Web scraping nlp jobs

...but it's not functioning as expected. I need a developer to address these issues, described below. - **Issue Description**: The script is crashing when scraping certain Telegram groups, which is likely due to the fact that it's not respecting selections. The error presented is “ AttributeError: 'MessageMediaWebPage' object has no attribute 'document'” I can provide the script if you want to check how it’s working. I am open to a whole new script being made. So long as it functions in a similar way. If not familiar you can view telethon api - **Expected Behavior**: The scraping script is supposed to collect data that matches specific regex patterns. This means that it's not just supposed to collect all messages or o...

I need a script that can scrape the Google Play store specific data from ...result. Key Project Details: - I require the script to scrape app names, descriptions, emails, download counts, and URL of the app. - The scraped data should be compiled into an Excel spreadsheet format for my review and analysis. - deploy the script into my server The Ideal Freelancer: - Proficient in web scraping tools and techniques - Experience working with Google Play store data - Competent in automating data extraction and processing - Ability to deliver a reliable, daily scraping solution - python experts, node.js experts If you think you're the right person for this job, please get in touch with your relevant experience and a brief overview of your proposed approach. The scrip...

I'm on the hunt for a skillful coder proficient in web scraping, specifically for Website A. The goal of this project is for obtaining valuable and significant data for analysis, competitive intelligence, and price comparison. While there's no explicit mention of the type of data to be scraped, I anticipate that a capable offering will cater to a variety of needs such as: - Text content - Image content - Metadata Ideal Experience and Skills: - Proven experience with web scraping - High proficiency in handling large data sets - Comfort in navigating Website A - Ability to collect comprehensive data categories Looking forward to a potential collaboration to achieve this goal!

I need a developer to help me create an automated web scraper. - This scraper should be able to operate on multiple websites. The ideal candidate should have experience in web scraping, data extraction, and automation. The ability to adapt to different types of data and websites is essential. Thank you

We are seeking a skilled developer or development team to create a comprehensive web crawler system. This system should scrape, structure, and update information from web pages, handle large projects, and be accessible via a powerful API. The system should offer user-friendly features for both individuals and businesses and include flexible user management for both customers and employees. Project Requirements 1. Web Crawling and Data Extraction -Develop a system capable of scraping entire websites and extracting data from each page. -The system should divide the scraped information into sections to facilitate easy reading and understanding. -For e-commerce sites, the system should identify and structure the following information: --Product category (including ...

Hi, I need the following scraped. You can use scraping software or script. YellowPages might be the easiest - law firms and lawyers - only name and email - Colorado, USA

I'm looking to e...intend to use the ChatGPT API where I'll send text and image data for processing. The desired outcome is a response that can be used to engage with users. Ideal Skills: - **Spring Boot**: A strong understanding of Spring Boot is crucial to ensure seamless integration of ChatGPT within my application. - **ChatGPT API**: Experience working with the ChatGPT API or similar natural language processing (NLP) tools is highly desirable. - **Q&A Functionality**: Knowledge of creating Q&A systems or similar chatbot implementations would be beneficial. The end product I'm looking for is an integrated system where users can ask basic questions and receive relevant responses from the ChatGPT engine. The goal is to make user interaction within the appli...

I need historical stock prices and income statement data, deliver python script to collect this data for an arbitrary stock from google finance.

Hello, This is a $20 project. Looking for a freelancer to develop a python script to retrieve restaurant data from Google Maps using the Maps/Places API. The script should target restaurants that have a phone number and *do not* have a website. The inputs I need to enter are: - Location (latitude and longitude) - Search Radius (in meters) - Ensure the business/place is a restaurant, bakery, etc. Key Data to Retrieve, output in a .CSV: - Business Name - Address - Phone Number - Google Maps URL Thank you, trooper501

I'm in need of a skilled professional to help me create a data mining script. The task involves mining emails, data from a certain website and delivering the data in...and delivering the data in a raw text file format. Key Requirements: - Develop a data miner script that can effectively scrape email data from websites. - Ensure the script can handle multiple sources and is scalable for future needs. - Deliver the mined data in a raw text file format. Ideal Skills: - Proficiency in web scraping and data mining techniques. - Experience with developing scripts for text data mining. - Strong knowledge of scripting languages suitable for scraping like Python/BeautifulSoup, R, etc. Please provide samples of your previous similar projects or portfolio that demonstra...

I'm looking for an Indian Python developer to create a script that can retrieve specific data from Telegram. Key Points: - The script should be able to fetch phone numbers and migration of users from Telegram. The ideal candidate should: - Have a strong background in Python development - Be familiar with working with API's - Have experience in web scraping - Have a good understanding of data privacy and security - Be able to deliver the project on a monthly basis. Looking forward to hearing from Python developers with relevant experience.

I'm looking for someone who can...for someone who can create a WordPress plugin for scraping manga websites. Plugin Requirements: 1. Grab per chapter by link. 2. Grab full chapter by link. 3. Grab new manga by link. 4. Compatible with various manga themes. 5. Images from the scraped content should be uploaded to s3 storage. 6. Must have 10 sources for scraping (with a guarantee that if one source fails or the website goes down, it can switch to another source). Usage Flow: 1. I create a manga post and fill in the manga link in the metabox. 2. The plugin will automatically fill in the chapter links, scrape HTML images, and create posts. It will also automatically fill in the chapter number and the manga post ID number based on the manga link. Note: Speed during sc...

I'm in need of a professional who can consistently extract data from a specific website on a daily basis. Key Requirements: - Data Extraction: Extracting various forms of data from a website. - Ongoing basis: This is not a one-time job. I'm looking for long-term cooperation, with the extraction ideally happening on a daily schedule. Ideal Skills and Experience: - Web Scraping: Proficiency in web scraping tools and techniques is a must. - Automation: Experience with automating the extraction process to make it efficient. - Consistency: Ability to maintain a daily extraction schedule accurately is crucial. Please include in your bid how you plan to approach this sort of ongoing data extraction.

I need a professional who can extract data from a website on a daily basis. Key Responsibilities: - Extracting data from a specified website - Ensuring the data is accurate and up to date - Delivering the data in a specified format Skills and Experience: - Proficient in web scraping and data extraction - Experience in automating data extraction processes - Ability to maintain data accuracy and consistency - Knowledge of relevant data formats for delivery - Strong attention to detail and reliability This is an ongoing project, and I need someone who can commit to daily extractions. Be sure to include relevant experience in your bid.

...that the software is designed to run on Windows OS. Website Accessibility: - Restricted access: Websites that require restricted access or login should be identified and reported separately. The software should skip such pages and indicate them as inaccessible. Ideal candidates should possess: - Proficiency in software development and experience in creating similar tools. - Familiarity with web scraping, data extraction, and bulk processing. - Prior experience in creating Windows-compatible software. - Strong attention to detail and the ability to accurately handle and report inaccessible URLs. As the client, I am open to the choice of programming language(s), as the final product is more important to me. The primary goal is to have a reliable and efficient tool that c...

...of organizations. The ideal freelancer for this project should have: - Experience in web scraping, particularly with LinkedIn data - Ability to extract data at scale - Proficiency in organizing and structuring data for clear analysis - Strong attention to detail to ensure data accuracy The project involves: - Using the provided list of target companies to source employees' data - Identifying individuals who have previously worked at the provided specific companies - Compiling the data in a spreadsheet format for delivery The successful applicant should not only have the required technical skills but also the capability to deliver quality and timely results. Please showcase your experience in web scraping and the relevant tools you intend to use to ens...

...Elvis Presley. It's intended for a radio show, so integration with MP3 is essential. Key Requirements: - Conversational AI: The primary aim of this project is to have an AI that can engage in meaningful and charismatic conversations similar to Elvis Presley. The AI should be able to handle various topics and respond naturally to user input. - Natural Language Processing (NLP): It's crucial that the AI incorporates advanced NLP techniques to ensure its responses are coherent, contextually relevant, and sound like Elvis. Ideal Skills: - Experience with creating conversational AI interfaces. - Proficiency in Natural Language Processing. - Familiarity with integrating AI solutions with MP3 platforms. Please include in your proposal your experience with similar pr...

I need a Python developer to create a bot that scrapes data from APIs on an hourly basis. - The bot's primary function is to scrape data - The data will be sourced from APIs - The bot needs to run on an hourly basis Ideal candidate: - Proficient in Python and API data scraping - Familiarity with creating bots - Able to ensure smooth hourly operation, possibly using a scheduling library such as APScheduler

...looking for functionality related to Language modeling and retrieval augment generation in the LLM applications. - mongoDB should be set up runining a .sh file - docker-compose deploy of the app Essential skills for this project include a strong background in Python programming and experience with deploying applications on different operating systems. Previous work in natural language processing (NLP) or machine learning operations (MLOps) will also be a strong advantage. Your understanding of text generation and the specific functionalities mentioned will be key to the success of this project. If this sounds like a task that fits your skill set, I'm looking forward to your bid.

I'm looking for a...Facebook, and Instagram and all over the internet Key responsibilities: * Extracting Email leads, Phone number leads, and Social media leads. * Collecting specific data - Name, Job title, Company, and Location, email and phone numbers Ideal freelancers for this project should have: * Extensive experience in data scraping, especially on the platforms mentioned above. * Proficiency in data mining techniques and possessing advanced analytical skills. * Understanding of ethical data scraping practices. * Strong attention to detail - ensuring all data is accurate and up-to-date. * Proven track record of delivering quality leads in a short timeframe. Get in touch if you're up for the task. I value clear communication and timely delivery. Looking f...

...instrumental. - Collaborate with our music and tech teams to refine and enhance the AI’s capabilities. - Integrate the AI system into our existing platform for seamless user experience. - Continuously monitor and improve the AI’s performance based on user feedback and advancements in AI technology. **Requirements:** - Proven experience in AI development, particularly in natural language processing (NLP) and machine learning. - Strong understanding of music theory and lyrical composition. - Proficiency in programming languages such as Python, TensorFlow, and PyTorch. - Experience with audio processing and analysis. - Ability to work independently and collaboratively in a remote team environment. - Strong problem-solving skills and attention to detail. **Preferred Qua...

I need a skilled Web Scraping specialist to write code in Python (preferably) that scrapes a specific table from a website for me (Website: ). The table contains WNBA player statistics, The goal is to extract all columns of this table, which is approximately 7 columns and write it to a CSV file (in the same column format). I'm a beginner level coder, and noticed that the table was created with that looks like a Shiny App in R. (I'm not even sure if extracting the table is possible). If it was only possible to use R, then I could potentially work with that. Website: I would like the data to go from the year 2020 to current. Regular Season data. Key Requirements: - Scraping Tables on websites If you're

I am looking to establish a long-term relationship with a talented person to scrap thousands of dating profiles from popular dating websites. This person should have years of experience dealing with the various countermeasures these sites will employ to discourage scraping. The use of proxies may be needed to achieve satisfactory results. The end goal to to have a system capable of delivering 20K - 40K profiles per day.

I need a VRBO scraper to extract property details, pricing, and availability. - The scraper should be built with Python and the output should be in CSV format. - The data points I need include property title, description, amenities, pricing, and availability. - The scraper should be able to handl...and availability. - The scraper should be built with Python and the output should be in CSV format. - The data points I need include property title, description, amenities, pricing, and availability. - The scraper should be able to handle multiple URLs at once. - The code should be well-structured and commented for easy maintenance. Ideal skills: - Proficiency in Python - Experience in web scraping - Understanding of VRBO website structure - Ability to handle and store d...

I need a web scraping professional to create a script to extract specific data from , a popular online marketplace for trading cards, please check attachement to get the idea. Key Requirements: - Scrapping: The primary task is to scrape the following information from the platform: - Card properties 1. Hero score for last 7 days 2. Hero rank for last 7 days 3. Stars 4. Rarity 5. Name 6. Quantity listed to purchase 7. Inflation data 8. Minted count - Buy prices List Price Last Price Order book (price and quantity see picture attached) - Bidding details bids book (bid and quantity see picture attached) - Twitter activity per card View Views+ Likes Likes+ Retweets Retweets+ Replies Replies+ Quotes Quotes+ Bookmarks Bookmarks+

I'm seeking a Python developer experienced with web scraping. This job involves setting up a Python script that can scrape a popular review site. Key details to extract: - Review text - Star rating - Date of review - Reviewer name - Star-ratings for sub-categories - Review ID - Reviewed person - Reviewed product name The site does not use captchas, so it should be reasonably straightforward. All reviews for a given provider should be scraped. It would be good to have an option to start with the newest and stop at a certain date. The specific review site can be seen in the sample URL in the attached PDF. I can send further details in a private message including screenshots. Preferred frameworks would be Beautifoulsoup 4 / Scrapy if sufficient and Selenium otherwise....

...in NodeRed Monitoring specific "HTML div elements" from different web pages using Node-Red (different flows). Objective: Identify when there is any change in the DIV section of the webpages (every "x" seconds) and notify me of the change. It is not necessary to show what the change was. Just send the hyperlink by Telegram, including the subject of the flow. Requirements: Create a Node-Red project that can detect changes on multiple websites by creating flows. Include 2 example flows to demonstrate how the monitoring works. Provide detailed instructions on how to create a new flow for a different webpages, indicating what needs to be extracted/copied to set up the new flow bymyself in the future. For example, on this web page, by pressing F12, yo...

...data scraping project completed on multiple websites. - TASK: The task involves scraping text content from: Google searches: Commercial Real estate agency Saudi Arabia Commercial Real estate agency UAE Commercial Real estate agency Qatar Commercial Real estate agency Kuwait Commercial Real estate agency Bahrain I have made a start to the spreadsheet with a template for each of the regions which can be continued to be filled in. In the Google searches, just take the first 3 pages with the main agent listings and see what agent names/ email addresses you can find. - DATA REQUIRED: The primary data needed is text content. - TIMELINE: This is a one-time task, with no ongoing scraping requirements. Skills/Experience: - Proficiency in web scraping

I'm looking to test database scraping on a website to extract names and potentially contact emails (if available). The data doesn't necessarily need to be organized or cleaned post-extraction. Ideal Skills: - Proficiency in web scraping tools - Understanding of database structures - Familiarity with handling contact information The data should be organized in an excel and csv based on the desired layout.

I require a specialized web scraping professional with experience in extracting text and images from multiple websites. Your task will involve the following: - Scrape data from Sephora, Cult Beauty, Space nk - Extract specifically the Text, Images, Titles, Descriptions, and Prices A strong background in web scraping, data extraction, and working proficiently across different websites is critical for this project. Knowledge in web parsing methods and ability to bypass potential anti-scraping tools or blocks set up on these websites will be highly advantageous. Your goal is to accurately scrape the necessary information without causing disruption to the target websites, and ensure the data is comprehensible and ready for further use. I would li...

I need an experienced Python developer to assist with a project. The specific tasks will be discussed directly with the successful bidder. I am looking for someone who is well-versed in Python and has a strong foundation in programming. Expectations: - Ability to work independently and problem-solve - Can communicate effectively and provide updates - Previous ex...to assist with a project. The specific tasks will be discussed directly with the successful bidder. I am looking for someone who is well-versed in Python and has a strong foundation in programming. Expectations: - Ability to work independently and problem-solve - Can communicate effectively and provide updates - Previous experience with Python is a must - Familiarity with data analysis, web scraping, or auto...

Start your offer with the word in the attachment, otherwise we dropp you out. We are looking for a database with websites, HAVING EMBEDDED YOUTUBE Videos on their sites. Prepare a list with : Name of the company, youtube Channel, Link to the first youtube video you find on the site, PLZ, City, State, Phone, Mail, Website Niches: Construction Systems in Austria, Germany and Switzerland Phsiotherapeuts in Austria, Germany and Switzerland I would like to have at least 2000 websites with top-quality data. Delivered in 1 day. Delivery in one Excel file. Time of delivery is a key element in our decision. Offer a price for 2.000 data entries. We extend our partners for this kind of task´s. With all of them we have a longterm Partnership. To decide who is our partner and to see your un...

scrape data from darty site and export it into excel file.

I'm looking for a Python developer to assist with a variety of tasks on a medium-scale project. This would include web development, data analysis, automation scripting, and web scraping. Your responsibilities would cover: - Web Development: Creating and maintaining web applications using Python frameworks. - Data Analysis: Handling and analyzing data to derive insights. - Automation Scripting: Developing scripts to automate manual tasks. - Web Scraping: Extracting and structuring data from websites. Communication is key, and I'd prefer to receive regular updates and progress reports via email. The ideal candidate for this position will have experience with each of these tasks and be able to work on a medium-sized project.

I need a Python Selenium application that can scrape blog posts from Site A and post them on Site B. Key Requirements: - The Python app should be built using Selenium for web scraping and automation. - It should be able to extract blog posts from Site A, specifically. - The extracted data must be posted on an existing blog section of Site B. Ideal Skills & Experience: - Proficient in Python, with experience in building web scrapers. - Strong knowledge of Selenium for web automation. - Previous experience with data extraction and manipulation. - Understanding of web protocols and site structures. - Familiarity with blog post formatting and publishing is a plus.

I'm in need of an original NLP model that can match the performance of XLNet but with a unique approach. The project is intended to be utilized as part of my BTech project. Key Project Elements: - The NLP model should be tailored for social media data from Twitter, Facebook, and Instagram. - It should be designed to tackle sentiment analysis, text classification, and named entity recognition tasks, similar to XLNet. - The model must be unique in its approach and not a reiteration of XLNet or any existing model. Ideal Freelancer: - Proven experience in creating NLP models from scratch - Extensive knowledge of XLNet and other advanced NLP models - Familiarity with social media data processing - Strong background in sentiment analysis, text classification,...

As part of my btech project, I'm seeking a talented Natural Language Processing (NLP) expert, ideally with strong background in XLNet or similar models, to help me develop a performance-enhanced version of XLNet. Our goal is to employ this model for text classification, specifically focusing on sentiment analysis. Key Job Requirements: - Expertise in NLP and familiarity with XLNet - Strong understanding of text classification techniques - Competency in sentiment analysis The final model must exhibit: - Enhanced performance attributes similar to XLNet - Improved accuracy over its predecessors - Better compatibility with existing systems This innovative model will serve the core purpose of effective sentiment analysis through text classification based on user sentiment...

I'm in need of a skilled freelancer who can perform daily scraping of job titles from Indeed. Ideal Skills and Experience: - Proficient in web scraping, particularly from Indeed - Able to automate the scraping process on a daily basis - Competent in delivering data in CSV format Data Update Frequency: - It's essential that the scraping is carried out daily Delivery Format: - The scraped data should be provided in a CSV file Looking forward to your proposals.

...functionalities, integrate AI components, and implement NLP techniques. Additionally, I'm looking for a talented Software Developer proficient in Python, Java, JavaScript, and C#, who has experience in chatbot development, both Front-End and Back-End Development, and API Integration. Ideal Skills: - Proficiency in Python, Java, JavaScript, and C# - Experience in Front-End and Back-End Development - Familiarity with Dialogflow and Microsoft Bot Framework - Strong knowledge in AI, Machine Learning, and NLP - Previous experience in chatbot development Roles and Responsibilities: - Develop and train machine learning models for chatbot functionalities - Integrate AI components into the chatbot for automated decision-making - Implement NLP techniques to...

I'm seeking a skilled Senior Python Developer to assist with a project that involves a blend of web scraping and data analysis, with a focus on the following tasks: - Extracting data from multiple websites - Automating data extraction and parsing - Analyzing and visualizing scraped data The ideal candidate should have: - Proficiency in Python, with a strong understanding of AI and Machine Learning - Hands-on experience with web scraping, particularly working with diverse data sources - Ability to automate data extraction and processing efficiently - Adept at data analysis, with the ability to visualize and interpret data Although I haven't specified any particular tools or libraries, your familiarity with tools like BeautifulSoup, Scrapy and Selenium...

In this project, I'm searching for an experienced Python Developer who exhibits strong proficiency in web scraping, artificial intelligence, and machine learning. Key Responsibilities: - Utilize your expertise in Python, specifically focusing on AI-related tasks. - Web scraping will also be a significant part of the project, though details on the targeted data type are yet to be defined. Ideal Skillset: - Extensive experience with Python - High proficiency with AI and machine learning algorithms - Proven record of successful web scraping projects Please include samples of relevant Python, AI, or web scraping projects you've completed as part of your bid. I look forward to collaborating on this project.

I am in need of ...model will analyze are photographs. The model should be specifically designed to handle and extract text information from photos. Ideal Skills and Experience: - Experience in training AI models, specifically in the area of image to text conversion. - Proficiency in deep learning frameworks and tools, such as TensorFlow, PyTorch, or similar. - Strong knowledge of natural language processing (NLP) techniques. - Proven track record of achieving high accuracy levels in AI model training. I'm looking for a professional who can help me with this project, providing training, testing, and optimization for the AI model to ensure it meets the required standards. If you have the right skills, experience, and commitment to high accuracy AI training, I'd lo...

I'm a digital affiliate marketer who needs a comprehensive product cross-referencing and price comparison tool developed for my e-commerce website. The tool should be capable of pro...product pages. Or through a widget function. Project Scope: - Estimated 3,000 to 8,000 pages: The tool should be scalable enough to handle a substantial number of pages, ensuring it can support the growth of our product database. Ideal skills and experience for this project include: - Proficiency in web scraping and data processing - Strong understanding of e-commerce product comparisons - Experience in developing tools for affiliate marketing or e-commerce - Familiarity with common web barriers like Captcha and ad blockers and techniques to avoid them - Ability to design us...

I am looking for a freelancer who can help me automate my web search for bid opportunities (RFPs) for my telecom company. Currently, I rely on searching manually, but this process is time-consuming and not as efficient as I'd like. Key Project Requirements: - You will be responsible for setting up an automated search that looks for RFPs related to "fiber optic" or other telecom-specific keywords, which are due every May 2024 or similar queries. - This automated search needs to run every 2-3 weeks, ensuring that I stay up-to-date with new bid opportunities and future due dates. - You should have a deep understanding of web scraping and automation to accomplish this task. Additional Information: - I would like to receive notifications about new bid o...

As part of my urgent project, I'm looking for an AI developer proficient in automatic scoring an...writing sections of the IELTS exam - Identifying areas of improvement for each test-taker - Providing detailed individual feedback - Including evaluations for reading and listening sections For success in this project, familiarity with Natural Language Processing (NLP), Machine Learning, language testing, and proficiency in various AI programming languages is essential. Previous experience in educational AI software development such as automated grading systems will be highly regarded. Required Skills: - AI development - NLP and Machine Learning - Knowledge of IELTS exam - Proficiency in AI programming languages Let's discuss further if you can deliver this mul...

...money. The Project: Monitoring specific "HTML div elements" from different web pages using Node-Red (different flows). Objective: Identify when there is any change in the DIV section of the webpage (every "x" seconds) and notify me of the change. It is not necessary to show what the change was. Just send the hyperlink by Telegram, including the subject of the flow. Requirements: Create a Node-Red project that can detect changes on multiple websites by creating flows. Include 2 example flows to demonstrate how the monitoring works. Provide detailed instructions on how to create a new flow for a different webpage, indicating what needs to be extracted/copied to set up the new flow. For example, on this web page, by pressing F12, you can see that...

I'm searching for a skilled individual who can help me scrape data from a website. The data I'm interested in is text content and tables, specifically contact information. Ideal Skills: - Proficiency in web scraping tools - Strong experience with scraping text content and tables - Expertise in extracting specific information - Familiarity with structured data formats The contact information on the website is in a structured format. Your ability to navigate this and provide me with a clean, organized dataset will be crucial. Looking forward to collaborating with a detail-oriented and reliable professional. Attached is a sample format. The site is: Final file must contain all records for all schools on all pages

For article I need a Technical Writer to support me in documenting the methodology and results/conclusi...specifically in Natural Language Processing - Strong technical writing skills, with a background in documenting methodologies and results in the field - Ability to understand and interpret Python code in the context of NLP - Experience in conducting evaluations and drawing conclusions from NLP projects The main objective of the Python code is not specified, but the writer will need to make sure the documentation is comprehensive and covers the methodology used, the results achieved, and the conclusions drawn. The successful candidate will need to work with me to understand the code and the NLP task it is being applied to, in order to create an accurate and informa...

I'm in need of a Chrome extension that can automate certain tasks within the browser. Here's what I'm looking for: (I have some 3-5 extensions I want, so if you give attractive bid and do good work, you can expect to get more chrome...good work, you can expect to get more chrome extension projects from me) - **Functionality:** The primary purpose of this extension would be to check specific elements on the pages the user visits. - **Elements to Check:** The extension should be able to read and process the text content and links on the page. Ideal candidates should have experience in: - Chrome extension development - Web scraping and automation - JavaScript and possibly other relevant technologies for extension development. Please provide examples of your...

I'm working on a Python project that involves ML and NLP. The code currently has a number of errors that need to be rectified. Key Points: - The errors are a mix of syntax, runtime, and logic errors. This will require a comprehensive understanding of Python and how it works within the context of ML and NLP. - The code utilises TensorFlow and Keras for the ML components. Experience with these libraries are essential to identify and fix errors. - The input format for the code is text data, so experience in handling and processing this kind of data is necessary. If you're a Python expert with experience in ML, NLP, TensorFlow and Keras, and you're confident in your debugging abilities, I'd love to hear from you.