Python extract email address from website jobs
...me with finalizing and optimizing my website. It's built on Wordpress with Elementor, but is currently running too slow and seems a bit clunky. Navigation between pages is often broken. The shop needs refining as it is offering too many payment methods. Etc. I basically need the website finalised and ready to launch. Key Tasks: - **Improved Loading Speed:** The site needs to be significantly faster. You will need to analyze different aspects that could be causing the slowness, like high-resolution images, the number of plugins, and complex themes. I believe it could be something to do with Elementor and how it is impacting on the website. - **Responsive Design:** Ensure the website is fully responsive across all devices and navigation within the we...
I have a project that involves typing text from printed materials into digital format. The project consists of 50-100 pages of text. The ideal candidate should have: - Proficiency in typing and data entry - Excellent attention to detail to ensure accurate transcription - Previous experience in similar data typing projects is preferred, but not mandatory Please place your bid for this project if you're confident in your typing accuracy and speed. I look forward to working with you.
...- Significant projects and developments 4. Where We Are Going Next: - Future plans and strategic direction 5. Our Technology: - Overview of technological features 6. Benefits: - Key benefits of using our platform 7. Funding Solutions: - Types of funding solutions offered 8. Target Audience: - Detailed profiles of who the platform is built for - Specific needs and how we address them Deliverables: - A polished, multi-page company profile/documentation overview designed in Figma. - All design assets and source files. - A consistent and professional design that aligns with our brand guidelines. - Interactive elements where applicable (e.g., clickable links, forms). - High-resolution export of the final design in PDF format. Design Requirements: - Adherence t...
I'm looking for an efficient freelancer to perform data entry tasks for my project. Your responsibility will be to translate information from hard copies into an electronic format. Technical skills are not necessary for this role, but attention to detail, good typing speed, and accuracy are very important. Ideal Skills and Experience: - Proven experience in data entry - High attention to detail - Speed and accuracy in typing - Ability to handle hard copies of data - High integrity to ensure confidentiality of information
...key encryption will be provided between tag and the reader. contact us if you need help. Product serialization for future version control & support. NDA will need to be signed - ensuring IP to be transferred to us and no use by freelancer of this solution anywhere. SW to simulate output and input for testing the system you will design. An internal (to the reader enclosure) PCB antenna, separate from this reader is needed. This PCB will be mountable in front of reader. Specify the specs for it. Its use will be selectable for the external antenna, Mux & advanced digital antenna. Provide 2 POC units for testing. 1 will be shipped to us for testing. Optional we also need you to design a non-abrasive, aesthetic 3D printable RF friendly enclosure with mounts for Vesa or pole,...
...looking for a skilled developer who can create a program that will facilitate the sending of multiple emails from an excel spreadsheet, with a PDF attachment. Key requirements include: - Using Gmail as the email service provider. - The emails will be sent to multiple recipients with the same content. - The frequency of sending emails is irregular. The main responsibilities of the program are: - Extracting email addresses and any other necessary information from the spreadsheet. - Attaching a PDF to each email. - Sending out the emails. Ideal skills: - Proficiency in Python or similar programming language. - Experience in working with Gmail API. - Proven track record in developing email automation tools. Please note that while personal...
I need a python programme to download historical prices on daily basis of a list of stocks from the BSE India (Bombay Stock Exchange) website. Data should be stored in csv or excel file. Retrieve data accurately and efficiently.
I'm looking for a skilled software developer with proficiency in Java, Python, and C# to create a mobile application. The main goal of this project is to design and develop a mobile application with a seamless user interface and user-friendly experience. Key functionalities that the application should have include: - Efficient product catalog and search system to allow users to easily find and browse through available products - Intuitive user registration and login features to ensure a personalized experience for users The ideal candidate for this project should have a proven track record of developing mobile applications, with a strong understanding of Java, Python, and C#. Experience in e-commerce development and a keen eye for user experience design would be highl...
Must use logo to match the feeling I'm looking for a unique and creative business card design for my Caribbean style restaurant. The design should embody the essence of the Caribbean and all the information needed for a solid business card. Key requirements: - Incorporate the restaurant name and logo in a way that's prominent and appealing - Include the address and contact information clearly and legibly - Add Social Media handles in a way that's visually appealing and in line with the overall Caribbean theme Additional requirements: - I'd like the business card to be double-sided, with perhaps a Caribbean design on the back or additional information about the restaurant Ideal Skills and Experience: - Experience in designing business cards, particularly for ...
I am in need of a network-savvy professional to help me configure a Unifi Dream Machine Pro to enable it to do a passthrough of an IP address to another router (Edgerouter). Skills and Experience: - In-depth knowledge of networking principles. - Proven expertise in Ubiqity products like Dream Machine and Edgerouter - Strong troubleshooting capabilities.
...market trends in specific regions. This will help inform business decisions and strategies. Responsibilities: Collect housing data from multiple sources, ensuring all data is accurately gathered in compliance with all applicable laws and website terms of service. Analyze data related to rental amounts, property types, locations, and amenities. Provide detailed reports comparing market trends, prices, and available amenities. Create visualizations that clearly illustrate market dynamics. Requirements: Proven experience in data collection and analysis, particularly in real estate or similar markets. Strong proficiency with data analytics tools (Excel, Python, R, etc.). Ability to interpret large amounts of data and to multi-task. Strong analytical skills with atten...
...for SaaS Product** **Project Goal:** To create visually engaging and user-friendly login and pricing pages for our SaaS (Software-as-a-Service) product. These pages should embody our brand identity, guide users through authentication seamlessly, and clearly present our pricing options. **Specific Requirements:** **Login Page:** * **User Authentication:** Integrate with Firebase for secure email/password login and potential social login options (e.g., Google, Facebook). * **Error Handling:** Provide clear error messages for invalid credentials or other issues. * **Forgot Password:** Implement a "Forgot Password" link/functionality. * **Visual Design:** Design a modern, clean layout that aligns with our brand's aesthetic. * **Responsive:** Ensure th...
...completing this project: 1. Develop a web scraping script using Python (e.g., BeautifulSoup, Scrapy) to extract data from relevant grant databases and websites (if possible, considering anti-scraping measures). Sites to be scraped: 2. Design a database schema to store the extracted data. 3. Write scripts to clean, transform, and load the data into the database. 4. Design a WordPress directory listing interface with search filters to display the grant information. 5. Develop a user interface to query and display the grant information based on customer criteria 6. Create a Python plugin for WordPress to automate the scraping work, using tools like WP-Python or PyWP. This plugin would allow for scheduled scraping, data
DETAILS: Name: Benjamin Date: 6/23 3:30PM Address: 13 Musket Lane Eatontown 'm looking for a creative graphic designer to help me create a sweet and unique first birthday card for my child. - Design: I'd like the card to feature a Teddy Bear theme, considering it's for a child's birthday. The overall design should be cute, colorful, and playful. - Size: The dimensions of the card should be A6 (105mm x 148mm), keeping it small and compact, yet still visually appealing. - Elements: While I haven't chosen specific elements, feel free to incorporate a Teddy Bear with a birthday cake, balloons, or a party hat to make the design more celebratory and fun. The final deliverable should be in a high-quality, printable format, and I'm open to your creative...
ClickUp Automation and Email Integration Specialist Job Description We are seeking a skilled freelancer to help enhance our ClickUp setup with advanced automation, email integration, and invoicing automation through Xero. The project involves creating seamless workflows, automating repetitive tasks, ensuring efficient email communication directly from ClickUp, and setting up an automated invoicing system with Xero. Additionally, we require training and instructional materials to ensure our staff can effectively use and benefit from these new systems. Responsibilities ClickUp Automation: Design and implement automations for task assignments, due date adjustments, status changes, and more. Ensure the system is flexible so that if a due date is changed, the...
As the owner of an advanced security level website, I am seeking professional hacking services to conduct thorough penetration testing. The key focus areas would be: - User Authentication Process: Probe for any weak links in our login and authentication systems. - Data Encryption: Assess the robustness of our data encryption protocols. - Server Security: Evaluate potential weaknesses in our server security. Ideal applicants would have significant experience with Python-based hacking tools and a proven track record in cybersecurity. Knowledge of advanced security measures and the ability to recommend improvements after testing is highly desirable. Please provide evidence of your skills and previous work in your application. Make sure your proposals are competitive yet fair.
Three Graphics Needed - Product Flyer for Email Blast, Instagram Graphic and Website Banner I need three graphics, they can be the same but one must be sized A4 for an email blast, one must be sized for Instagram and one 1920px X 450. They can be the same design, just reconfigured for the three sizes. This is a Memorial Day Sale. Our entire store is on sale. I am including product images that you can use as well as our contact information. Include our logo and contact information. Please do not include product title or price. I am looking for a clean design with a fast turnaround. Again, I need three sizes, in JPG, PNG, and PSD.
The objective of this project is to address issues related to Facebook login functionality within our iOS mobile application. Currently, users are experiencing difficulties logging in via Facebook authentication. The project involves diagnosing the root cause of the problem and implementing necessary fixes to ensure seamless and reliable Facebook login experience for users. Key Tasks: Diagnosis of Existing Issues: Conduct thorough testing and analysis to identify the specific issues causing the Facebook login failure on the iOS app. Review Facebook SDK Integration: Evaluate the integration of Facebook SDK within the iOS app to ensure compliance with the latest SDK version and best practices. Address Authentication Errors: Implement necessary changes to resolve authentic...
45k law firms partners and owners leads
I am in need of a proficient professional with experience in biotech manufacturing, particularly in the manufacturing of Bromelain for medical purposes. I'll be working on a pilot scale, which means a volume of 1-100 liters. The key deliverable I need from this project is a comprehensive Batch Manufacturing Record (BMR) that will cover: - Detailed process flow diagrams - Quality control testing protocols - Equipment and facility layout - Manufacturing process with tech transfer It's important for me that you have a clear understanding of: - Biotech manufacturing and the specific requirements for medical-grade products - Experience in creating Batch Manufacturing Records - Knowledge of the tech transfer process - Attention to detail and the ability to create comprehensi...
As a business owner, I am seeking a skilled freelancer with proven expertise in Microsoft Dynamics GP 2016 for the development of an integration or web service that can optimize our purchasing process. Key Requirements: - **ERP Purchase Invoice Creation**: The primary goal of this project is to create a direct integration or web service that can extract suppliers, products, and purchase orders from various data formats (CSV, XML, JSON) and seamlessly import them into Microsoft Dynamics GP 2016. This will greatly enhance the efficiency of our purchasing workflow and eliminate the need for manual data entry. Ideal Skills and Experience: - **Microsoft Dynamics GP 2016 Proficiency**: A thorough understanding of Microsoft Dynamics GP 2016 is essential for this project. Previous ...
I'm in need of a talented animator who can take 120 music dance videos averaging 20-30 seconds each and transform them into 3D realistic quality animations. Key Points: - The style of animation I'm looking for is realistic. - The animations should be similar to the original videos but can be stylized. It doesn't have to be an exact replication of the movements. - The focus should be primarily on the characters with simple stylized backgrounds to enhance the visual appeal. Skills and Experience: - Proficiency in 3D animation and realistic rendering. - Ability to translate live-action dance sequences into animated sequences. - Experience in stylizing animations to enhance appeal while maintaining the essence of the original movements. - Capable of creating simple, yet eng...
I'm a beginner looking for a tutor to help me learn and understand Git and Python, with a focus on branching, version control, Python syntax and functions, as well as building Machine Learning (ML) and Artificial Intelligence (AI) models. My preferred learning style is through hands-on projects. The ideal candidate should have the following skills and experience: - Proficiency in Git and Python - Experience with version control, branching and merging - Strong understanding of Python syntax and functions - Background in building ML and AI models - Ability to teach through hands-on projects.
I am seeking an experienced Website professional with extensive knowledge of managing GoDaddy DNS settings and redirecting emails to a Proton account. Key tasks include: - Updating MX records - Adding records - Modifying SPX records You will not be given access to my GoDaddy account. Instead, clear instructions will be required to allow me to make these changes myself. Ideal candidates should show prior experience in a similar role, specifically with GoDaddy and Proton. Providing relevant work samples would be appreciated. Please include a thorough outline of how you plan to carry out this job in your proposal. Only those with the necessary knowledge and experience should consider bidding. This project will require a meticulous approach and attention to detail to ensure suc...
I'm in need of a freelancer who can help me parse my VCF file and convert it to a different format. The main goal of this task is to extract the genotype information from the file. input will be VCF file (from ONT whole genome run) and csv file with columns containing rsID, chromosome number, position. output will be same as input csv file, with extra column showing genotype from VCF at the given position can run on Mac shell so either perl or python would be fine. Ideal Skills & Experience: - Proficient in parsing VCF files and understanding genotype data - Experience in converting files to various formats like CSV, TXT, and XLS - Attention to detail to ensure accurate extraction of the data - Knowledge of any data validation methods would be a...
I'm seeking a professional who can assist me with populating a Google Sheets spreadsheet with text data from existing databases. This is for the purpose of conducting detailed data analysis. Key Responsibilities: - Locate and extract image links from existing databases - Ensure accurate and error-free input into the Google Sheets - Paste the image links into the right product row Ideal Skills and Experience: - Proficient in using Google Sheets and extracting data from databases - Strong attention to detail to ensure data accuracy - Familiarity with data analysis techniques is a plus - Ability to organize and structure data effectively for analytical purposes I'm looking for someone who can work efficiently and provide high-quality results.
I'm in need of a skilled developer who can create a Windows GUI application. This app should be capable of opening and editing a pre-formatted CSV file. Key Features: - The app should have interfaces for inputting free-form English text in certain fields and selecting options from drop-down menus in others. - It must offer normal file saving and opening functionalities. - The design should incorporate a professional and corporate-looking splash screen graphic and an about page. User Interaction: I aim for a straightforward user experience. The app should be intuitive and easy to navigate without the need for an extensive guided walkthrough. Ideal Skills: - Proficiency in Windows GUI app development - Experience working with CSV files and handling user inputs - Strong underst...
...web scraper who can extract text content from a specific website on a daily basis. The scraped data should be compiled and delivered in a spreadsheet. Key requirements include: - Daily scraping of text content from the designated website - Compilation and formatting of this data into a spreadsheet Your experience in web scraping, data compiling, and spreadsheet management will be greatly valued for this project. Accuracy, timeliness, and consistent daily delivery are crucial aspects of this job. Understanding of automation tools for data scraping would be a big plus. I am looking to collate some data from this website and need an ongoing scrape of this website to set up an ever-updating excel spreadsheet with the fields as per...
I'm in need of a Python GUI software to automate sending messages through Google Voice. The software should be able to perform the following functions: - Send messages to individual contacts on Google Voice - Support precise date and time scheduling for these messages -Automated Sending with customized message example: message example {name} and {adsress} -Custom delay settings for each message -Multiple Profile Sender (custom threads) with multiple Proxy support (enable/disable proxy) -Auto login accounts - Auto Skip Terminated Accounts -License system for users -Sending reports Ideal Skills and Experience: - Proficient in Python programming - Experience in developing GUI applications - Familiarity with Google Voice API is a definite plus - Strong understanding of me...
...only scheduling). Teacher Management Teacher Data Upload: Module to add and update teacher information, including: First and last name Email Phone number Subjects taught (both theoretical and practical) Hourly and daily availability Locations where the teacher is available to teach Intuitive interface for quick data entry with the ability to import data from CSV or Excel files. Tabular view of teachers with search and filter functionalities. Hourly and Daily Availability: Interactive calendar to set daily and hourly availability of teachers. Drag-and-drop functionality for easy time adjustments. Ability to set recurring availability (e.g., every Monday from 9:00 to 11:00). Option to add notes or comments for each availability block. Selection of locations where th...
I am looking for a skilled web developer to help install and set up a WordPress real estate theme for my website. Additionally, I need the developer to transfer all listing information from an existing website to the new one. Project Details: Theme Installation: Install and configure a WordPress real estate theme that I will provide. Hosting: Recommend and choose a suitable hosting package. Data Transfer: Extract all listings from a specified website and import them into the new WordPress site. Focus Area: The new website will only feature the sales section. Requirements: Experience with WordPress theme installation and customization. Familiarity with real estate themes. Ability to transfer data accurately and efficiently. Strong attentio...
...designs and backend are ready to go; we need your expertise to convert these designs into a fully functional, high-performance website. Project Scope: Frontend Development: Build the frontend of our online marketplace using ReactJS, ensuring seamless integration of our Figma designs. API Integration: Implement APIs to connect the frontend with our backend, enabling all functionalities of the website. Chat Feature: Integrate Sendbird SDK/API to provide robust chat functionalities within the marketplace. Clean Code Practices: Adhere to industry-standard clean code practices to ensure maintainability and scalability. Required Features: Responsive Design: Ensure the website is fully responsive, providing a seamless user experience across desktops, tablets, and sm...
I'm in the health and care industry, concentrating on ensuring my clients have access to proper diet for their well-being. This is where your expertise in nutrition, meal planning, and dietary restrictions comes in. Key Responsibilities: - Nutrition Education: You are expected to provide insights...Dietary Restrictions: Skill in addressing dietary restrictions such as diabetic diets is crucial. Ideal Skills and Experience: - Proven experience in the health and care industry, with a focus on nutrition and dietetics. - Strong knowledge of different dietary requirements including diabetic, gluten-free, vegan diets. - Excellent communication skills to educate clients and work closely with them to address their dietary needs. - Ability to create custom meal plans that are healthy ...
...always on antenna. It will support any RFID tags of the stated frequency range and the protocol. We have identified some possible technologies below but will rely on your expertise to pick one or combination of these or another suitable one from your experience. If you know of a pre-built solution that will be ideal. This antenna will be connected to our MCU via a comm port and be fully software defined. Our objective is to accomplish a 0.3 meters x,y,z 3D planer precision location of RFID UHF passive tags at about 25 meter cone at about 8 meters height from floor. Must be RFID UHF Frequency range (roughly 860-960 MHz, supporting US, Europe, Asia spectrums) Applicable ISO standards like EPCglobal UHF RFID Class 1 Gen2/ISO 18000-63/6C. This may be always-on at times for ...
I'm seeking an experienced professional in the field of Electrode Impedance Tomography to work on a project with a focus on analyzing tissue conductivity. Key Requirements: - Ability to conduct Electrode Impedance Tomography with a focus on tissue conductivity - Experience in interpreting and analyzing the collected data - Strong background in medical imaging and/or related fields P...Impedance Tomography to work on a project with a focus on analyzing tissue conductivity. Key Requirements: - Ability to conduct Electrode Impedance Tomography with a focus on tissue conductivity - Experience in interpreting and analyzing the collected data - Strong background in medical imaging and/or related fields Proven experience with Electrode Impedance Tomography using EIDORS (Matlab) or pyEIT ...
Insert mailing address, salutation on pre-printed form plus address envelopes. Must be within 25 miles of Boston, MA
I'm looking for a skilled designer who can create a professional website and logo for my real estate business. Key Website Features: - The website should primarily focus on showcasing residential properties. - It should have a section for property listings, where I can feature a range of available houses. - A contact information section is essential. This should include a form for potential clients to fill out, as well as my phone number and email address. - Customer testimonials section is also needed. This should be a space where previous clients can leave reviews of my services. Additional Features: - I'd also like a 'home value link'. This is a feature where potential clients can input their address and receive...
Project Details $30.00 – 250.00 USD I'm seeking an analyst proficient in harnessing the Amazon Seller API to extract comprehensive data and metrics essential for reporting purposes. Your primary responsibility will involve pulling detailed information from Sales, Orders, Products, Customers, and other relevant columns and sources via the API. Your expertise in navigating the intricacies of the Amazon Seller API to extract pertinent data for reporting is crucial. This data MUST be pulled into Microsoft Excel seamlessly and effortlessly. This will enable easy access and manipulation of the data for reporting purposes. The columns of data required, but not limited to are as follows: Order ID, Tracking ID, Product Name, Unit Price, Ship By Date, Deliver By ...
I'm in need of a Python Jupyter expert who can support me in the development of a machine learning model. Here are the specifics: - **Task**: The primary task revolves around machine learning, specifically model development. - **Current Project Stage**: The project is currently focused on model development, so we've already completed the data collection phase. - **Model Type**: The model type we're focusing on is classification. Ideal candidates should have solid experience in machine learning, particularly in classification models. Expertise with Python and Jupyter is also a must. If you have a good handle on data analysis and statistics, that would be a huge plus.
I am in need of a web application developer with a proven track record in UI/UX design. The ultimate goal of this project is to design a user-friendly interfa...myself, right now im using predefined inputs and outputs) Ideal Skills and Experience: - Proficient in UI/UX design and web application development - Experience with Python and relevant web development libraries - Prior experience in developing chatbots or similar AI-driven applications - Strong understanding of user behavior and interactivity - Ability to implement UI component libraries and proven track record of successful UI/UX design - Strong problem-solving skills and attention to detail If you possess the above skills and are passionate about creating engaging and user-friendly web applications, I would love to hear...
I'm in need of a meticulous pre-employment vetting process conducted in Nouakchott, Mauritania. Here's the breakdown of my requirements: Address to visit : معهد الفاروق للدراسات الإسلامية موريتانيا - Verify Qualifications and Experience: I expect the freelancer to reach out directly to the candidate's previous employers for a thorough verification of the candidate's qualifications and experience. This should be done professionally and with sensitivity. - Detailed Information: The vetting process should seek confirmation of specific qualifications and professional certifications, not just generic employment verification. The process should be able to provide a detailed understanding of the candidate's professional history. I will provide a form that wil...
I am in need of an email configuration specialist who is well-versed in altering Gmail domain settings. Your task will involve seamlessly transitioning our current email domain to a new one of my choice. Key Requirements: - Proficiency in Gmail's backend settings and configuration - Proven experience with email domain changes on Gmail Please provide a breakdown of your process for this task, and share any relevant experience or certifications you have in this area.
I'm looking for a skilled professional to scrape and collect specific sports-related statistics from Website A. The template is made, its really jsut a copy and paste exercise. Code is already written. Key Responsibilities: - Extract sports statistics from Website A. Your Skills and Qualifications: - Proficiency in web scraping and data extraction. - Previous experience with similar projects. - Understanding of sports statistics is a plus. This is a one-time project with the potential for future work if successful. I look forward to discussing the project further with you.
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...integrate Email Marketing and Customer Support Apps with my current CRM. The key functionalities I'm looking to integrate are conversational, SMS and funnel app. Key Responsibilities: - Integrate Email Marketing features like Email Campaigns and Templates seamlessly into the current CRM system. - Integrate Customer Support functionalities to enable efficient Ticket Management within the CRM. The specific apps to be integrated should include: - Chatbot: Implement an interactive chatbot within the CRM to enhance customer engagement and support. - Text Messaging: Enable SMS sending and receiving integrated within the system. - Sales Funnel: Incorporate a sales funnel feature to streamline lead nurturing and sales processes. Ideal Candidate: - Proven track recor...
I'm in search of a dynamic customer service team of 6-10 representatives to provide comprehensive support for my customers via phone, live chat, and email. An ideal candidate would possess strong communication skills and proficiency in the English language. Key Duties: - Provide phone support - Address customer queries via live chat - Respond to customer emails Skills and Experience: - Excellent verbal and written English - Proven experience in customer service - Ability to multitask across various support channels
...monthly and pay my tax in Spain. - I am Spanish and won't go back to live in the UK. - Guidance and supervision as I fill out the forms, I'm not looking for you to do it all for me - Be available to answer any relevant questions I might have during the process - I tried to fill out the for to stop being self-employed, but it keeps telling me they are unable to process your application because the address provided does not match our records, when the records should match. I want to know if I fill the P85 form if I still have to fill out the form to stop self-improvement or any other paperwork. - I have already done my tax return for the Tax year 6 April 2023 to 5 April 2024 Ideal candidates should have previous experience in helping self-employed individuals transition ...
I'm a local business owner seeking a skilled freelancer to collect emails from households within a 7-mile radius of my establishment. Key Responsibilities: - Develop a strategy to effectively gather email addresses from nearby households - Ensure that all data is collected and stored in compliance with relevant privacy laws - Implement a system for direct sign-ups via our website - Maintain high standards of data accuracy and security - Provide ongoing support in expanding our email database The ideal candidate for this project will have experience in email marketing, data collection, and compliance with privacy laws. Excellent communication skills, attention to detail, and a proactive approach to problem-solving are a must.
I'm looking for a proficient NLP programmer to help me implement a Spell Checki...The ideal candidate should have expertise in NLP and should be comfortable working with the following requirements: - Expertise in NLP: Proficiency with BERT model in particular - Programming Language: Comfortable working with Python - Accuracy Expectation: The spell checking algorithm should provide balanced accuracy and performance, particularly for large texts. The project's main goal is to deliver an efficient and effective spell checker that can handle large datasets. This will require a nuanced understanding of NLP, particularly the BERT model, as well as Python programming skills. The balance between accuracy and performance is crucial, as the spell checking algorithm should ...
