# Ishtiaqe Hanif - AI Profile & Hub
Factual profile and digital directory of Ishtiaqe Hanif, Software Engineer (R&D) and Applied Machine Learning Researcher.

## Routing Map
- `/` - Home / Dashboard: Developer bio summary, core tech stack overview, latest activity feed.
- `/about` - Profile / Timeline: In-depth career timeline (Gigalogy Ltd, Neowin) and academic history.
- `/projects` - Engineering Directory: Index of technical applications, PyQt6 desktop utilities, web systems, and competitive submissions.
- `/research` - Academic Portfolio: Scholarly articles, publications (deepfake detection, liver cirrhosis predictions), abstracts, citations, and DOI links.
- `/contact` - Gateway / Channels: Secure communication links and dynamic Profile AI Chat Assistant.
- `/llms.txt` - LLM Scraper gateway: Raw structured profile context (this file).

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## Profile Overview
- **Name**: Ishtiaqe Hanif
- **Role**: Software Engineer (R&D) & Research Scientist
- **Focus**: Applied machine learning, computer vision architectures (CNNs, ViTs), vector databases, intelligent agent microservices, and network security.
- **Current Position**: Software Engineer (R&D) at Gigalogy Ltd (Feb 2026 - Present)
- **Base**: Dhaka, Bangladesh

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## Technical Stack
- **Languages**: Python, C/C++, Java, SQL
- **Frameworks & Libs**: Next.js, React, Django, Flask, NumPy, Pandas, Pydantic, PyQt6
- **Database & Search**: Vector Databases, relational SQL engines, Firebase Firestore
- **Tools & Infra**: Docker, Linux/Ubuntu CLI, Git, GitHub Actions, Firebase Cloud Messaging (FCM)
- **Applied Fields**: Computer Vision, Deepfake Forensics, Medical Diagnostics (classification), Autonomous Systems, Sensor Fusion, Cyber Security

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## Professional Experience Timeline
### Software Engineer (R&D) | Gigalogy Ltd (Feb 2026 – Present)
- R&D Team.
- Develops high-throughput Python/Flask microservice APIs.
- Integrates semantic vector search engines for sub-second retrieval operations.
- Automates container orchestration and log parsing tasks using customized local CLI utilities.

### Software Engineer | Gigalogy Ltd (Oct 2025 – Feb 2026)
- Maira Team (Intelligent Assistants).
- Designed conversational agent logic and prompt state machines for custom assistant dashboards.

### Software Engineer – Team Lead | Gigalogy Ltd (Mar 2024 – Oct 2025)
- Smart Ads Team.
- Led recommendation engine deployments, automated delivery scripts, and FCM push notification channel setups.

### Web Content Writer | Neowin (Apr 2023 – Present)
- Freelance Publication.
- Writes daily technical analyses, cybersecurity reporting, API reviews, and emerging consumer computing news.

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## Academic Publications & Research
### Deep Fake Analysis Using Convolutional Neural Network and Vision Transformer (2023)
- **Authors**: Ishtiaqe Hanif, Mohammad Monirujjaman Khan
- **Venue**: ResearchGate
- **Abstract**: Dual-stage deepfake detection system combining a fine-tuned EfficientNet (frame feature extraction) with a Vision Transformer (ViT) sequence classifier to identify spatial and temporal manipulations.
- **ResearchGate URL**: https://www.researchgate.net/publication/397668400_Deep_Fake_Analysis_Using_Convolutional_Neural_Network_and_Vision_Transformer
- **APA Citation**: Hanif, I., & Khan, M. M. (2023). Deep Fake Analysis Using Convolutional Neural Network and Vision Transformer. ResearchGate.

### Liver Cirrhosis Prediction using Machine Learning Approaches (2022)
- **Authors**: Ishtiaqe Hanif, et al.
- **Venue**: IEEE UEMCON 2022 (Conference Proceedings)
- **Abstract**: Comparative diagnostic analysis training machine learning classifiers (SVM, RF, Logistic Regression) on clinical metrics to predict hepatic cirrhosis staging, optimizing early-stage diagnostic feature columns.
- **IEEE Xplore URL**: https://ieeexplore.ieee.org/document/9965001
- **ResearchGate URL**: https://www.researchgate.net/publication/365929175_Liver_Cirrhosis_Prediction_using_Machine_Learning_Approaches
- **APA Citation**: Hanif, I., et al. (2022). Liver Cirrhosis Prediction using Machine Learning Approaches. 2022 IEEE 13th Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (UEMCON), 9965001.

### Autonomous Self-Driving Vehicle Model (2021)
- **Venue**: BSc Senior Design Project, North South University
- **Abstract**: Constructed a physical prototype self-driving model integrating lane-tracking computer vision scripts, barrier classification, and ultrasonic/IMU sensor fusion matrices processed by Raspberry Pi and Arduino.

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## Key Projects Directory
### garibd.com
- **Type**: High-Performance Automotive Comparison Platform
- **Stack**: Next.js, React, Tailwind CSS, Vercel
- **Description**: Statically pre-rendered catalog page architecture designed for SEO indexing, fast asset load times, and fluid data grid responsive table comparisons.
- **Live URL**: https://garibd.com

### Desktop Video Downloader
- **Type**: PyQt6 Local Utility Tool
- **Stack**: Python, PyQt6, Multi-threading, Socket APIs
- **Description**: Desktop utility supporting concurrent multi-threaded stream parsing, network connection error handling, and speed limit bandwidth capping.
- **Repository**: https://github.com/Ishtiaqe

### Microsoft Imagine Cup 2016 Entry
- **Type**: US Semi-Finalist Android Chat System
- **Stack**: Java, Android SDK, Socket.io, Distributed DB
- **Description**: Collaborative communication model running peer-to-peer connection lines, encrypted authentication schemes, and fallback delivery sockets.

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## Contact Channels & Links
- **Email**: contact@ishtiaqe.com
- **LinkedIn**: https://www.linkedin.com/in/ishtiaqehanif/
- **GitHub**: https://github.com/Ishtiaqe
- **ResearchGate**: https://www.researchgate.net/profile/Ishtiaqe-Hanif-2
- **Google Scholar**: https://scholar.google.com/citations?user=zegZQ70AAAAJ&hl=en
- **ORCID Registry**: https://orcid.org/0009-0002-0603-1388
- **Twitter / X**: https://x.com/ishtiaqehanif