Nlp & transformers

Hi, I am a property TensorFlow developer for more than 1+ year, and I have built different NLP models. My recent work with NLP models: [login to view URL] [login to view URL] I have completed several courses on machine learning from Coursera & Udemy, I have sound knowledge of TensorFlow(CNN, NLP, and TimeSeries). So, I can be the best match for your requirements. My LinkedIn: [login to view URL] My GitHub: [login to view URL] I am confident that my TensorFlow skills will match your needs, and I look forward to discussing my qualifications and suitability during an interview at your earliest convenience, thank you for your time and consideration. Best wishes Mostafa Zain

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Hello, I am interested in helping you with your NLP and transformers project. I have expertise in NLP and experience building transformer models for various NLP tasks. I understand that you have a dataset that needs to be summarized using a transformers model, and you have the code for every part of the TensorFlow library. To complete this project, I will utilize the initial dataset you have provided and develop a transformers model to summarize the text. I will use my expertise in NLP and transformers to ensure that the model is accurate and effective. Cheers

Hello Dear, As a seasoned data scientist with extensive experience in natural language processing, I am confident that I have the necessary skills and expertise to help you develop a high-quality AI model to summarize texts. I have reviewed your job description and understood your requirements for a transformers model for text summarization. I have also gone through the code snippets you have shared for the TensorFlow library, including the measurement Rouge1 Rouge3 RougeL RougeSum loss validation & loss train. If you have any questions or would like to discuss the project further, please feel free to contact me. Thank you for considering my proposal. Best regards, Alaa Rabie Khalifa

Dear Hiring Client, I am excited to apply for the NLP & transformers project you have posted. As a freelancer with extensive experience in NLP and machine learning, I am confident that I can deliver the results you are looking for. I have worked on a range of NLP tasks, including text generation, text classification, sentiment analysis, question answering, and fine-tuning transformer models. I am familiar with the TensorFlow library and have a proven track record of delivering high-quality results on NLP projects. I understand that time is of the essence for this project, and I am willing to work within your specified budget to deliver the results you need. I have reviewed the initial dataset you have provided, and I am confident that I can help you craft a robust transformer model for summarizing texts. I appreciate your straightforward approach to selecting a freelancer and respect your budget limitations. I am happy to work within your specified budget of $100 for this project. Please do not hesitate to contact me if you have any further questions or if you would like to discuss the project further Thank you for considering my application. Best regards, imran Ullah

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Hi Alaa Ahmed, I understand that you have a dataset that you would like to use to create a transformers model for summarizing texts. My approach to this project would be to start by analyzing your dataset and understanding the underlying patterns and structures within the data. From there, I would work to develop a model that can accurately summarize text while minimizing losses. To accomplish this, I would utilize my knowledge of the latest NLP techniques and state-of-the-art transformer models, such as BERT and GPT-3, to create a model that meets your needs. I would leverage TensorFlow libraries to develop and train the model, utilizing the available code you mentioned to ensure the proper measurement of Rouge1 Rouge3 RougeL RougeSum loss validation & loss train. Throughout the process, I would maintain clear communication with you to ensure that the model is being developed according to your requirements. I would also provide regular updates and work collaboratively with you to refine the model as necessary. I have a strong understanding of natural language processing and machine learning techniques and have successfully completed similar projects in the past. I am confident that my skills and experience make me an excellent fit for this project. Thank you for considering my proposal. I look forward to hearing from you soon.