Md Morshedul Islam's starred repositories
awesome-python
An opinionated list of awesome Python frameworks, libraries, software and resources.
30-seconds-of-code
Short code snippets for all your development needs
papers-we-love
Papers from the computer science community to read and discuss.
funNLP
ไธญ่ฑๆๆๆ่ฏใ่ฏญ่จๆฃๆตใไธญๅคๆๆบ/็ต่ฏๅฝๅฑๅฐ/่ฟ่ฅๅๆฅ่ฏขใๅๅญๆจๆญๆงๅซใๆๆบๅทๆฝๅใ่บซไปฝ่ฏๆฝๅใ้ฎ็ฎฑๆฝๅใไธญๆฅๆไบบๅๅบใไธญๆ็ผฉๅๅบใๆๅญ่ฏๅ ธใ่ฏๆฑๆ ๆๅผใๅ็จ่ฏใๅๅจ่ฏ่กจใๆดๆ่ฏ่กจใ็น็ฎไฝ่ฝฌๆขใ่ฑๆๆจกๆไธญๆๅ้ณใๆฑชๅณฐๆญ่ฏ็ๆๅจใ่ไธๅ็งฐ่ฏๅบใๅไน่ฏๅบใๅไน่ฏๅบใๅฆๅฎ่ฏๅบใๆฑฝ่ฝฆๅ็่ฏๅบใๆฑฝ่ฝฆ้ถไปถ่ฏๅบใ่ฟ็ปญ่ฑๆๅๅฒใๅ็งไธญๆ่ฏๅ้ใๅ ฌๅธๅๅญๅคงๅ จใๅค่ฏ่ฏๅบใIT่ฏๅบใ่ดข็ป่ฏๅบใๆ่ฏญ่ฏๅบใๅฐๅ่ฏๅบใๅๅฒๅไบบ่ฏๅบใ่ฏ่ฏ่ฏๅบใๅปๅญฆ่ฏๅบใ้ฅฎ้ฃ่ฏๅบใๆณๅพ่ฏๅบใๆฑฝ่ฝฆ่ฏๅบใๅจ็ฉ่ฏๅบใไธญๆ่ๅคฉ่ฏญๆใไธญๆ่ฐฃ่จๆฐๆฎใ็พๅบฆไธญๆ้ฎ็ญๆฐๆฎ้ใๅฅๅญ็ธไผผๅบฆๅน้ ็ฎๆณ้ๅใbert่ตๆบใๆๆฌ็ๆ&ๆ่ฆ็ธๅ ณๅทฅๅ ทใcocoNLPไฟกๆฏๆฝๅๅทฅๅ ทใๅฝๅ ็ต่ฏๅท็ ๆญฃๅๅน้ ใๆธ ๅๅคงๅญฆXLORE:ไธญ่ฑๆ่ทจ่ฏญ่จ็พ็ง็ฅ่ฏๅพ่ฐฑใๆธ ๅๅคงๅญฆไบบๅทฅๆบ่ฝๆๆฏ็ณปๅๆฅๅใ่ช็ถ่ฏญ่จ็ๆใNLUๅคช้พไบ็ณปๅใ่ชๅจๅฏน่ๆฐๆฎๅๆบๅจไบบใ็จๆทๅ้ปๅๅๅ่กจใ็ฝชๅๆณๅกๅ่ฏๅๅ็ฑปๆจกๅใๅพฎไฟกๅ ฌไผๅท่ฏญๆใcs224nๆทฑๅบฆๅญฆไน ่ช็ถ่ฏญ่จๅค็่ฏพ็จใไธญๆๆๅๆฑๅญ่ฏๅซใไธญๆ่ช็ถ่ฏญ่จๅค็ ่ฏญๆ/ๆฐๆฎ้ใๅ้ๅฝๅ็ฅๅจใๅ่ฏ่ฏญๆๅบ+ไปฃ็ ใไปปๅกๅๅฏน่ฏ่ฑๆๆฐๆฎ้ใASR ่ฏญ้ณๆฐๆฎ้ + ๅบไบๆทฑๅบฆๅญฆไน ็ไธญๆ่ฏญ้ณ่ฏๅซ็ณป็ปใ็ฌๅฃฐๆฃๆตๅจใMicrosoftๅค่ฏญ่จๆฐๅญ/ๅไฝ/ๅฆๆฅๆๆถ้ด่ฏๅซๅ ใไธญๅๆฐๅๅญๅ ธๆฐๆฎๅบๅapi(ๅ ๆฌๅธธ็จๆญๅ่ฏญใๆ่ฏญใ่ฏ่ฏญๅๆฑๅญ)ใๆๆกฃๅพ่ฐฑ่ชๅจ็ๆใSpaCy ไธญๆๆจกๅใCommon Voice่ฏญ้ณ่ฏๅซๆฐๆฎ้ๆฐ็ใ็ฅ็ป็ฝ็ปๅ ณ็ณปๆฝๅใๅบไบbert็ๅฝๅๅฎไฝ่ฏๅซใๅ ณ้ฎ่ฏ(Keyphrase)ๆฝๅๅ pkeใๅบไบๅป็้ขๅ็ฅ่ฏๅพ่ฐฑ็้ฎ็ญ็ณป็ปใๅบไบไพๅญๅฅๆณไธ่ฏญไน่ง่ฒๆ ๆณจ็ไบไปถไธๅ ็ปๆฝๅใไพๅญๅฅๆณๅๆ4ไธๅฅ้ซ่ดจ้ๆ ๆณจๆฐๆฎใcnocr๏ผ็จๆฅๅไธญๆOCR็Python3ๅ ใไธญๆไบบ็ฉๅ ณ็ณป็ฅ่ฏๅพ่ฐฑ้กน็ฎใไธญๆnlp็ซ่ต้กน็ฎๅไปฃ็ ๆฑๆปใไธญๆๅญ็ฌฆๆฐๆฎใspeech-aligner: ไปโไบบๅฃฐ่ฏญ้ณโๅๅ ถโ่ฏญ่จๆๆฌโไบง็้ณ็ด ็บงๅซๆถ้ดๅฏน้ฝๆ ๆณจ็ๅทฅๅ ทใAmpliGraph: ็ฅ่ฏๅพ่ฐฑ่กจ็คบๅญฆไน (Python)ๅบ๏ผ็ฅ่ฏๅพ่ฐฑๆฆๅฟต้พๆฅ้ขๆตใScattertext ๆๆฌๅฏ่งๅ(python)ใ่ฏญ่จ/็ฅ่ฏ่กจ็คบๅทฅๅ ท๏ผBERT & ERNIEใไธญๆๅฏนๆฏ่ฑๆ่ช็ถ่ฏญ่จๅค็NLP็ๅบๅซ็ปผ่ฟฐใSynonymsไธญๆ่ฟไน่ฏๅทฅๅ ทๅ ใHarvestText้ขๅ่ช้ๅบๆๆฌๆๆๅทฅๅ ท๏ผๆฐ่ฏๅ็ฐ-ๆ ๆๅๆ-ๅฎไฝ้พๆฅ็ญ๏ผใword2word๏ผ(Python)ๆนไพฟๆ็จ็ๅค่ฏญ่จ่ฏ-่ฏๅฏน้๏ผ62็ง่ฏญ่จ/3,564ไธชๅค่ฏญ่จๅฏนใ่ฏญ้ณ่ฏๅซ่ฏญๆ็ๆๅทฅๅ ท๏ผไปๅ ทๆ้ณ้ข/ๅญๅน็ๅจ็บฟ่ง้ขๅๅปบ่ชๅจ่ฏญ้ณ่ฏๅซ(ASR)่ฏญๆๅบใๆๅปบๅป็ๅฎไฝ่ฏๅซ็ๆจกๅ๏ผๅ ๅซ่ฏๅ ธๅ่ฏญๆๆ ๆณจ๏ผใๅๆๆกฃ้็็ฃ็ๅ ณ้ฎ่ฏๆฝๅใKashgariไธญไฝฟ็จgpt-2่ฏญ่จๆจกๅใๅผๆบ็้่ๆ่ตๆฐๆฎๆๅๅทฅๅ ทใๆๆฌ่ชๅจๆ่ฆๅบTextTeaser: ไป ๆฏๆ่ฑๆใไบบๆฐๆฅๆฅ่ฏญๆๅค็ๅทฅๅ ท้ใไธไบๅ ณไบ่ช็ถ่ฏญ่จ็ๅบๆฌๆจกๅใๅบไบ14Wๆญๆฒ็ฅ่ฏๅบ็้ฎ็ญๅฐ่ฏ--ๅ่ฝๅ ๆฌๆญ่ฏๆฅ้พandๅทฒ็ฅๆญ่ฏๆพๆญๆฒไปฅๅๆญๆฒๆญๆๆญ่ฏไธ่งๅ ณ็ณป็้ฎ็ญใๅบไบSiamese bilstmๆจกๅ็็ธไผผๅฅๅญๅคๅฎๆจกๅๅนถๆไพ่ฎญ็ปๆฐๆฎ้ๅๆต่ฏๆฐๆฎ้ใ็จTransformer็ผ่งฃ็ ๆจกๅๅฎ็ฐ็ๆ นๆฎHacker Newsๆ็ซ ๆ ้ข่ชๅจ็ๆ่ฏ่ฎบใ็จBERT่ฟ่กๅบๅๆ ่ฎฐๅๆๆฌๅ็ฑป็ๆจกๆฟไปฃ็ ใLitBank๏ผNLPๆฐๆฎ้โโๆฏๆ่ช็ถ่ฏญ่จๅค็ๅ่ฎก็ฎไบบๆๅญฆ็งไปปๅก็100้จๅธฆๆ ่ฎฐ่ฑๆๅฐ่ฏด่ฏญๆใ็พๅบฆๅผๆบ็ๅบๅไฟกๆฏๆฝๅ็ณป็ปใ่ๅๆฐ้ปๆฐๆฎ้ใFacebook: LAMA่ฏญ่จๆจกๅๅๆ๏ผๆไพTransformer-XL/BERT/ELMo/GPT้ข่ฎญ็ป่ฏญ่จๆจกๅ็็ปไธ่ฎฟ้ฎๆฅๅฃใCommonsenseQA๏ผ้ขๅๅธธ่ฏ็่ฑๆQAๆๆใไธญๆ็ฅ่ฏๅพ่ฐฑ่ตๆใๆฐๆฎๅๅทฅๅ ทใๅๅคงๅ ฌๅธๅ ้จ้ๅคง็ๅไบซ็ๆๆฏๆๆกฃ PDF ๆ่ PPTใ่ช็ถ่ฏญ่จ็ๆSQL่ฏญๅฅ๏ผ่ฑๆ๏ผใไธญๆNLPๆฐๆฎๅขๅผบ๏ผEDA๏ผๅทฅๅ ทใ่ฑๆNLPๆฐๆฎๅขๅผบๅทฅๅ ท ใๅบไบๅป่ฏ็ฅ่ฏๅพ่ฐฑ็ๆบ่ฝ้ฎ็ญ็ณป็ปใไบฌไธๅๅ็ฅ่ฏๅพ่ฐฑใๅบไบmongodbๅญๅจ็ๅไบ้ขๅ็ฅ่ฏๅพ่ฐฑ้ฎ็ญ้กน็ฎใๅบไบ่ฟ็็ฃ็ไธญๆๅ ณ็ณปๆฝๅใ่ฏญ้ณๆ ๆๅๆใไธญๆULMFiT-ๆ ๆๅๆ-ๆๆฌๅ็ฑป-่ฏญๆๅๆจกๅใไธไธชๆ็ งๅ้ข็จๅบใไธ็ๅๅฝๅคง่งๆจกไบบๅๅบใไธไธชๅฉ็จๆ่ถฃไธญๆ่ฏญๆๅบ qingyun ่ฎญ็ปๅบๆฅ็ไธญๆ่ๅคฉๆบๅจไบบใไธญๆ่ๅคฉๆบๅจไบบseqGANใ็ๅธๅบ้่กๆฟๅบๅๆฐๆฎๅธฆๆผ้ณๆ ๆณจใๆ่ฒ่กไธๆฐ้ป่ฏญๆๅบๅ ๅซ่ชๅจๆๆๅ่ฝใๅผๆพไบๅฏน่ฏๆบๅจไบบ-็ฅ่ฏๅพ่ฐฑ-่ฏญไน็่งฃ-่ช็ถ่ฏญ่จๅค็ๅทฅๅ ทๅๆฐๆฎใไธญๆ็ฅ่ฏๅพ่ฐฑ๏ผๅบไบ็พๅบฆ็พ็งไธญๆ้กต้ข-ๆฝๅไธๅ ็ปไฟกๆฏ-ๆๅปบไธญๆ็ฅ่ฏๅพ่ฐฑใmasr: ไธญๆ่ฏญ้ณ่ฏๅซ-ๆไพ้ข่ฎญ็ปๆจกๅ-้ซ่ฏๅซ็ใPython้ณ้ขๆฐๆฎๅขๅนฟๅบใไธญๆๅ จ่ฏ่ฆ็BERTๅไธคไปฝ้ ่ฏป็่งฃๆฐๆฎใConvLab๏ผๅผๆบๅคๅ็ซฏๅฐ็ซฏๅฏน่ฏ็ณป็ปๅนณๅฐใไธญๆ่ช็ถ่ฏญ่จๅค็ๆฐๆฎ้ใๅบไบๆๆฐ็ๆฌrasaๆญๅปบ็ๅฏน่ฏ็ณป็ปใๅบไบTensorFlowๅBERT็็ฎก้ๅผๅฎไฝๅๅ ณ็ณปๆฝๅใไธไธชๅฐๅ็่ฏๅธ็ฅ่ฏๅพ่ฐฑ/็ฅ่ฏๅบใๅค็ๆๆNLPๆฏ่ต็TOPๆนๆกใOpenCLaP๏ผๅค้ขๅๅผๆบไธญๆ้ข่ฎญ็ป่ฏญ่จๆจกๅไปๅบใUER๏ผๅบไบไธๅ่ฏญๆ+็ผ็ ๅจ+็ฎๆ ไปปๅก็ไธญๆ้ข่ฎญ็ปๆจกๅไปๅบใไธญๆ่ช็ถ่ฏญ่จๅค็ๅ้ๅ้ใๅบไบ้่-ๅธๆณ้ขๅ(ๅ ผๆ้ฒ่ๆง่ดจ)็่ๅคฉๆบๅจไบบใg2pC๏ผๅบไบไธไธๆ็ๆฑ่ฏญ่ฏป้ณ่ชๅจๆ ่ฎฐๆจกๅใZincbase ็ฅ่ฏๅพ่ฐฑๆๅปบๅทฅๅ ทๅ ใ่ฏๆญ่ดจ้่ฏไปท/็ป็ฒๅบฆๆ ๆ่ฏๆญ่ฏญๆๅบใๅฟซ้่ฝฌๅใไธญๆๆฐๅญใๅใ้ฟๆไผฏๆฐๅญใใ็พๅบฆ็ฅ้้ฎ็ญ่ฏญๆๅบใๅบไบ็ฅ่ฏๅพ่ฐฑ็้ฎ็ญ็ณป็ปใjieba_fast ๅ ้็็jiebaใๆญฃๅ่กจ่พพๅผๆ็จใไธญๆ้ ่ฏป็่งฃๆฐๆฎ้ใๅบไบBERT็ญๆๆฐ่ฏญ่จๆจกๅ็ๆฝๅๅผๆ่ฆๆๅใPythonๅฉ็จๆทฑๅบฆๅญฆไน ่ฟ่กๆๆฌๆ่ฆ็็ปผๅๆๅใ็ฅ่ฏๅพ่ฐฑๆทฑๅบฆๅญฆไน ็ธๅ ณ่ตๆๆด็ใ็ปดๅบๅคง่งๆจกๅนณ่กๆๆฌ่ฏญๆใStanfordNLP 0.2.0๏ผ็บฏPython็่ช็ถ่ฏญ่จๅค็ๅ ใNeuralNLP-NeuralClassifier๏ผ่ พ่ฎฏๅผๆบๆทฑๅบฆๅญฆไน ๆๆฌๅ็ฑปๅทฅๅ ทใ็ซฏๅฐ็ซฏ็ๅฐ้ญๅๅฏน่ฏ็ณป็ปใไธญๆๅฝๅๅฎไฝ่ฏๅซ๏ผNeuroNER vs. BertNERใๆฐ้ปไบไปถ็บฟ็ดขๆฝๅใ2019ๅนด็พๅบฆ็ไธๅ ็ปๆฝๅๆฏ่ต๏ผโ็งๅญฆ็ฉบ้ด้โๆบ็ ใๅบไบไพๅญๅฅๆณ็ๅผๆพๅๆๆฌ็ฅ่ฏไธๅ ็ปๆฝๅๅ็ฅ่ฏๅบๆๅปบใไธญๆ็GPT2่ฎญ็ปไปฃ็ ใML-NLP - ๆบๅจๅญฆไน (Machine Learning)NLP้ข่ฏไธญๅธธ่ๅฐ็็ฅ่ฏ็นๅไปฃ็ ๅฎ็ฐใnlp4han:ไธญๆ่ช็ถ่ฏญ่จๅค็ๅทฅๅ ท้(ๆญๅฅ/ๅ่ฏ/่ฏๆงๆ ๆณจ/็ปๅ/ๅฅๆณๅๆ/่ฏญไนๅๆ/NER/Nๅ ่ฏญๆณ/HMM/ไปฃ่ฏๆถ่งฃ/ๆ ๆๅๆ/ๆผๅๆฃๆฅใXLM๏ผFacebook็่ทจ่ฏญ่จ้ข่ฎญ็ป่ฏญ่จๆจกๅใ็จๅบไบBERT็ๅพฎ่ฐๅ็นๅพๆๅๆนๆณๆฅ่ฟ่ก็ฅ่ฏๅพ่ฐฑ็พๅบฆ็พ็งไบบ็ฉ่ฏๆกๅฑๆงๆฝๅใไธญๆ่ช็ถ่ฏญ่จๅค็็ธๅ ณ็ๅผๆพไปปๅก-ๆฐๆฎ้-ๅฝๅๆไฝณ็ปๆใCoupletAI - ๅบไบCNN+Bi-LSTM+Attention ็่ชๅจๅฏนๅฏน่็ณป็ปใๆฝ่ฑก็ฅ่ฏๅพ่ฐฑใMiningZhiDaoQACorpus - 580ไธ็พๅบฆ็ฅ้้ฎ็ญๆฐๆฎๆๆ้กน็ฎใbrat rapid annotation tool: ๅบๅๆ ๆณจๅทฅๅ ทใๅคง่งๆจกไธญๆ็ฅ่ฏๅพ่ฐฑๆฐๆฎ๏ผ1.4ไบฟๅฎไฝใๆฐๆฎๅขๅผบๅจๆบๅจ็ฟป่ฏๅๅ ถไปnlpไปปๅกไธญ็ๅบ็จๅๆๆใallennlp้ ่ฏป็่งฃ:ๆฏๆๅค็งๆฐๆฎๅๆจกๅใPDF่กจๆ ผๆฐๆฎๆๅๅทฅๅ ท ใ Graphbrain๏ผAIๅผๆบ่ฝฏไปถๅบๅ็ง็ ๅทฅๅ ท๏ผ็ฎ็ๆฏไฟ่ฟ่ชๅจๆไนๆๅๅๆๆฌ็่งฃไปฅๅ็ฅ่ฏ็ๆข็ดขๅๆจๆญใ็ฎๅ่ชๅจ็ญ้็ณป็ปใๅบไบๅฝๅๅฎไฝ่ฏๅซ็็ฎๅ่ชๅจๆ่ฆใไธญๆ่ฏญ่จ็่งฃๆต่ฏๅบๅ๏ผๅ ๆฌไปฃ่กจๆง็ๆฐๆฎ้&ๅบๅๆจกๅ&่ฏญๆๅบ&ๆ่กๆฆใๆ ๆด OCR ๆๅญ่ฏๅซ ใไปๅ ๅซ่กจๆ ผ็ๆซๆๅพ็ไธญ่ฏๅซ่กจๆ ผๅๆๅญใ่ฏญๅฃฐ่ฟ็งปใPythonๅฃ่ฏญ่ช็ถ่ฏญ่จๅค็ๅทฅๅ ท้(่ฑๆ)ใ similarity๏ผ็ธไผผๅบฆ่ฎก็ฎๅทฅๅ ทๅ ๏ผjava็ผๅใๆตท้ไธญๆ้ข่ฎญ็ปALBERTๆจกๅ ใTransformers 2.0 ใๅบไบๅคง่งๆจก้ณ้ขๆฐๆฎ้Audioset็้ณ้ขๅขๅผบ ใPoplar๏ผ็ฝ้กต็่ช็ถ่ฏญ่จๆ ๆณจๅทฅๅ ทใๅพ็ๆๅญๅป้ค๏ผๅฏ็จไบๆผซ็ป็ฟป่ฏ ใ186็ง่ฏญ่จ็ๆฐๅญๅซๆณๅบใAmazonๅๅธๅบไบ็ฅ่ฏ็ไบบ-ไบบๅผๆพ้ขๅๅฏน่ฏๆฐๆฎ้ ใไธญๆๆๆฌ็บ ้ๆจกๅไปฃ็ ใ็น็ฎไฝ่ฝฌๆข ใ Pythonๅฎ็ฐ็ๅค็งๆๆฌๅฏ่ฏปๆง่ฏไปทๆๆ ใ็ฑปไผผไบไบบๅ/ๅฐๅ/็ป็ปๆบๆๅ็ๅฝๅไฝ่ฏๅซๆฐๆฎ้ ใไธๅๅคงๅญฆใ็ฅ่ฏๅพ่ฐฑใ็ ็ฉถ็่ฏพ็จ(่ตๆ)ใ. ่ฑๆๆผๅๆฃๆฅๅบ ใ wwsearchๆฏไผไธๅพฎไฟกๅๅฐ่ช็ ็ๅ จๆๆฃ็ดขๅผๆใCHAMELEON๏ผๆทฑๅบฆๅญฆไน ๆฐ้ปๆจ่็ณป็ปๅ ๆถๆ ใ 8็ฏ่ฎบๆๆขณ็BERT็ธๅ ณๆจกๅ่ฟๅฑไธๅๆใDocSearch๏ผๅ ่ดนๆๆกฃๆ็ดขๅผๆใ LIDA๏ผ่ฝป้ไบคไบๅผๅฏน่ฏๆ ๆณจๅทฅๅ ท ใaili - the fastest in-memory index in the East ไธๅ็ๆๅฟซๅนถๅ็ดขๅผ ใ็ฅ่ฏๅพ่ฐฑ่ฝฆ้ณๅทฅไฝ้กน็ฎใ่ช็ถ่ฏญ่จ็ๆ่ตๆบๅคงๅ จ ใไธญๆฅ้ฉๅ่ฏๅบmecab็Pythonๆฅๅฃๅบใไธญๆๆๆฌๆ่ฆ/ๅ ณ้ฎ่ฏๆๅใๆฑๅญๅญ็ฌฆ็นๅพๆๅๅจ (featurizer)๏ผๆๅๆฑๅญ็็นๅพ๏ผๅ้ณ็นๅพใๅญๅฝข็นๅพ๏ผ็จๅๆทฑๅบฆๅญฆไน ็็นๅพใไธญๆ็ๆไปปๅกๅบๅๆต่ฏ ใไธญๆ็ผฉๅๆฐๆฎ้ใไธญๆไปปๅกๅบๅๆต่ฏ - ไปฃ่กจๆง็ๆฐๆฎ้-ๅบๅ(้ข่ฎญ็ป)ๆจกๅ-่ฏญๆๅบ-baseline-ๅทฅๅ ทๅ -ๆ่กๆฆใPySS3๏ผ้ขๅๅฏ่งฃ้AI็SS3ๆๆฌๅ็ฑปๅจๆบๅจๅฏ่งๅๅทฅๅ ท ใไธญๆNLPๆฐๆฎ้ๅ่กจใCOPE - ๆ ผๅพ่ฏ็ผ่พ็จๅบใdoccano๏ผๅบไบ็ฝ้กต็ๅผๆบๅๅๅค่ฏญ่จๆๆฌๆ ๆณจๅทฅๅ ท ใPreNLP๏ผ่ช็ถ่ฏญ่จ้ขๅค็ๅบใ็ฎๅ็็ฎๅ่งฃๆๅจ๏ผ็จๆฅไป็ฎๅไธญๆๅๅ ณ้ฎไฟกๆฏใ็จไบไธญๆ้ฒ่็GPT2ๆจกๅ๏ผGPT2-chitchatใๅบไบๆฃ็ดข่ๅคฉๆบๅจไบบๅค่ฝฎๅๅบ้ๆฉ็ธๅ ณ่ตๆบๅ่กจ(LeaderboardsใDatasetsใPapers)ใ(Colab)ๆฝ่ฑกๆๆฌๆ่ฆๅฎ็ฐ้้ฆ(ๆ็จ ใ่ฏ่ฏญๆผ้ณๆฐๆฎใ้ซๆๆจก็ณๆ็ดขๅทฅๅ ทใNLPๆฐๆฎๅขๅนฟ่ตๆบ้ใๅพฎ่ฝฏๅฏน่ฏๆบๅจไบบๆกๆถ ใ GitHub Typo Corpus๏ผๅคง่งๆจกGitHubๅค่ฏญ่จๆผๅ้่ฏฏ/่ฏญๆณ้่ฏฏๆฐๆฎ้ใTextCluster๏ผ็ญๆๆฌ่็ฑป้ขๅค็ๆจกๅ Short text clusterใ้ขๅ่ฏญ้ณ่ฏๅซ็ไธญๆๆๆฌ่ง่ๅใBLINK๏ผๆๅ ่ฟ็ๅฎไฝ้พๆฅๅบใBertPunc๏ผๅบไบBERT็ๆๅ ่ฟๆ ็นไฟฎๅคๆจกๅใTokenizer๏ผๅฟซ้ใๅฏๅฎๅถ็ๆๆฌ่ฏๆกๅๅบใไธญๆ่ฏญ่จ็่งฃๆต่ฏๅบๅ๏ผๅ ๆฌไปฃ่กจๆง็ๆฐๆฎ้ใๅบๅ(้ข่ฎญ็ป)ๆจกๅใ่ฏญๆๅบใๆ่กๆฆใspaCy ๅปๅญฆๆๆฌๆๆไธไฟกๆฏๆๅ ใ NLPไปปๅก็คบไพ้กน็ฎไปฃ็ ้ใ pythonๆผๅๆฃๆฅๅบใchatbot-list - ่กไธๅ ๅ ณไบๆบ่ฝๅฎขๆใ่ๅคฉๆบๅจไบบ็ๅบ็จๅๆถๆใ็ฎๆณๅไบซๅไป็ปใ่ฏญ้ณ่ดจ้่ฏไปทๆๆ (MOSNet, BSSEval, STOI, PESQ, SRMR)ใ ็จ138GB่ฏญๆ่ฎญ็ป็ๆณๆRoBERTa้ข่ฎญ็ป่ฏญ่จๆจกๅ ใBERT-NER-Pytorch๏ผไธ็งไธๅๆจกๅผ็BERTไธญๆNERๅฎ้ชใๆ ้่ฏๅ ธ - ๆ้่ฏๅ ธ็ๅฝไปค่ก็ๆฌ๏ผๆฏๆ่ฑๆฑไบๆฅๅๅจ็บฟๆฅ่ฏขใ2019ๅนดNLPไบฎ็นๅ้กพใ Chinese medical dialogue data ไธญๆๅป็ๅฏน่ฏๆฐๆฎ้ ใๆๅฅฝ็ๆฑๅญๆฐๅญ(ไธญๆๆฐๅญ)-้ฟๆไผฏๆฐๅญ่ฝฌๆขๅทฅๅ ทใ ๅบไบ็พ็ง็ฅ่ฏๅบ็ไธญๆ่ฏ่ฏญๅค่ฏไน/ไน้กน่ทๅไธ็นๅฎๅฅๅญ่ฏ่ฏญ่ฏญไนๆถๆญงใawesome-nlp-sentiment-analysis - ๆ ๆๅๆใๆ ็ปชๅๅ ่ฏๅซใ่ฏไปทๅฏน่ฑกๅ่ฏไปท่ฏๆฝๅใLineFlow๏ผ้ขๅๆๆๆทฑๅบฆๅญฆไน ๆกๆถ็NLPๆฐๆฎ้ซๆๅ ่ฝฝๅจใไธญๆๅปๅญฆNLPๅ ฌๅผ่ตๆบๆด็ ใMedQuAD๏ผ(่ฑๆ)ๅปๅญฆ้ฎ็ญๆฐๆฎ้ใๅฐ่ช็ถ่ฏญ่จๆฐๅญไธฒ่งฃๆ่ฝฌๆขไธบๆดๆฐๅๆตฎ็นๆฐใTransfer Learning in Natural Language Processing (NLP) ใ้ขๅ่ฏญ้ณ่ฏๅซ็ไธญๆ/่ฑๆๅ้ณ่พๅ ธใTokenizers๏ผๆณจ้ๆง่ฝไธๅคๅ่ฝๆง็ๆๅ ่ฟๅ่ฏๅจใCLUENER ็ป็ฒๅบฆๅฝๅๅฎไฝ่ฏๅซ Fine Grained Named Entity Recognitionใ ๅบไบBERT็ไธญๆๅฝๅๅฎไฝ่ฏๅซใไธญๆ่ฐฃ่จๆฐๆฎๅบใNLPๆฐๆฎ้/ๅบๅไปปๅกๅคงๅ่กจใnlp็ธๅ ณ็ไธไบ่ฎบๆๅไปฃ็ , ๅ ๆฌไธป้ขๆจกๅใ่ฏๅ้(Word Embedding)ใๅฝๅๅฎไฝ่ฏๅซ(NER)ใๆๆฌๅ็ฑป(Text Classificatin)ใๆๆฌ็ๆ(Text Generation)ใๆๆฌ็ธไผผๆง(Text Similarity)่ฎก็ฎ็ญ๏ผๆถๅๅฐๅ็งไธnlp็ธๅ ณ็็ฎๆณ๏ผๅบไบkerasๅtensorflow ใPythonๆๆฌๆๆ/NLPๅฎๆ็คบไพใ Blackstone๏ผ้ขๅ้็ปๆๅๆณๅพๆๆฌ็spaCy pipelineๅNLPๆจกๅ้่ฟๅไน่ฏๆฟๆขๅฎ็ฐๆๆฌโๅ่ธโ ใไธญๆ ้ข่ฎญ็ป ELECTREA ๆจกๅ: ๅบไบๅฏนๆๅญฆไน pretrain Chinese Model ใalbert-chinese-ner - ็จ้ข่ฎญ็ป่ฏญ่จๆจกๅALBERTๅไธญๆNER ใๅบไบGPT2็็นๅฎไธป้ขๆๆฌ็ๆ/ๆๆฌๅขๅนฟใๅผๆบ้ข่ฎญ็ป่ฏญ่จๆจกๅๅ้ใๅค่ฏญ่จๅฅๅ้ๅ ใ็ผ็ ใๆ ่ฎฐๅๅฎ็ฐ๏ผไธ็งๅฏๆง้ซๆ็ๆๆฌ็ๆๆนๆณใ ่ฑๆ่่ฏๅคงๅ่กจ ใattnvis๏ผGPT2ใBERT็ญtransformer่ฏญ่จๆจกๅๆณจๆๅไบคไบๅฏ่งๅใCoVoST๏ผFacebookๅๅธ็ๅค่ฏญ็ง่ฏญ้ณ-ๆๆฌ็ฟป่ฏ่ฏญๆๅบ๏ผๅ ๆฌ11็ง่ฏญ่จ(ๆณ่ฏญใๅพท่ฏญใ่ทๅ ฐ่ฏญใไฟ่ฏญใ่ฅฟ็ญ็่ฏญใๆๅคงๅฉ่ฏญใๅ่ณๅ ถ่ฏญใๆณขๆฏ่ฏญใ็ๅ ธ่ฏญใ่ๅค่ฏญๅไธญๆ)็่ฏญ้ณใๆๅญ่ฝฌๅฝๅ่ฑๆ่ฏๆใJiagu่ช็ถ่ฏญ่จๅค็ๅทฅๅ ท - ไปฅBiLSTM็ญๆจกๅไธบๅบ็ก๏ผๆไพ็ฅ่ฏๅพ่ฐฑๅ ณ็ณปๆฝๅ ไธญๆๅ่ฏ ่ฏๆงๆ ๆณจ ๅฝๅๅฎไฝ่ฏๅซ ๆ ๆๅๆ ๆฐ่ฏๅ็ฐ ๅ ณ้ฎ่ฏ ๆๆฌๆ่ฆ ๆๆฌ่็ฑป็ญๅ่ฝใ็จunetๅฎ็ฐๅฏนๆๆกฃ่กจๆ ผ็่ชๅจๆฃๆต๏ผ่กจๆ ผ้ๅปบใNLPไบไปถๆๅๆ็ฎ่ตๆบๅ่กจ ใ ้่้ขๅ่ช็ถ่ฏญ่จๅค็็ ็ฉถ่ตๆบๅคงๅ่กจใCLUEDatasetSearch - ไธญ่ฑๆNLPๆฐๆฎ้๏ผๆ็ดขๆๆไธญๆNLPๆฐๆฎ้๏ผ้ๅธธ็จ่ฑๆNLPๆฐๆฎ้ ใmedical_NER - ไธญๆๅปๅญฆ็ฅ่ฏๅพ่ฐฑๅฝๅๅฎไฝ่ฏๅซ ใ(ๅไฝ)่ฎฒๅ ๆๆจ็็ๅ ่ดนไนฆใ็ฅ่ฏๅพ่ฐฑ็ธๅ ณๅญฆไน ่ตๆ/ๆฐๆฎ้/ๅทฅๅ ท่ตๆบๅคงๅ่กจใForte๏ผ็ตๆดปๅผบๅคง็่ช็ถ่ฏญ่จๅค็pipelineๅทฅๅ ท้ ใPythonๅญ็ฌฆไธฒ็ธไผผๆง็ฎๆณๅบใPyLaia๏ผ้ขๅๆๅๆๆกฃๅๆ็ๆทฑๅบฆๅญฆไน ๅทฅๅ ทๅ ใTextFooler๏ผ้ๅฏนๆๆฌๅ็ฑป/ๆจ็็ๅฏนๆๆๆฌ็ๆๆจกๅใHaystack๏ผ็ตๆดปใๅผบๅคง็ๅฏๆฉๅฑ้ฎ็ญ(QA)ๆกๆถใไธญๆๅ ณ้ฎ็ญ่ฏญๆฝๅๅทฅๅ ท
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