CTR Prediction Frameworks

Deep learning frameworks and model collections specifically for Click-Through Rate (CTR) prediction and related tasks like conversion rate estimation. Includes implementations of CTR algorithms (FM, DeepFM, DIN, etc.), recommender system models, and computational advertising tools. Does NOT include general recommendation systems without CTR focus, or prediction tasks unrelated to ad/click modeling.

There are 20 ctr prediction frameworks tracked. 4 score above 50 (established tier). The highest-rated is shenweichen/DeepCTR-Torch at 69/100 with 3,389 stars and 12,137 monthly downloads. 1 of the top 10 are actively maintained.

Get all 20 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	shenweichen/DeepCTR-Torch 【PyTorch】Easy-to-use,Modular and Extendible package of deep-learning based...	69	Established	3,389	Python
2	NVIDIA-Merlin/HugeCTR HugeCTR is a high efficiency GPU framework designed for Click-Through-Rate...	60	Established	1,051	C++
3	shenweichen/DeepCTR Easy-to-use,Modular and Extendible package of deep-learning based CTR models .	60	Established	8,007	Python
4	UlionTse/mlgb MLGB is a library that includes many models of CTR Prediction & Recommender...	53	Established	1,048	Python
5	wzhe06/SparkCTR CTR prediction model based on spark(LR, GBDT, DNN)	44	Emerging	924	Scala
6	cnkuangshi/LightCTR Lightweight and Scalable framework that combines mainstream algorithms of...	44	Emerging	671	C++
7	shenweichen/DSIN Code for the IJCAI'19 paper "Deep Session Interest Network for...	44	Emerging	447	Python
8	imsheridan/DeepRec 推荐、广告工业界经典以及最前沿的论文、资料集合/ Must-read Papers on Recommendation System and CTR Prediction	44	Emerging	1,021	—
9	liyinxiao/Ranking_Papers Papers on recommendation system / search ranking.	40	Emerging	47	—
10	yuh-yang/MBHT-KDD22 [KDD'22] Multi-Behavior Hypergraph-Enhanced Transformer for Next-Item Recommendation	37	Emerging	70	Python
11	bytedance/LargeBatchCTR Large batch training of CTR models based on DeepCTR with CowClip.	36	Emerging	174	Python
12	mJackie/RecSys 计算广告/推荐系统/机器学习(Machine Learning)/点击率(CTR)/转化率(CVR)预估/点击率预估	36	Emerging	2,073	—
13	Prayforhanluo/CTR_Algorithm 一些经典的CTR算法的复现; LR, FM, FFM, AFM, DeepFM, xDeepFM, PNN, DCN, DCNv2, DIFM,...	34	Emerging	275	Jupyter Notebook
14	auxten/go-ctr Go DeepLearning based Recommendation Framework	32	Emerging	236	Go
15	BARL-SSL/reptrix Library that provides metrics to assess representation quality	30	Emerging	24	Jupyter Notebook
16	qian135/ctr_model_zoo some ctr model, implemented by PyTorch, such as Factorization Machines,...	28	Experimental	70	Jupyter Notebook
17	jingpeicomp/product-relation-mining 商品关联关系挖掘，使用Spring Boot开发框架和Spark...	27	Experimental	33	Java
18	Gavince/MTL 学习并复现经典的推荐系统多目标任务，如：SharedBottom、ESMM、MMoE、PLE	25	Experimental	41	Jupyter Notebook
19	RunlongYu/CELS 【PyTorch】Easy-to-use package of Cognitive Evolutionary Search (CELS) for...	23	Experimental	21	Python
20	BinFuPKU/CTRRecommenderModels I have surveyed the technology and papers of CTR & Recommender System, and ...	14	Experimental	56	Jupyter Notebook

Comparisons in this category

DeepCTR-Torch and DeepCTR (69 vs 60) DeepCTR and ctr_model_zoo (60 vs 28) DeepCTR-Torch and ctr_model_zoo (69 vs 28)