Profile
πŸš€

Hiep Tran

AI Research Engineer & Software Developer

Passionate AI researcher and software engineer with expertise in machine learning, distributed systems, and full-stack development. Dedicated to building intelligent systems that solve real-world problems and advance the field of artificial intelligence.

πŸŽ“ MS Computer Science
πŸ”¬ AI Engineer
πŸ’» Software Developer

What I Do

Combining theoretical knowledge with practical experience to create innovative solutions

πŸ”¬

AI/ML Research & Development

Designing and implementing cutting-edge machine learning algorithms for NLP, computer vision, and data analytics. Published research in top-tier conferences and journals.

Deep LearningResearch PublicationsAlgorithm Design
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Full-Stack Software Engineering

Building scalable, production-ready applications using modern frameworks and cloud technologies. Focus on microservices architecture and DevOps best practices.

System DesignScalable ArchitectureCloud Computing
🌐

Open Source & Community

Active contributor to open-source projects in the AI/ML ecosystem. Maintaining libraries, mentoring developers, and sharing knowledge through technical blogs.

Open SourceTechnical WritingCommunity Building

Professional Experience

Timeline of my professional journey in AI research and software development

πŸ”¬
Jan 2024 - Present
Full-time

AI Engineer

Torilab

πŸ“ Hanoi, Vietnam

Developing and maintaining multimodal AI companion with capabilities for chat conversations, image sharing, and visual understanding through camera interactions

Key Responsibilities:

  • β€’Conducted research on controlling Large Language Model behavior without explicit prompting through activation steering techniques
  • β€’Developed and maintained multimodal AI companion integrating vision-language models for understanding images and natural conversations about visual content. Implemented real-time camera interaction system enabling users to share images and receive intelligent responses based on visual understanding
  • β€’Architected end-to-end RAG pipeline integrating document ingestion, chunking, embedding, vector storage, and LLM-based answer generation for financial reports and market data
  • β€’Built chat interface with multimodal context awareness, supporting seamless transitions between text and image-based conversations
  • β€’Performed Large Language Model and vision model fine-tuning including SFT, DPO, and multimodal alignment tasks, with scalable model serving using vLLM and SGlang
  • β€’Developed core framework supporting long-term memory, tool usage, dynamic prompts, and multi-turn multimodal interactions
  • β€’Worked on additional AI capabilities including user emotion detection from text and images, image generation with diffusion models and LoRA, and multi-speaker diarization

Technologies & Tools:

PythonPyTorchLLMAI AgentLangChainvLLMSGlang
πŸ”¬
March 2022 - Dec 2023
Full-time

AI Engineer

VCCorp Corporation

πŸ“ Hanoi, Vietnam

Developing and maintaining AI systems for Vietnamese document understanding and computer vision applications for social media platforms.

Key Responsibilities:

  • β€’Developing and maintaining Automated Information Extraction module for Vietnamese document understanding, often achieve 99% of accuracy
  • β€’Developing and optimizing automatic face attendance system with face detection and recognition, mask wearing check, person tracking modules
  • β€’Development of image and video classification system for Lotus social network

Technologies & Tools:

PythonPyTorchComputer VisionNLPAirflowDocker
🀝
April 2022 - Dec 2022
Personal Project

AI Engineer

A.L.I.S VIETNAM

πŸ“ Hanoi, Vietnam

Developing a system to convert speech and text into sign language to assist Deaf people in accessing information.

Key Responsibilities:

  • β€’Study of speech-to-text, text-to-speech models, GANs, recognition and conversion models to human actions
  • β€’Implement pipeline for machine learning model using FastAPI, Docker, Kubeflow
  • β€’Research and development of multimodal AI systems for accessibility
  • β€’Design and implement real-time processing systems for sign language conversion

Technologies & Tools:

PythonGANsSpeech RecognitionComputer VisionFastAPIDockerKubeflow
✍️
June 2021 - Dec 2023
Content Creator

Viblo Algorithm Content Creator

Sun* Vietnam

πŸ“ Hanoi, Vietnam

Contributing articles and algorithmic challenges on the Viblo ecosystem, focusing on AI/ML education and research.

Key Responsibilities:

  • β€’Contributing articles, algorithmic challenges on the Viblo ecosystem
  • β€’Research and publish articles on Computer Vision, Natural Language Processing, Recommendation system and MLOps
  • β€’Creating educational content for the developer community
  • β€’Sharing insights on latest AI/ML trends and technologies

Technologies & Tools:

Computer VisionNatural Language ProcessingRecommendation SystemsMLOpsTechnical Writing

Honors & Awards

Recognition for innovation, entrepreneurship, and technical excellence

πŸš€Hackathons

πŸ₯ˆ

Second Prize - GDSC HACKATHON VIETNAM 2023

Google Developer Student Clubs and Coderschool

2023
πŸ₯‡

First Prize - KO Hackathon

Kambria

2022
πŸ…

FPT Track Winner - Developer Circles Vietnam Innovation Challenge

Facebook and Coderschool

2022

πŸ’‘Innovation

πŸ†

Best Innovation Award - Build On Vietnam 2022

Amazon Web Services

2022
πŸ’‘

First Prize - Creative Idea Challenge

School of Information and Communication Technology - Hanoi University of Science and Technology

2022

πŸ’ΌEntrepreneurship

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National Runner-up - Vietnam Social Innovation Challenge (VSIC)

Foreign Trade University

2022
πŸ₯‡

First Prize - P-Startup Student Startup Idea Contest

Posts and Telecommunications Institute of Technology

2022
🌟

Finalist - Social Business Creation

HEC MontrΓ©al

2022

πŸ”¬Technical Competitions

πŸ”¬

Encouragement Prize - VAIPE Medicine Pill Image Recognition Challenge

VinUni-Illinois Smart Health Center (VISHC) at VinUniversity

2022
πŸ₯‰

Bronze Medal - Mathematics Olympiad for Vietnamese Universities

National Mathematics Committee

2022

Education & Academic Background

Strong academic foundation with focus on advanced computer science concepts

Master of Science in Computer Science

Posts And Telecommunications Institute of Technology

2024-2026 β€’ Specialization: Machine Learning & AI

Relevant Coursework:

Advanced Machine LearningDeep LearningComputer VisionNatural Language ProcessingDistributed SystemsAdvanced Algorithms
πŸŽ“

Bachelor of Science in Computer Science

Posts And Telecommunications Institute of Technology

2018-2023 β€’ Specialization: Software Engineering

Relevant Coursework:

Data Structures & AlgorithmsSoftware EngineeringDatabase SystemsOperating SystemsComputer NetworksWeb DevelopmentArtificial Intelligence
πŸŽ“

Research Interests & Focus Areas

πŸ”¬Current Research Focus

  • β€’
    Large Language Models & NLP: Advancing transformer architectures, few-shot learning, and multilingual understanding
  • β€’
    Computer Vision & Multimodal AI: Developing efficient vision models and cross-modal learning systems
  • β€’
    MLOps & AI Infrastructure: Building scalable ML systems and automated deployment pipelines
  • β€’
    Distributed Systems: Designing fault-tolerant, high-performance computing systems for AI workloads

🎯AI Development & Research Goals

My primary focus is on building practical AI products that deliver real value. I'm deeply passionate about AI Interpretability β€” understanding how neural networks make decisions, visualizing internal representations, and developing techniques to make AI systems more transparent and trustworthy.

I'm also heavily invested in Generative AI, including diffusion models, large language models, and multimodal generation systems. My current work involves exploring novel architectures, improving generation quality, and developing efficient inference techniques for deploying these models in production environments.

🌟 "Building AI products that are not only powerful but also interpretable, reliable, and ready for real-world deployment."

Let's Build Something Amazing Together

I'm always excited to collaborate on innovative projects, discuss research opportunities, or explore how AI can solve complex challenges. Whether you're looking for a technical partner, research collaborator, or want to discuss the latest in AI and software engineering.