Resources for AI/ML and LLMs

LLMs & RAGs

RAGs

• NVIDIA Generative AI Examples

LLM Agents

• Introduction to LLM Agents
• Building Your First LLM Agent Application

ML System Design

• CS 329S: Machine Learning Systems Design

MLOps

• Machine Learning Engineering for Production (MLOps) Specialization
• Introducing MLOps
• Awesome MLOps

Object detection

Single Stage Detectors

SSD: Single Shot MultiBox Detector

• Paper
• Code

Anchor-less Object Detection Models

Source: https://github.com/xingyizhou/CenterNet

CenterNet: Keypoint Triplets for Object Detection

• Paper
• Code

CornerNet: Detecting Objects as Paired Keypoints

• Paper
• Code
• Blog

GAN

Source: https://github.com/junyanz/CycleGAN/

DCGAN: Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks

Source: from paper

• Paper
• Code
• Blog - Understanding and Implementing CycleGAN in TensorFlow

CycleGAN

• Paper
• Code
• Blog - Understanding and Implementing CycleGAN in TensorFlow

GradCAM

• Article

Interpretable Machine Learning (A Guide for Making Black Box Models Explainable Book)

• Online Free version
• Ebook
• Print version