LightCTR

Name: Hirosora/LightCTR
Brand: Hirosora/LightCTR
SKU: project/Hirosora/LightCTR
Rating: 4.43 (32 reviews)

LightCTR is a tensorflow 2.0 based, extensible toolbox for building CTR/CVR predicting models. It provides several off-the-shelf popular CTR models for you to use. And it also contains some useful model blocks to help you build your own model quickly.

Have a quick start with the example script ./examples/ctr_predict.py

A small example dataset avazu_1w.txt is provided in ./datasets, It is sampled from a kaggle dataset with 10000 rows.

Models List

Model	Paper
Factorization-supported Neural Network (FNN)	[ECIR 2016]Deep Learning over Multi-field Categorical Data: A Case Study on User Response Prediction
Product-based Neural Network (PNN)	[ICDM 2016]Product-based neural networks for user response prediction
Wide & Deep	[DLRS 2016]Wide & Deep Learning for Recommender Systems
DeepFM	[IJCAI 2017]DeepFM: A Factorization-Machine based Neural Network for CTR Prediction
Deep & Cross Network (DCN)	[ADKDD 2017]Deep & Cross Network for Ad Click Predictions
xDeepFM	[KDD 2018]xDeepFM: Combining Explicit and Implicit Feature Interactions for Recommender Systems
Neural Factorization Machine (NFM)	[SIGIR 2017]Neural Factorization Machines for Sparse Predictive Analytics
Attentional Factorization Machine (AFM)	[IJCAI 2017]Attentional Factorization Machines: Learning the Weight of Feature Interactions via Attention Networks
AutoInt	[arxiv 2018]AutoInt: Automatic Feature Interaction Learning via Self-Attentive Neural Networks
Convolutional Click Prediction Model (CCPM)	[CIKM 2015]A Convolutional Click Prediction Model
Feature Generation by Convolutional Neural Network (FGCNN)	[WWW 2019]Feature Generation by Convolutional Neural Network for Click-Through Rate Prediction
Mixed Logistic Regression (MLR)	[arxiv 2017]Learning Piece-wise Linear Models from Large Scale Data for Ad Click Prediction
FiBiNET	[RecSys 2019]FiBiNET: Combining Feature Importance and Bilinear feature Interaction for Click-Through Rate Prediction
NFFM	[arxiv 2019]Operation-aware Neural Networks for User Response Prediction

Project Name	Stars	Repos Using This	Packages Using This	Most Recent Commit	Total Releases	Latest Release	Open Issues	License	Language
Tensorflow	175,216	327	77	9 hours ago	46	October 23, 2019	2,135	apache-2.0	C++
An Open Source Machine Learning Framework for Everyone
Transformers	102,685	64	911	9 hours ago	91	June 21, 2022	735	apache-2.0	Python
🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
Keras	58,497		330	a day ago	68	May 13, 2022	385	apache-2.0	Python
Deep Learning for humans
Tensorflow Examples	42,312			7 months ago			218	other	Jupyter Notebook
TensorFlow Tutorial and Examples for Beginners (support TF v1 & v2)
Real Time Voice Cloning	41,693			a month ago			129	other	Python
Clone a voice in 5 seconds to generate arbitrary speech in real-time
Ray	25,871	80	199	11 hours ago	76	June 09, 2022	2,899	apache-2.0	Python
Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a toolkit of libraries (Ray AIR) for accelerating ML workloads.
Data Science Ipython Notebooks	25,025			a month ago			33	other	Python
Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.
Handson Ml	25,003			a month ago			136	apache-2.0	Jupyter Notebook
⛔️ DEPRECATED – See https://github.com/ageron/handson-ml3 instead.
Netron	23,071	4	63	18 hours ago	489	July 04, 2022	26	mit	JavaScript
Visualizer for neural network, deep learning, and machine learning models
Spleeter	22,526		5	17 days ago	36	June 10, 2022	196	mit	Python
Deezer source separation library including pretrained models.

Lightctr

LightCTR

Models List