Soroush Mirzaei

Seyyed Soroush Mirzaei

Visionary Interdisciplinary Engineer

Unifying Advanced AI and Mechanical Engineering to build the next generation of autonomous systems.

About Me

Visionary Interdisciplinary Engineer and Strategic Innovator with a high-value dual-competency in Mechanical Engineering and Advanced AI. I specialize in architecting "Digital Twin" ecosystems and "Agentic AI" workflows—bridging the gap between physical systems and autonomous digital intelligence.

A proactive theorist and idea generator, I offer a unique competitive advantage: the ability to translate complex mechanical realities into predictive, data-driven Industry 5.0 solutions. Distinguished by exceptional adaptability and strict punctuality, I am dedicated to driving institutional growth through precise documentation and future-proof technologies.

Technical Competencies

Engineering & CAD

SolidWorks, Ansys Fluent, ESI PAM-RTM, Mold Flow Analysis, DFM

Deep Learning

TensorFlow, Keras, PyTorch, GradientTape, Custom Layers, Neural Architecture Search

Computer Vision

OpenCV, ResNet-50, U-Net, Mask-RCNN, YOLO, Image Segmentation, Tracking

NLP & GenAI

RNNs, LSTMs, GRUs, Transformers, Tokenization, Prompt Engineering

Software & Tools

Python, Git/GitHub, MATLAB, SQL, API Integration, MS Project, Office

Professional Skills

Strategic Planning, Technical Documentation, Ideation, Agile, Punctuality

Professional Journey

Mechanical & Manufacturing Engineer

Ferdowsi University of Mashhad

July 2025 - Dec 2025

AI & Data Science Researcher

Ferdowsi University of Mashhad

Sep 2023 - July 2025

M.Sc. Mechanical Engineering

Energy Conversion (GPA: 17.23/20)

Ferdowsi University

2019 - 2023

B.Sc. Mechanical Engineering

Birjand University

2014 - 2019

Key Technical Projects

Advanced Vision Systems

Designed custom object detection models (ResNet-50, R-CNN) and semantic segmentation architectures (U-Net, Mask-RCNN) for unstructured industrial environments. Implemented Saliency Maps for model interpretability.

Object DetectionSegmentationTransfer Learning

NLP & Generative AI

Developed sophisticated Sequence-to-Sequence models (LSTMs, GRUs) for natural language tasks. Built a generative text model trained on large-scale corpora for creative sequence prediction.

Seq2SeqLSTM/GRUGenerative AI

HPC & Architecture

Engineered custom training loops using TensorFlow GradientTape. Implemented Distributed Training strategies across multi-GPU/TPU cores. Designed Siamese Networks with contrastive loss.

Distributed TrainingGradientTapeHPC

Publications

Utilizing Machine Learning Methods To Simulate The Fast Filling Process In CNG Stations

Master of Science Thesis, Ferdowsi University of Mashhad (Sep 2023)

This thesis introduces a novel approach using machine learning and artificial neural networks (ANNs) to determine thermodynamic properties and simulate the vehicle tank filling process. ANN models replace traditional methods, offering faster simulations with minimal computational power. Validated against AGA8 and GERG-2008 equations of state.

Machine LearningANNThermodynamicsSimulation

Professional Certifications

DeepLearning.AI TensorFlow Developer

Validated expertise in building and deploying scalable AI models across Computer Vision, NLP, and Time Series domains.

Advanced Computer Vision

Mastered advanced techniques including object detection, segmentation (U-Net, Mask-RCNN), and model interpretability.

Custom & Distributed Training

Proficiency in custom training loops (GradientTape) and distributed training strategies for HPC.

Custom Models, Layers & Loss Functions

Acquired deep architectural control capabilities, building custom layers for specialized problem-solving.

NLP in TensorFlow

Specialized in sequence modeling and text processing using RNNs, GRUs, and LSTMs for sentiment analysis.

Introduction to TensorFlow for AI

Established a strong foundation in the end-to-end machine learning lifecycle and model optimization.

Languages

Persian

Native

English

Advanced

Get In Touch

Open to new opportunities in AI, Digital Twins, and Smart Manufacturing.

Developer & Professional

My code repositories and professional network.

Social & Creative

Connect with me on social media and creative platforms.

Certifications & Learning

Track my learning journey and achievements.