คุณมานต ชัยสิรินิวัฒน์

Application Software Developments and Software Engineering
- Software Engineering with UML
- Cloud Native
- Microservices and Micro-Frontend
- System Architcture Design and Implementation
- Real-Time Application
- Database System
- Network Application Development for Service Provier

Network Infrastctures
- Architecture Design and Implementation
- Infrastructure as a Code
- Boardband Service (FTTH/MPLS) Provisioning for Provider
- Enterprise Network Solutions
- Network Automation such Auto-Discovery and Auto-Provision

Cyber Security Analysis
- Vulnerability Assessments
- Open Source IPS/IDS Implementation
- IoT Device Cyber Security
- AIoT Cyber Security
- Security and Hardening
- NeuralLog/NeuralWall Technology of Protocol Inspection with Neural Network

High Performance Network Application Developments
- Kernel Mode Network Application
- DPDK - Data Plane Development Kits
- eBPF - extended Berkeley Packet Filter
- NIC/Protocal Stack on FPGA - Optimization and Acceleration

Machine Learning / Aftifical Inteligent / Deep Learning
- Machine Learning Algorithm
- Neural Network Stack
- Convolution Neural Network
- Transformer Neural Network
- Graph Neural Network
- Edge AI (Embedded/FPGA AI) - GPU/NPU/TPU/DPU

Computer Vision
- Object Detection and Tracking
- Multi-View Stereo Vision
- Geometry Awareness
- SfM - Structure from Motion
- SLAM - Simultaneous Localization and Mapping

Robotics and Embedded Software Developments
- MCU / I/O Interface
- OS - Operating System
- FPGA Integration
- Kinetic Modeling
- Sensor Fusion - Camera, IMU, Wheel Encoder, GNSS/GPS/RTK
- VO - Visual Odometry / IO - Inertial Odometry / WO - Wheel Odometry

AI Agentic and Large Language Models / RAG
- NLP - Natural Language Processing
- Tokenize Embedding
- Knowledge Graph Construction
- Recomendation and Reasoning System
- Root Cause Aanalysis
- Business Process Integration with LLM
- RAG - Retrieval Augmented Generation Optimization with Graph
- Lightweight AI Agentic with GPT Model (from Scratch)