#Thanks to https://theaidigest.in/question-answering-using-transformers-and-bert/
#Experimenting for few linkedin job descriptions
#!pip install transformers

from transformers import pipeline
nlp_qa = pipeline('question-answering')
print(nlp_qa(context='Overall 8+ years’ experience working on highly distributed and scalable enterprise applications .5+ years’ experience and in depth understanding of Data sciences, Big data, AI ML technologies and platforms Experience in projects involving large scale-multi dimensional databases, complex business infrastructure, and cross-functional teams. Successfully launched two to three ML projects. Experience building and delivering complex systems, preferably in eCommerce areas that leverage various machine learning algorithms or technologies. Hands on experience developing and implementing machine learning algorithms (classification, clustering, regression, random forest etc.), using relevant programming languages, and big data tools. Experience in evaluating and making decisions around the use of various algorithms and tools for a project. Extensive experience with advanced ML techniques (neural networks, deep learning, reinforcement learning, SVM, PCA, etc.). Experience with open-source technologies, ML libraries, and programming languages. Good understanding of various cloud platforms and services it provides in implementing Big Data and AI ML solutions. Good appreciation of CI/CD process, tools and able to guide the team in decision making related to CI/CD strategies. Experienced with Agile development management tool (JIRA, Git/Bitbucket, Bamboo) Experience with API and Microservices architecture-based systems development and operations Excellent Communication, Leadership and Interpersonal skills.', 
       question='What data science skills are required ?'))

print(nlp_qa(context='Overall 8+ years’ experience working on highly distributed and scalable enterprise applications .5+ years’ experience and in depth understanding of Data sciences, Big data, AI ML technologies and platforms Experience in projects involving large scale-multi dimensional databases, complex business infrastructure, and cross-functional teams. Successfully launched two to three ML projects. Experience building and delivering complex systems, preferably in eCommerce areas that leverage various machine learning algorithms or technologies. Hands on experience developing and implementing machine learning algorithms (classification, clustering, regression, random forest etc.), using relevant programming languages, and big data tools. Experience in evaluating and making decisions around the use of various algorithms and tools for a project. Extensive experience with advanced ML techniques (neural networks, deep learning, reinforcement learning, SVM, PCA, etc.). Experience with open-source technologies, ML libraries, and programming languages. Good understanding of various cloud platforms and services it provides in implementing Big Data and AI ML solutions. Good appreciation of CI/CD process, tools and able to guide the team in decision making related to CI/CD strategies. Experienced with Agile development management tool (JIRA, Git/Bitbucket, Bamboo) Experience with API and Microservices architecture-based systems development and operations Excellent Communication, Leadership and Interpersonal skills.', 
       question='What cloud computing stack are required ?'))

print(nlp_qa(context='Overall 8+ years’ experience working on highly distributed and scalable enterprise applications .5+ years’ experience and in depth understanding of Data sciences, Big data, AI ML technologies and platforms Experience in projects involving large scale-multi dimensional databases, complex business infrastructure, and cross-functional teams. Successfully launched two to three ML projects. Experience building and delivering complex systems, preferably in eCommerce areas that leverage various machine learning algorithms or technologies. Hands on experience developing and implementing machine learning algorithms (classification, clustering, regression, random forest etc.), using relevant programming languages, and big data tools. Experience in evaluating and making decisions around the use of various algorithms and tools for a project. Extensive experience with advanced ML techniques (neural networks, deep learning, reinforcement learning, SVM, PCA, etc.). Experience with open-source technologies, ML libraries, and programming languages. Good understanding of various cloud platforms and services it provides in implementing Big Data and AI ML solutions. Good appreciation of CI/CD process, tools and able to guide the team in decision making related to CI/CD strategies. Experienced with Agile development management tool (JIRA, Git/Bitbucket, Bamboo) Experience with API and Microservices architecture-based systems development and operations Excellent Communication, Leadership and Interpersonal skills.', 
       question='What is level of experience ?'))