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Case Studies & Work

Product decisions first. Technical depth where it changes the outcome.

Professional product cases come first. Selected AI, automation, data, and research work is separated below as supporting evidence of implementation depth and feasibility judgment.

Primary Portfolio · Professional Case Studies

B2B measurement, consumer launch, and enterprise product judgment.

Three professional cases organized around the problem, evidence, trade-offs, delivery constraints, and outcomes that shaped the product decision.

Hands-on Product Cases

AI, automation, and data products built close to implementation.

Selected hands-on cases demonstrate product framing, technical feasibility, delivery, and operational judgment while remaining supporting evidence beneath the professional product portfolio.

Technical & Research Archive

Additional technical and research work.

Projects across AI, data, automation, software, and research — including academic NLP work. A focused preview is shown first; use the filters or “Show all” to browse the full archive.

Product · Automation

Batch Messaging Delivery System

Python batch messaging workflow for contact processing, validation, API integration, pacing, retry/failure handling, and structured execution reporting through an Android device/SIM gateway.

Python · API integration · pacing · failure handling · reporting

Completed and operationally testedMar 2025
Product · Automation

Travel Tour Reservation & Capacity Approval Bot

Telegram reservation and operations product used by a travel agency for passenger registration, tour selection, admin-controlled capacity approval, offline payment verification, and targeted updates.

~10 months real use · ~3 tours/week

Historical production use2022 — 2023
Data · Product

Iranian Stock Market Screening & Analysis Pipeline

Personal Python data product that combines Iranian market sources, price/fundamental inputs, a custom relative-performance formula, and Excel screening reports.

Practical screening workflow · 5 users

Completed; outputs still used2021 — 2022
Automation · Technical

Automated Divar Property Listing Monitor

Personal Python monitor that checked one filtered Divar property URL every five minutes and sent desktop notifications with direct links when new listings appeared.

Completed personal automation2023
Automation · Data

Automated Cross-Exchange & Triangular Cryptocurrency Arbitrage System

Two-person automated trading system that collected Binance/CoinEx market data, detected cross-exchange and triangular opportunities, validated price/volume constraints, and executed order sequences.

Suspended after limited live operation2022 — 2023
AI · Product

Computer-Vision Compliance Monitoring Prototype

TensorFlow/OpenCV computer-vision prototype for compliance monitoring in a controlled organizational context, with human review.

TensorFlow · OpenCV · human review

Historical prototype2020
AI · Research

Persian Poetry Generation & Poet Style Transfer

Three-person Persian NLP research prototype coupling a Persian GPT-2 generator with a multi-task evaluator for poetic validity, structure, and target-poet style alignment.

Completed academic research prototypeSpring 2023
AI · Data

Bilingual Semantic Medicine Search

Persian/English semantic medicine retrieval prototype combining Iranian FDA data with WHO ATC classifications, fuzzy matching, bilingual embeddings, and cross-lingual vector alignment.

65,469 enriched medicine records

Completed academic semantic-search prototypeSpring 2023
AI · Research

Persian He-Kasra Grammar Correction

Explainable Persian grammar-correction tool for He-Kasra errors using normalization, POS/lexical signals, embeddings, and rule voting/veto.

Completed academic NLP prototypeSpring 2023
AI · Research

Aspect-Based Persian Movie Review Sentiment Analysis

Transformer/BERT-based academic prototype that returns separate seven-level sentiment labels for eight aspects of Persian movie reviews.

Completed academic Transformer prototypeSpring 2023
Data · Research

Ganjoor Comment Mining & Analysis

Scrapy-based Persian text-mining pipeline that collected structured comments and metadata from selected Ganjoor poetry pages for exploratory NLP analysis.

Completed exploratory academic pipelineSpring 2023
AI · Data

M.Sc. Thesis — Drug–Target Binding Affinity Prediction

Sharif University M.Sc. research combining deep feature extraction and similarity descriptors with CatBoost/gradient-boosting regression for drug–target binding-affinity prediction.

~10% average improvement reported in thesis

Completed M.Sc. thesisSep 2024
Product · Technical

Sika Travel — Academic Shared Intercity Travel Prototype

Individual Flutter/Django academic prototype for connecting drivers and passengers on planned intercity trips with shared travel cost.

Completed academic prototypeSep 2021
Product · Technical

Divar Property Visit Scheduling Hackathon Prototype

Four-person hackathon concept for coordinating property-visit availability directly around a classifieds listing journey.

Completed hackathon prototype~2023
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