Repository Index

Awesome Object Detection based on handong1587 github: https://handong1587.github.io/deep_learning/2015/10/09/object-detection.html

• object-detection
• detection
• computer-vision
• deep-learning

TranslatedOpen-source manuscript of 《深入理解 AI Infra：量化分析与系统设计》 (In-Depth Understanding of AI Infra: Quantitative Analysis and System Design), by 李博杰 (Li Bojie): starting from hardware constraints and model architecture, it quantitatively derives the system design of LLM inference and training. Includes the full text of the book, a PDF, and companion calculation tools and experiments

• accelerator
• ai-infra
• ai-infrastructure
• book

A course in reinforcement learning in the wild

• reinforcement-learning
• course-materials
• deep-learning
• deep-reinforcement-learning

Implements a deep pretty printer for Go data structures to aid in debugging

links to conference publications in graph-based deep learning

• graph-neural-networks
• graph-convolutional-networks
• graph
• deep-learning

A collection of important graph embedding, classification and representation learning papers with implementations.

• graph2vec
• classification-algorithm
• graph-kernels
• weisfeiler-lehman

:satellite: All You Need to Know About Deep Learning - A kick-starter

• deep-learning
• resources

:earth_americas: Simple and ready-to-use tutorials for TensorFlow

• deep-learning
• neural-network
• tensorflow
• machine-learning

Deep Learning Tutorial notes and code. See the wiki for more info.

Quant/Algorithm trading resources with an emphasis on Machine Learning

• awesome
• awesome-list
• machine-learning
• deep-learning

A best practice for tensorflow project template architecture.

• tesnorflow
• software-engineering
• oop
• deep-learning

:earth_americas: machine learning tutorials (mainly in Python3)

• machine-learning
• data-science
• jupyter-notebook
• python3

Human Activity Recognition example using TensorFlow on smartphone sensors dataset and an LSTM RNN. Classifying the type of movement amongst six activity categories - Guillaume Chevalier

• machine-learning
• deep-learning
• lstm
• human-activity-recognition

A curated list of deep learning image classification papers and codes

• deep-learning
• computer-vision
• image-classification
• awesome

Quantitative analysis, strategies and backtests

• quantitative-finance
• quantitative-trading
• portfolio-management
• risk-management

List of articles related to deep learning applied to music

• awesome
• awesome-list
• unicorns
• list

A curated list of awesome anomaly detection resources

• awesome-anomaly-detection
• awesome
• anomaly-detection
• anomalydetection

A curated list of resources for Image and Video Deblurring

• image-deblurring
• video-deblurring
• image-deconvolution
• stereo-deblurring

A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.

• ai
• fairness-ai
• fairness
• fairness-testing

TranslatedCAPTCHA recognition

• captcha-breaking
• keras-tutorials
• deep-learning
• keras

A curated list of resources for Learning with Noisy Labels

• noisy-labels
• label-noise
• deep-neural-networks
• noisy-data

Collection of papers, datasets, code and other resources for object tracking and detection using deep learning

• deep-learning
• object-detection
• detection
• tracking-by-detection

A curated list of community detection research papers with implementations.

• graph-clustering
• network-clustering
• clustering
• dimensionality-reduction

A curated list of awesome loosely performance related JVM stuff. Inspired by awesome-python.