Classify job titles (form 2 sources) into standard caregories using scikit -comparing 2-3 different approaches -

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Dear Employer, I am writing to express my interest in the project of classifying job titles from different sources using Python. With my experience in Natural Language Processing (NLP) and Machine Learning (ML), I am confident that I can deliver high-quality results for this project. I have expertise in Python libraries such as NLTK, Scikit-Learn, and SpaCy, which are essential for text classification tasks. I can also preprocess the data and perform feature engineering to enhance the classification model's accuracy. I possess excellent analytical and problem-solving skills, and I can work collaboratively with clients to understand their requirements and provide customized solutions. Thank you for considering my application. I am excited about the opportunity to work with you and deliver successful results. Best Regards, Ferdous

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Hi, I have read your requirements and looked at the attachment. Being a computer science grad and a software professional, I have experience in machine learning algorithms. I can use TF-IDF or BoW methods and implement this classification using scikit in python. Please message me to discuss further. Looking forward to working with you. Thanks and regards, Harish

I am experienced python developer with strong experience in aws as well. I can create software on AWS EC2 in python from the scratch. Thanks.

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Hello there I read your job description and I see you need a text classification from the job title and headline. This is NLP project and I will use scikit-learn, for this classification, we can use KNN, SVM, Decision Tree, Random Forest, Naive Bayes, Logistic Regression etc. But, for model training, there should be labeled dataset(corpus). 1. Do you have labeled dataset(defined categories) for training? 2. tfidfvectorizer and word2vecis available, which one do you prefer? Please feel free to contact me for the details Regards. Denys

I can create software on AWS EC2 in python from the scratch. I can do it perfectly. Lets discuss more in chatbox so please message me.

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Hello I am a professional python developer. My main specializations are automation, web scrapers and bots development. I have already developed over 200 scrapers. From the simplest (for example, a competitor's price collector) to complex parsers (with authorization, bypassing captcha, rotating ips and others) which can collect millions of products from amazon. I have done web scrapers for: - Amazon - Instagram - Facebook - Google - Twitter - LinkedIn - Pinterest - Walmart - And many others For scraping I use: - Python - Requests - BeautifulSoup - Selenium - Scrapy - Pyautogui - Undetected Chromedriver - Rotating ips I can bypass: - CloudFlare - IP blocking - Captcha - Authorization required - Other limitations Django / PostgreSQL For big scraping projects I usually use Django with PostgreSQL. This allows us to store information in a database for further processing and use. I also set up an administration area which allows us to check the data and set up scraper configs. If you need a professional solution in this area - I am ready to cooperate. I am ready to make a sample script before we start Regards, Oleg

Hello, Nice to bid on your project. I think python is the best language to process titles for your project. I am well-versed in various programming languages, including Python, C#, and C++, and have a strong background in algorithm development. I have a particular expertise in Python and GUI application development. Despite being new to this freelancing platform, I have over 18 years of experience in algorithm development. I am dedicated to providing high-quality results and am committed to meeting deadlines. Please take a look at my reviews for additional assurance of my capabilities. If you are looking for the best outcome, I would be honored to assist you. Results, not words, will prove my worth!

Hello am Collins and am a Machine Learning expert, based on your project requirements I will be able to write a python program that performs data scraping and categorizes the data that you have. I have done similar scripts but for betting site data and I believe it will be easier and fast to implement it for you. Please get in touch

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I am Machine Learning Engineer with four years of extensive experience in machine learning, Python, Deep Learning models, Tensorflow, Keras, scikit-learn, Pandas, image processing, and computer vision. I believe that my experience makes me the perfect person for this project. I have joined this platform after a while and have necessary skillsets and knowledge base to provide accurate predictions for your dataset. Please leave a message on my chat so that we could start working on the project.

Hi There! You need to Create software on AWS EC2 in python from the scratch. I have seen the project description carefully also saw the attachments send me a message for more discussion. I'm a Python programmer with knowledge in Angular, Django, and MongoDB. Heroku applications and Python. I have CRUD experience and always use agile project development. My Python Django abilities include: - Setting up web applications on Pythonanywhere, Heroku, DigitalOcean, Webfaction, and AWS. - WSGI, Gunicorn, and FCGI configurations for the Nginx and Apache servers. - Making use of version control software such as GIT and SVN. - The popular Python coding tools Flake8, Pylint, Codacy, and Pydocstyle. - Docker deployment is used. - Web development with Django, Flask, and Web2py. - Agile environment that moves quickly and uses Scrum and test-driven development (TDD) I am a skilled algorithm developer. I've successfully resolved several difficult analytical problems using Python programming, and I have experience with the Django framework and Python Automation. Among my key areas of competence are Django, MySQL, Mongo DB, and AWS Services. Additionally, I have extremely extensive knowledge of Javascript, Google App Engine, Cloud services, Jason, REST-style APIs, HTML, CSS, LESS, Bootstrap, Paypal, and Authorize.net. Thank you for your time and consideration. With Regards, Mahima

Hello, Greetings for the Day!!! I have gone through your requirement and understood every aspect of them. I am an experienced Python developer and would be glad to help you build the software on AWS EC2 to extract standardized roles from an .xls spreadsheet using machine learning techniques such as TfidfVectorizer and clustering/classification. As referring to my experience I can fulfil all your requirements. I look forward to the opportunity to contribute my skills to your project. When you want this project to be completed? I can start this project today itself. I will offer you seamless work with optimum quality. let's talk and get it done. Thanks and regards Vishal G,

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