ktrain: A Low-Code Library for Augmented Machine Learning
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Abstract (arXiv)
We present ktrain, a low-code Python library that makes machine learning more accessible and easier to apply. As a wrapper to TensorFlow and many other libraries (e.g., transformers, scikit-learn, stellargraph), it is designed to make sophisticated, state-of-the-art machine learning models simple to build, train, inspect, and apply by both beginners and experienced practitioners. Featuring modules that support text data (e.g., text classification, sequence tagging, open-domain question-answering), vision data (e.g., image classification), graph data (e.g., node classification, link prediction), and tabular data, ktrain presents a simple unified interface enabling one to quickly solve a wide range of tasks in as little as three or four "commands" or lines of code.
Key facts. Cited by 23 papers in the map (data through 7 Oct 2026). First posted on arXiv 19 Apr 2020.
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Citing papers per year: 2021: 11; 2022: 3; 2023: 5; 2024: 3; 2025: 1.
23 papers.
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- 2021Graph Neural Networks: Methods, Applications, and Opportunitiescited by 16
- 2021NLP-CUET@DravidianLangTech-EACL2021: Offensive Language Detection from Multilingual Code-Mixed Text using Transformerscited by 9
- 2021NLP-CUET@LT-EDI-EACL2021: Multilingual Code-Mixed Hope Speech Detection using Cross-lingual Representation Learnercited by 7
- 2021Emotion Classification in a Resource Constrained Language Using Transformer-based Approachcited by 7
- 2022Benchmarking for Public Health Surveillance tasks on Social Media with a Domain-Specific Pretrained Language Modelcited by 7
- 2021Emotion-Aware, Emotion-Agnostic, or Automatic: Corpus Creation Strategies to Obtain Cognitive Event Appraisal Annotationscited by 6
- 2021CausalNLP: A Practical Toolkit for Causal Inference with Textcited by 5
- 2021Detecting potentially harmful and protective suicide-related content on twitter: A machine learning approachcited by 5
- 2023Characterizing Information Seeking Events in Health-Related Social Discoursecited by 5
- 2022ArCovidVac: Analyzing Arabic Tweets About COVID-19 Vaccinationcited by 3
- 2023LEIA: Linguistic Embeddings for the Identification of Affectcited by 3
- 2024The Potential of AutoML for Recommender Systemscited by 3
11 more
- 2021Navigating the Kaleidoscope of COVID-19 Misinformation Using Deep Learningcited by 2
- 2025AI Generated Text Detection Using Instruction Fine-tuned Large Language and Transformer-Based Modelscited by 2
- 2021NLP-CUET@DravidianLangTech-EACL2021: Investigating Visual and Textual Features to Identify Trolls from Multimodal Social Media Memescited by 1
- 2021Probabilistic Impact Score Generation using Ktrain-BERT to Identify Hate Words from Twitter Discussionscited by 1
- 2023SSS at SemEval-2023 Task 10: Explainable Detection of Online Sexism using Majority Voted Fine-Tuned Transformerscited by 1
- 2024STF: Sentence Transformer Fine-Tuning For Topic Categorization With Limited Datacited by 1
- 2021Secondary Use of Clinical Problem List Entries for Neural Network-Based Disease Code Assignmentcited by 0
- 2022An approach to standardize, automate omni-channel and AI transactional digital service creationcited by 0
- 2023Improving Cancer Hallmark Classification with BERT-based Deep Learning Approachcited by 0
- 2023Speech Wikimedia: A 77 Language Multilingual Speech Datasetcited by 0
- 2024An Information Retrieval and Extraction Tool for Covid-19 Related Paperscited by 0
- 2025AI Generated Text Detection Using Instruction Fine-tuned Large Language and Transformer-Based Models7 Jul 2025
- 2024STF: Sentence Transformer Fine-Tuning For Topic Categorization With Limited Data3 Jul 2024
- 2024The Potential of AutoML for Recommender Systems6 Feb 2024
- 2024An Information Retrieval and Extraction Tool for Covid-19 Related Papers20 Jan 2024
- 2023Speech Wikimedia: A 77 Language Multilingual Speech Dataset30 Aug 2023
- 2023Characterizing Information Seeking Events in Health-Related Social Discourse17 Aug 2023
- 2023Improving Cancer Hallmark Classification with BERT-based Deep Learning Approach2 May 2023
- 2023LEIA: Linguistic Embeddings for the Identification of Affect21 Apr 2023
- 2023SSS at SemEval-2023 Task 10: Explainable Detection of Online Sexism using Majority Voted Fine-Tuned Transformers7 Apr 2023
- 2022An approach to standardize, automate omni-channel and AI transactional digital service creation4 Nov 2022
- 2022Benchmarking for Public Health Surveillance tasks on Social Media with a Domain-Specific Pretrained Language Model9 Apr 2022
- 2022ArCovidVac: Analyzing Arabic Tweets About COVID-19 Vaccination17 Jan 2022
11 more
- 2021Secondary Use of Clinical Problem List Entries for Neural Network-Based Disease Code Assignment27 Dec 2021
- 2021Detecting potentially harmful and protective suicide-related content on twitter: A machine learning approach9 Dec 2021
- 2021Probabilistic Impact Score Generation using Ktrain-BERT to Identify Hate Words from Twitter Discussions25 Nov 2021
- 2021Navigating the Kaleidoscope of COVID-19 Misinformation Using Deep Learning19 Sep 2021
- 2021Graph Neural Networks: Methods, Applications, and Opportunities24 Aug 2021
- 2021CausalNLP: A Practical Toolkit for Causal Inference with Text15 Jun 2021
- 2021Emotion Classification in a Resource Constrained Language Using Transformer-based Approach17 Apr 2021
- 2021NLP-CUET@DravidianLangTech-EACL2021: Investigating Visual and Textual Features to Identify Trolls from Multimodal Social Media Memes28 Feb 2021
- 2021NLP-CUET@LT-EDI-EACL2021: Multilingual Code-Mixed Hope Speech Detection using Cross-lingual Representation Learner28 Feb 2021
- 2021NLP-CUET@DravidianLangTech-EACL2021: Offensive Language Detection from Multilingual Code-Mixed Text using Transformers28 Feb 2021
- 2021Emotion-Aware, Emotion-Agnostic, or Automatic: Corpus Creation Strategies to Obtain Cognitive Event Appraisal Annotations25 Feb 2021
- 2021Graph Neural Networks: Methods, Applications, and Opportunitiescited by 16
- 2021NLP-CUET@DravidianLangTech-EACL2021: Offensive Language Detection from Multilingual Code-Mixed Text using Transformerscited by 9
- 2021NLP-CUET@LT-EDI-EACL2021: Multilingual Code-Mixed Hope Speech Detection using Cross-lingual Representation Learnercited by 7
- 2021Emotion Classification in a Resource Constrained Language Using Transformer-based Approachcited by 7
- 2022Benchmarking for Public Health Surveillance tasks on Social Media with a Domain-Specific Pretrained Language Modelcited by 7
- 2021Emotion-Aware, Emotion-Agnostic, or Automatic: Corpus Creation Strategies to Obtain Cognitive Event Appraisal Annotationscited by 6
- 2021CausalNLP: A Practical Toolkit for Causal Inference with Textcited by 5
- 2021Detecting potentially harmful and protective suicide-related content on twitter: A machine learning approachcited by 5
- 2023Characterizing Information Seeking Events in Health-Related Social Discoursecited by 5
- 2022ArCovidVac: Analyzing Arabic Tweets About COVID-19 Vaccinationcited by 3
- 2023LEIA: Linguistic Embeddings for the Identification of Affectcited by 3
- 2024The Potential of AutoML for Recommender Systemscited by 3
12 most cited of 23 All 23 (JSON)
- 2025AI Generated Text Detection Using Instruction Fine-tuned Large Language and Transformer-Based Models7 Jul 2025
- 2024STF: Sentence Transformer Fine-Tuning For Topic Categorization With Limited Data3 Jul 2024
- 2024The Potential of AutoML for Recommender Systems6 Feb 2024
- 2024An Information Retrieval and Extraction Tool for Covid-19 Related Papers20 Jan 2024
- 2023Speech Wikimedia: A 77 Language Multilingual Speech Dataset30 Aug 2023
- 2023Characterizing Information Seeking Events in Health-Related Social Discourse17 Aug 2023
- 2023Improving Cancer Hallmark Classification with BERT-based Deep Learning Approach2 May 2023
- 2023LEIA: Linguistic Embeddings for the Identification of Affect21 Apr 2023
- 2023SSS at SemEval-2023 Task 10: Explainable Detection of Online Sexism using Majority Voted Fine-Tuned Transformers7 Apr 2023
- 2022An approach to standardize, automate omni-channel and AI transactional digital service creation4 Nov 2022
- 2022Benchmarking for Public Health Surveillance tasks on Social Media with a Domain-Specific Pretrained Language Model9 Apr 2022
- 2022ArCovidVac: Analyzing Arabic Tweets About COVID-19 Vaccination17 Jan 2022
12 newest of 23 All 23 (JSON)