Felix Tian

AI Engineer

Passionate about applying machine learning and data science to solve real-world problems.

Currently a master's student at Monash University.

Research

AI-Powered Interactive System Design and Implementation

Cloud-Deployed AI System: Designed scalable architecture for AI voice recognition API optimization using machine learning.Hardware Integration: Developed custom hardware circuits for AI voice recognition interaction systems.Advanced Neural Networks: Implemented and compared CNN vs RNN architectures for speaker recognition, establishing Bidirectional RNN (BRNN) as optimal network structure.Loss Function Optimization: Comprehensive analysis of 8 loss functions (Sigmoid Cross-Entropy, Softmax Loss, Triplet Loss, Center Loss, etc.) for speaker recognition performance.Framework Proficiency: Gained expertise in PyTorch and TensorFlow for deep learning implementation.Industry Practices: Applied DevOps and Agile development methodologies in research environment.

Microsoft Xiaoyuan COVID-19 Q&A Chatbot

Built comprehensive knowledge base for COVID-19 related inquiries during Wuhan outbreak.Deployed chatbot across WeChat and open-source communities.Core Technology: Microsoft Dialog Engine for intelligent pandemic response system.

Experience

AUTOSAR Architect

HL Mando

2023 - 2025

Led algorithm design and prototype development for braking-related Advanced Driver Assistance Systems (ADAS).Developed perception and decision logic modules that integrate sensor inputs and produce braking decisions under real-time constraints.Implemented core modules in C++/Python and collaborated with embedded teams for vehicle integration.Worked on dataset curation and annotation pipelines for scenario-driven testing.Designed offline training/validation workflows and online evaluation metrics for braking scenarios.Performed runtime profiling and optimization to meet hard latency deadlines: identified CPU/GPU and I/O bottlenecks, applied algorithmic simplifications and pipeline optimizations to reduce inference latency.Prepared artifacts for OTA/prototype deployment.Coordinated with system engineers on ECU interfacing, diagnostic logs, and safety checks.Contributed design documents and verification reports.

AUTOSAR Development

Huawei

2020 - 2022

Contributed to development of vehicle gateway platform: diagnostics, network management, software upgrade and routing modules.Independently developed a vehicle gateway product for Jiangling project - end-to-end development including detailed design, testing and documentation.Hands-on experience with CAN, Ethernet, TBOX communications, UDS diagnostics.Familiar with Vector CANoe, Lauterbach, ZCANPro workflows.