Menghao blog

TensorRT Engine Deployment Guide

Sep 13, 2025 · 6 min read · AI ·
Share on:

Overview Building and using a TensorRT engine for inference involves two distinct phases: build time (optimization) and runtime (execution). Build time (optimization and compilation) Load model typically from format like ONNX. Parse model, understand network structure and weights. Optimize model, including layer, …

Read More
GPU Architecture Overview

May 18, 2025 · 10 min read · gpu ·
Share on:

CPU and GPU CPU is designed to excel at executing a sequence of operations, called a thread. It can execute a few tens of threads in parallel. General purpose, good for serial processing, great for task parallelism, large area dedicated cache and control. GPU is designed to excel at executing many thousands of them in …

Read More
KITTI Dataset Introduction

Mar 26, 2025 · 5 min read · lidar ·
Share on:

KITTI Detailed Introduction
Read More
An Introduction to the Fundamentals of Reinforcement Learning

Jul 7, 2024 · 12 min read ·
Share on:

Fundamentals of Reinforcement Learning
Read More
Introduction to ROS2, Key Features and Common Commands

May 6, 2024 · 4 min read · ROS2 ·
Share on:

ROS2
Read More
Comprehensive Notes on Andrew Ng’s Machine Learning Course

Apr 25, 2024 · 21 min read ·
Share on:

Based on NG's Machine Learning course
Read More
Probability Knowledge for Deep Learning

Apr 19, 2024 · 6 min read ·
Share on:

Probability Knowledge Based on Deep Learning (2017, MIT) book.
Read More
Principle Components Analysis (PCA) application

Apr 16, 2024 · 8 min read ·
Share on:

Application example
Read More
Detailed Deep Derivation of Principle Components Analysis (PCA)

Apr 11, 2024 · 8 min read ·
Share on:

Based on Deep Learning (2017, MIT) book.
Read More
Dockerfile records

Mar 28, 2024 · 5 min read · Docker ·
Share on:

Dockerfile examples
Read More
- 1
- 2
- 3