Resources

• Install cuda toolkit, cudnn - [Neptune.ai]
• PERFORMANCE TUNING GUIDE - [Pytorch.org]
• An Introduction to Super-Resolution with Deep Learning, pt. 3 - [Medium]
• Deep Learning Project Template: [Github]
• How to Optimize a Deep Learning Model for faster Inference? - [Thinkautonomous.ai]
• Label Studio: Local Storage with Custom Import Task Format - [YouTube]
• An Introduction to Super Resolution Using Deep Learning - [Topbots]
• CuPy: NumPy & SciPy for GPU - [Link]
• shashvatshah9/README-dataset-template.md - [github]
• Install latex on VSCode - [Youtube]
• HOG (Histogram of Oriented Gradients): An Overview - [Medium]
• Hướng dẫn tất tần tật về Pytorch để làm các bài toán về AI - [Viblo]
• Machine Learning Operations - [MLOps]
• marvelousmlops/mlops-roadmap-2024 - [Github]
• Hướng dẫn từ A-Z tự xây dựng ứng dụng với Docker - [Youtube]
• KaggleHub - [Github]

LLM

• Python RAG Tutorial (with Local LLMs): AI For Your PDFs: [Youtube]
• RAG From Scratch: [Youtube]
• Fine Tuning | LLM | Custom Dataset: [Kaggle]

Run pytorch model on mobile

• Integrating Custom PyTorch Models Into an Android App: [link]
• Deep Learning on your phone - PyTorch Lite Interpreter for mobile platforms: [link]
• PYTORCH MOBILE: [link]

Learn

• C++ Full Course for free ⚡️ - Bro code - [Youtube]
• C++ Programming Course - Beginner to Advanced - FreeCodeCamp - [Youtube]
• OpenCV Python Tutorial and Projects - [Youtube]

Arduino - Python

• Free Tutorials: Using Python with Arduino - [Youtube]

Cuda on Numpy & OpenCV

• How to install OpenCV with CUDA GPU in windows 10 | Python - [Youtube]
• Quick and Easy OpenCV Python Installation with Cuda GPU in Under 10 Minutes - [Youtube]

Optimize

• Most efficient way to search in list of dicts - [Stack Overflow]

NLP

• The complete guide to string similarity algorithms - [Medium]

Libraries

• pylatexenc (Latex parser for python) - [Home]

EDA

• Example of EDA for real-time data: "Jane Street: EDA of day 0 and feature importance" - [Kaggle]

Papers

• Papers

Data

• recognition

  • Finger Vein USM (FV-USM) Database: [Link]
  • Finger Vein (Kaggle): [Link]
  • Vera Finger Vein: [link]

• classification

  • Road Surface Classification Dataset: [Link]
  • VizWiz-Classification Dataset: [link]
  • MLRSNet: [link]

• image-captioning

  • VizWiz-Captions dataset: [link]
  • COCO 2015 Image Captioning Task: [link]
  • UIT-ViIC: A Dataset for the First Evaluation on Vietnamese Image Captioning: [link]

• Video retrieval

  • AI HCM challenge - Video retrieval: [link]

• License plate

  • trungdinh22/License-Plate-Recognition: [github]
  • Car License Plate Detection: [kaggle]
  • winter2897/Real-time-Auto-License-Plate-Recognition-with-Jetson-Nano: [github]
  • trungdinh22/License-Plate-Recognition: [github]

• polygon detection

  • XinzeLee/PolygonObjectDetection: [github]

• None type

  • Open Cities AI Challenge Dataset: [link]