publications
Paper Title:  MusRec: Zero-Shot Text-to-Music Editing via Rectified Flow and Diffusion Transformers

PROFESSIONAL DEGREES

Linux Professional Institute Degree (LPIC)
IELTS degree with total score of 7
Maktabkhoone license for machine learning

CORE TECHNICAL SKILLS
Large Language Models & NLP
Transformer architectures
Instruction tuning & prompt engineering
LoRA, QLoRA, PEFT fine-tuning
Retrieval-Augmented Generation (RAG)
Tokenization, embedding models
HuggingFace, Accelerate, LangChain
Generative Modeling
Diffusion Models
Rectified Flow / Flow Matching
Diffusion Transformers
Latent Diffusion
Variational Autoencoders (VAE)
Stable Diffusion
Conditional & classifier-free guidance
Multimodal & Audio AI
Text-Audio alignment (CLIP-style)
Audio diffusion pipelines
Spectrogram-based generation
PANNs embeddings
Music Information Retrieval (MIR)
Audio feature extraction (STFT, Mel, CQT)
Machine Learning & Deep Learning
CNN, RNN, Transformer, ResNet
Supervised / Unsupervised / Reinforcement Learning
Regularization, optimization, hyperparameter tuning
Frameworks & Libraries
PyTorch, TensorFlow, Keras
NumPy, SciPy, Scikit-learn
Model Optimization & Deployment
Mixed precision training
Torch Compile / TorchScript
ONNX export
Quantization & model compression
FastAPI model serving
BIG DATA & DISTRIBUTED SYSTEMS
Large-scale data processing using Apache Spark
Distributed data pipelines and batch processing
Data cleaning, transformation, and feature engineering at scale
Working with structured and unstructured datasets
Experience with Dask for parallel computing in Python
Integration of big data pipelines with machine learning workflows
Data storage using relational and NoSQL databases
Basic familiarity with data lake concepts and columnar formats (Parquet, ORC)
Performance optimization for large dataset processing

SOFTWARE & INFRASTRUCTURE
Python (Advanced)
FastAPI, Django, DRF
PostgreSQL, MongoDB, Redis
Vector databases (FAISS / similar)
Docker, Kubernetes
Linux, Bash
Git, CI/CD