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    2,000 extract data mining excel jobs found, pricing in USD

    ...product description, Product Category, Product Condition, location and product price range, Product Availability, Product Label / Keywords can be separated by commas, SKU Only We Can See. After inputting, you can automatically select a location, especially for the Indonesian region. - Can upload autoposts to Facebook Marketplace using multiple browsers at once - Can Autopost Facebook Marketplace with Excel Import Format - Autopost Facebook Marketplace Duplicate Product Preventer - Autopost Facebook Marketplace Settings to Prevent Banned Accounts - Auto Post Facebook Marketplace Bulk Edit Facebook Marketplace that has been input - The input Facebook Marketplace Autopost Report & Status can be exported - You can search for Facebook groups based on keywords with the selected sta...

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    ...from a small-scale experimental study detailed in the attached research paper to an industrial application focusing on a flue gas stream solely made up of CO2 and N2. This comprehensive investigation can be based on specific equations, data, and parameters that will be provided from a relevant paper. Duties and Responsibilities: - Understand the Base Model: Analyze the experimental study to grasp foundational models and calculations. - Industrial Sensitivity Analysis: Utilize any effective method to scale up these findings to industrial levels. - Use MATLAB, Excel, or any other tool to conduct a detailed sensitivity analysis based on the equations given - Document each step of the analysis clearly, ensuring that any reader can follow the process and results seamlessly. ...

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    Excel Automation of my project and data visualization

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    Excel Sheet Specialist Needed 6 days left
    VERIFIED

    I'm in need of an Excel expert who can assist me with data analysis, formulas, and data visualization. The project involves working with a dataset of medium size, specifically, between 1,000 - 10,000 rows. Key requirements for this role include: - Strong understanding of data analysis: The ideal candidate should have a proven track record of analyzing data, preferably in a business context. - Proficient in formulas and calculations: You should be very comfortable with advanced Excel formulas and calculations. - Data visualization skills: The ability to present data in an easily understandable and visually appealing way is crucial for this project. Specific functionalities and tools that need to be utilized include: - Pivot Tab...

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    ...tasks: - Mining Pool Configuration: Proper setup and configuration of the mining pool. - Mining Software Integration: Seamless integration of mining software into the current setup. - Protocol Optimization: Optimization of the Stratum v2 protocol to ensure peak mining performance. The specific programming languages used for the current implementation are unknown as the previous question was skipped. In terms of hardware, my setup currently includes Windows and GPU. Thus, the successful freelancer should have experience working with these specifications and will consider this in the implementation process. The ideal freelancer should have an extensive background in Stratum v2 protocol, have efficient problem-solving skills, as well as have a compe...

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    ...professional who can help me extract specific data on the results of the Tokyo 2021 Paralympic Games from the official website - The data I require includes: - Athlete profiles - All the results of each competitor - Medal winners The extracted data should be presented in a CSV file format. It should be in a similar format as this dataset on the results of the Olympic games: No specific analysis is needed on the extracted data. Ideal skills and experience for this job include: - Proficiency in web scraping - Experience in data extraction - Expertise in data formatting and CSV files Your professional approach and ability to deliver accurate, complete data will be crucial. Please

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    I need assistance with a one-time data entry task into Microsoft Excel. The volume is less than 100 entries. Ideal Skills: - Proficient in Microsoft Excel - Attention to detail - Strong data entry skills Please note that the data needs to be accurately entered and organized in the Excel sheet. The project shouldn't take more than a few hours for someone with good data entry experience.

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    ...Description: We are seeking a skilled Freelance Full Stack Developer with experience in AI technologies, web development, and data processing to build an automated pipeline for creating AI images. The successful candidate will be responsible for developing a complete solution that includes trend analysis, automated prompt generation, integration with image generation APIs (such as DALL-E, Stable diffusion and MidJourney), backend infrastructure setup, and frontend design. Responsibilities: Trend Analysis: Implement a system to analyze and extract trends from Google searches stored in an Excel file. Prompt Generation: Develop an automated system to convert trend data into creative prompts suitable for image generation APIs. API Integration: Connect with exte...

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    I'm looking for a data expert to merge two sets of data from Excel spreadsheets. The combination should be based on a unique ID field that is generated using fields common in both datasets. Here are the key details: - Data Type: Both data sets are in Excel format. - Merging Output: The final result should be a new Excel spreadsheet. - Matching Fields: There are common fields present in the two datasets that should be used to generate a unique ID for matching. -Filter: There are records that will not be used, but they are easily identified by a unique, consistent value The ideal freelancer for this project should: - Be proficient in Excel and capable of handling small datasets. - Have experience in data merging, particul...

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    I am seeking an experienced developer to create a website scraper which is capable of collecting various pieces of data. This savvy tool must be designed to extract from () site: - Text content - Images - Product information - Address - Contact details - Videos It is essential for the scraper to perform its task on a daily basis. Yet, there won't be a need for the gathered data to be automatically integrated into a database. Ideal Skills: - Web scraping - Developing scraping bots - Programming knowledge - Manual data mining expertise Please only apply for this job if you have significant experience in creating web scrapers. This project requires a quick turnaround, so the ability to work under time constraints is key. Let's converse about s...

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    ...matching of products with the specific types of cars. The types of cars are actually the combination of the following data: CarTypeId - Maker - Model - Year - RoofType Their relationship should be many-to-many, so we probably need a middle table that contains their combinations CarTypeId - ProductSKU The above is just a suggestion and additional columns or different implementations can be used. The plugin should implement the following: DATA Import: A way to import data from Excel file (example file attached). The import file might contain data for many SKUs and should overwrite the data of every specific SKU. As a result all the matching of Cars to SKUs is actually done in the Excel file. Products Filtering: Ability to filter the produ...

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    I'm in need of a skilled data analyst to conduct a thorough regression analysis using panel data in R. The primary goal is to understand the impact of one variable on another within a dataset that includes between 6-10 variables. Key Project Requirements: - Utilize panel data: Experience in handling panel data is a must for this project. The ability to understand the nuances of this data type will be crucial for accurate analysis. - Regression Analysis: In-depth knowledge of regression analysis is required, especially in the context of panel data. The ability to extract meaningful insights and estimate the impact of one variable on another is the core task. - Data Interpretation: The successful freelancer will be able to provid...

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    I am seeking a proficient data scientist to help me extract and analyze information within the Bangladesh construction industry. This project focuses on market trends, industry analysis, and project specific statistics. This project's primary intent includes: - Uncovering market opportunities - Competitive analysis within the construction sector The findings will be utilized for: - The development of robust marketing strategies - Making data-driven business decisions Ideal candidates should have prior experience in data mining within the construction industry and have a solid understanding of market analysis and project statistics. Previous work within the Bangladesh market would be advantageous.

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    Web Scrapping 6 days left
    VERIFIED

    We are looking for a freelancer with strong web scraping experience for an exciting and challenging project. We need to gather specific data from multiple online sources and transform it into useful, structured information for analysis. Responsibilities: Utilize web scraping techniques to extract data from selected websites. Automate the extraction process to ensure accuracy and efficiency. Clean and structure the collected data into readable and usable formats. Integrate the extracted data into a database or spreadsheet as needed. Collaborate with our team to understand specific requirements and ensure the quality of the obtained data. Requirements: Demonstrable experience in web scraping using tools like Python (Beautiful Soup, Scrapy), Seleni...

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    I'm searching for a professional well versed in Excel to help with lookup functions. I'm struggling with finding matching values and retrieving data from different worksheets in a text-based file. Key parts of this project: - Locating matching values across two worksheets - Retrieving needed text data from another worksheet The ideal candidate will have: - Strong proficiency in Excel lookup functions - Experience dealing with data across multiple worksheets - Understanding of text-based data within Excel

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    ...designed to integrate data from various advertising platforms, website activity, CRM, and Marketing Automation Platforms (MAP) to provide a unified view of marketing performance. We require a highly skilled and efficient Data Engineer or Architect who can handle data export processes, model and create tables and entity relationships, and develop an efficient and scalable database within a tight one-month deadline. ### Responsibilities: - Data Integration: connect and streamline data from multiple sources including ad platforms (like Google Ads, Facebook), website analytics tools (e.g., Google Analytics), CRM systems (e.g., Salesforce), and MAPs (e.g., HubSpot). - **Accelerated Database Design:** Design and implement a robust and scalable database that...

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    ...individually. b. Assume both CSI and forensics lab operations work 24/7. c. Model precisely ONE WEEK of sampling – any samples that are have not been completely processed by one week are not included in your analysis. d. The unit of time to use in the model is minutes. e. There is one Rapid DNA sequencer, which is only run once all eight spaces in the cartridge are filled with samples. f. You MUST use Excel to model the process. g. You MUST create, develop and save all your work in one file saved on your OneDrive account. There are no exceptions to this. See Saving and Sharing instructions on pages 10-12. 3. Results to find from your “average” model solution: a. To the nearest ten, how many samples will be processed by the end of the seven days? How many ...

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    I'm looking for a detail-oriented Excel expert to amend certain elements on my existing spreadsheet. Key tasks include: Data Entry Corrections: - Correcting inaccuracies in data entries. - Rectifying data location errors. Data Reorientation: - Shifting the format from a vertical to a horizontal layout specifically for data values. It would be ideal if you possess a keen eye for detail, advanced Excel skills including formulas, and a proven track record of spreadsheet data management. Experience in handling large copy-paste tasks will also be of great advantage. Due to the nature of this task, a meticulous and systematic approach will be required.

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    ...of my project, I need an expert in Excel to type data from various digital files into a spreadsheet, ensuring accuracy and efficiency. This data will be utilized for basic data analysis purposes, so it's important that the freelancer is comfortable with working on this type of data. Key Requirements: - Converting data from various digital files (PDF, Word, etc.) into an Excel sheet. - Proficient in using basic Excel formulas and functions to manipulate data for analysis. - Attention to detail and accuracy are critical for this task. Ideal Skills and Experience: - Proficiency in Excel - should be able to work with basic formulas and functions. - Prior experience in data entry or data analysis is a ...

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    ...efficiently track and manage our expenses. Key Data Sources: - Your primary task will be integrating data from Excel spreadsheets and purchasing data from our suppliers. This will provide a comprehensive view of our spending patterns. Key Metrics: - The dashboard should enable real-time tracking of our total spend by category. This will allow our procurement managers to identify areas where costs are higher than expected, enabling them to take immediate action. Primary Users: - The dashboard will be primarily used by our procurement managers. It should be user-friendly and intuitive, allowing for quick and easy analysis of the data. Ideal Skills and Experience: - Strong experience in data analysis and visualization - Proficiency in integrati...

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    Productcatalog for technical parts and for automobile car/truck parts (lighting) Do you have experience in technical parts product catalogs? Than let us know and send us via message a reference catalog from you and the price for the layout, optional add the price for automatic eding via a productlist from excel with photos to create the catalog. Send us a message with a reference catalog, maybe german language catalog or for europe with technical parts products.

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    Here's what I need in a potential candidate for the job: - Experience in data entry involving Text, Numbers, and Images. Adeptness in managing a wide array of data types is crucial for this project. - Proficiency in Excel. This project requires all data to be entered into a specific Excel template that I will provide. - Detail-oriented skills and accuracy are essential. The data entered should be free of errors and align with the format that I will provide. Please ensure your bid reflects your experience and capabilities in these areas. Looking forward to a fruitful collaboration!

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    Web Scrapper 6 days left

    I need a web scraper to extract specific data from various websites. The project will involve: - Identifying the necessary data to be scraped - Building a scraper to extract this data Ideal skills for this job include: - Proficiency in web scraping tools - Familiarity with web data extraction techniques - Ability to work with and extract data from various websites Please provide your quote for this project.

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    I have an Excel sheet full of text data that I need typed up. The data is currently in a PDF file, so you'll have to extract it from there. Once the data is in the Excel sheet, it needs to be organized into tables. Key Requirements: - Data entry of text from a PDF into Excel - Organizing text data into tables in Excel Ideal Skills: - Proficiency in Excel - Fast and accurate typing - Attention to detail - Experience with data formatting in Excel Looking for someone who can complete this task in a timely and error-free manner.

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    Create Financial Project on Excel

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    Do you want to convert any PDF, JPG, PNG, or image files Are you looking for any kind of document conversion or need editing in your documents, You are on the right gig. MY SERVICES: ✅ Data Entry ✅ Web research ✅ Data Conversion ✅ Copy Paste Work ✅ Excel Data Entry ✅ JPEG to Excel or Word ✅ PDF to Excel or Word ✅ Real Estate Data Entry ✅ Language Translator ✅ Microsoft Excel ✅ Microsoft Word ✅ Lead Generation If you still have any questions or want to discuss prices for a custom project, don't hesitate to contact me. WHY ORDER FROM ME?? Fast Delivery, Never Late ✔ Message me if you're unsure or have project-specific questions Thank you

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    I'm seeking an Excel expert to help me with data analysis, formulas, and pivot tables. I work with Excel 2019. Key Responsibilities: - I want to see the mode of payment according to date wise in report sheet according to datewise Ideal skills and experience: - Proficient in Excel 2019. - Expertise in data analysis, formulas, and pivot tables. - Experience in creating automated reports or dashboards (desirable but not mandatory). - Excellent communication and problem-solving skills.

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    ...looking for a skilled web scraper who can extract detailed information regarding the sellers on the Miravia website. Requirements: - Extracting Seller Data: The main purpose of this project is to gather information about the sellers on the Miravia platform (). This includes the shop_id shop_name Ivl1_cate_name product_number avg_price shipping_duration company_location phone_number email_address vat_number company_name shop_rating shipping_on_time % followers comments etc. I require 10,000 entries of data I require the data to be well-structured and organized into a CSV or Excel file for further analysis. Skills and Experience: - Proficiency in Web Scraping: The ideal candidate should have extensive experience in web scraping and data extr...

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    ...number ... - the time position/time code ... - the data detected ...... - e.g. the sharpness and this should be outputed in a JSON file per video file. Ideal Skillset: - Proficiency in Python - Experience with video processing libraries (like OpenCV, PyAV, or MoviePy) - Experiences with OOP (classes and lists) - Familiarity with JSON output format. Milestones: MS1: provide python OOP module to measure the blurness & sharpness quantification of images and videos data will be written in same filename but with .json as extension we will share you testing images and videos 2 modes required - demo mode with showing the video+persisting the demo video - performance mode, which only processes the data MS2 same as MS1, except now you extract the differe...

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    ...for an expert to assist in creating a dynamic Power Bi dashboard. This job should revolve around integrating data from Excel spreadsheets and designing a variety of data visualizations. Key Responsibilities: * Guide me in creating the dashboard on my company account. * Connect the Power Bi dashboard to Excel spreadsheets as the primary data source * Develop compelling data visualizations using pie charts, line graphs, and bar charts * Configure the dashboard to refresh data on a weekly basis Ideal Candidate: * Strong experience with Power Bi and data analysis * Proficient in handling Excel data * Expertise in creating different types of charts * Ability to work with time-based data refreshing schedules ...

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    ...should be able to provide real-time monitoring and reporting of cash flow changes. User Data Input: - Integrating with Accounting Software: The tool should allow users to input their financial data by directly integrating with their existing accounting software like quickbooks. Ideal Skills: - Proficiency in SaaS tool development using a no code tool flutterflow - Experience with real-time data processing - Previous work on financial reporting tools - Familiarity with integrating systems with accounting software User journey - Register with Google account - link with accounting platform like Quickbooks (1 click integration) - Extract data and save the data in AWS securely - Do some calculations on the data (we will provide it) - Di...

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    I need an experienced graphic designer who can help me enhance the design of basic ID cards for my organization's 44 employees. Key Requirements: - I will provide an Excel file with detailed employee information. This should be included in the design. - Each ID card should include the employee's Name, Employee ID Number, Date of Birth, Emergency Contact Number, and the Company Address. - The design should be professional and visually appealing. I'm looking for someone who can take on this task urgently and provide high-quality work within a short timeframe. Your past experience in designing functional and aesthetically pleasing ID cards will be a huge advantage.

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    ...freelancer who can work with OpenStreetMap data to extract specific elements and format them into a .csv file. Key Requirements: - Extracting Geographical locations: ID (from OSM), ZIP, City, District of City, Federal State, District, Street, Housenumber, Latitude, Longitude. If available the Community and the Code of the Community The dumpfile is on: The Download and Format-Process should be automated and if possible triggered with a download Button on an HTML Page. By clicking on the Download button, the process of formating the OSM into .csv is startet. Coding of .csv should be UTF-8 Ideal Skills: - Proficiency with OpenStreetMap data and extraction tools. - Experience in formatting data into .csv files. This is a monthly project

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    I'm seeking an expert researcher to build a comprehensive list of 3300 Chair of Gov...Governors acceptable. Site to help The budget is $100 no more - please send a sample of 10 to 20 Governors Key requirements include: - The list should be organized alphabetically by county/area - I need contact details to include email addresses and phone numbers. Your experience with web research, data mining and data entry will be crucial to successfully carry out this task. Knowledge of educational institutions and contact compilation is key. Please ensure that the details gathered adhere strictly to public schools only. I expect high levels of accuracy, so skills in precision and attention to detail are crucial.

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    I need a detail-oriented professional to help with my bookkeeping and prepare financial statements using Excel. Key Responsibilities: - Regularly update my Excel spreadsheets with day-to-day transactions - Prepare monthly financial statements for my business Ideal Skills & Experience: - Strong Excel skills, including advanced functions and formulas - Experience in bookkeeping and financial statement preparation - Attention to detail and a good understanding of accounting principles Please note: - The role is likely to require around 10 hours of work per month - I may consider transitioning to a more robust accounting software in the future, so experience with QuickBooks or Xero would be a plus.

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    I am looking for a professional who has experience in data scraping to extract email addresses of senior level employees in the Building Industry, specifically from the United Kingdom. This task involves collecting the email addresses of 100 senior level employees. Key Requirements: - I need the first name, job title, and email address of each employee. - All the email addresses should be from the United Kingdom. The ideal freelancer for this project should have: - Experience in data scrapping and data mining. - Proficiency in tools and techniques for extracting data from web sources. - Attention to detail to ensure the accuracy of the collected information. - Familiarity with the Building Industry and the job titles associated with senior level ...

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    See...programmer adept in WordPress for custom coding work and form layout adjustments. Requires proficiency in backend management, specifically relating to data capture, viewing, and exporting in Excel format. A highlight of the project entails the customization of our existing WordPress theme and the integration of new, unspecified features. Lack of detailed request emphasizes the need for a freelancer capable of intuitive problem solving. Primary tasks include: - WordPress custom coding - PDF form adjustments - Data capture and export to Excel Ideal candidate should have knowledge and experience in custom coding, WordPress navigation, and form data handling. Exceptional problem-solving skills are highly appreciated. Undefined project elements call fo...

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    I'm urgently requiring a resourceful developer to create a tailor-made HR dashboard for our company. The developer should ideally have extensive experience in HR dashboard creati...prominently feature recruitment metrics and performance evaluations. Recruitment Metrics Include: - Time-to-hire - Cost-per-hire Performance Evaluations Indicators: - Retention rate The dashboard should present these metrics in a clear, accessible format, preferably utilizing visually-pleasing graphs and charts. To excel at this project, the developer should have significant experience working on similar projects, a keen eye for design, and a knack for turning complex data into easy-to-understand visuals. A truly comprehensive understanding of HR metrics and how to effectively display them...

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    I have an Excel sheet full of text data that I need typed up. The data is currently in a PDF file, so you'll have to extract it from there. Once the data is in the Excel sheet, it needs to be organized into tables. Key Requirements: - Data entry of text from a PDF into Excel - Organizing text data into tables in Excel Ideal Skills: - Proficiency in Excel - Fast and accurate typing - Attention to detail - Experience with data formatting in Excel Looking for someone who can complete this task in a timely and error-free manner.

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    I'm looking for a freelancer with expertise in data entry to assist with tasks in Excel. Tasks: - You'll be working to enter data into an Excel sheet. Nature of Data: - The data to be entered will be a mixture of numerical and textual. Size of Project: - You'll be handling an Excel sheet containing between 100-500 rows and columns. Required Skills: - Proficient in Microsoft Excel - Fast typing skills with a strong attention to detail. - Strong numerical and textual data entry skills.

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    Hi Ashish, this is for the tasks I emailed about.

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    I'm in need of an expert who ...develop a risk assessment model for Cmbs SASB. The main goal of this project is to identify and analyze risks associated with my investments. Key Project Details: - The primary focus will be creating a risk model for Cmbs SASB. - I will provide third-party analytics data which you will need to integrate into the model. - The development and implementation of this model will be done using Excel. Ideal Candidate: - Prior experience in financial risk assessment, ideally involving Cmbs SASB. - Proficiency in Excel is a must, as this will be the main tool for developing the model. Please provide any relevant past work or experience that you think aligns well with this project. We can discuss further details and expectatio...

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    I am seeking a talented Python developer to create a recommendation model. The scope involves mining unspecified data types for the model training. It should be noted that while the purpose of the model is to be determined, the data for the model training is in CSV format. Ideal Skills: - Expertise in Python. - Familiarity with recommendation algorithms. - Experience manipulating CSV data. Responsibilities: - Developing a flexible, adaptable recommendation model. - Importing and managing data from CSV files. - Advising on and utilizing appropriate algorithms depending on the eventual decision for the purpose of the model. DELIVERABLES Output Data Frame: Attribute Name | Ad 1 | Ad 2 | Ad 3 | Ad 4 | Ad 5 | Ad 6 | Ad 7 | Ad 8 | Ad 9 | Ad 10 ADDIT...

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    I'm searching for a detail-oriented freelancer with extensive experience working with Excel. - This task involves typing text data into an Excel spreadsheet. - The data entered will be a mixture of both structured and random entries. Thus, a keen eye for detail and the ability to maintain organization amidst complexity is key. - As a crucial aspect of this project, I require error checking to ensure the highest quality of work. The ideal candidate should have experience and knowledge in Excel data validation. - For successful completion of this project, accuracy and attention to detail are paramount. Candidates with previous background in similar tasks will be highly regarded.

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    I require a meticulous individual who is adept at data entry into Excel, with precision and accuracy being top priorities. - The task involves entering various types of data, including numeric, text, and alphanumeric, ensuring it is correctly and appropriately categorized. - The Excel sheet will consist of two columns which will require careful management for data uniformity and consistency. - The entered data should be organized based on the input order, therefore, attention to chronological details is paramount. The successful bidder should have proficient data entry skills and a keen eye for detail for successful completion of this project. Prior experience in similar projects would be an advantage.

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    Pl...your quote will be considered for 1000 products images. All the images is for grocery shop 1) All products should be cropped individually from the brochure or image or website link, The same shall be shared to you as per the required data. Any visible imperfections need to be painstakingly cleared off. Each picture will have to be improved in terms of lighting and contrast to make it more visually appealing. 2) the Size of the image should be 900 X 700 (Sample attached for your reference) 3) No Duplicates images should be created even if the brochure /excel or images (provided twice by us)has got duplicates 4) If the images are not clear as per the 900 X 700... YOU shall consider the image from the website. we will share you the link for your understanding if you requir...

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    I am searching for a proficient and attentive freelancer to assist with data entry tasks, specifically within Microsoft Excel. The role will require the successful candidate to be highly tech-savvy, with a strong background in Excel and an eye for detail. Key Responsibilities: - Handle diverse data entry tasks within Microsoft Excel - Ensure accuracy and consistency throughout the Excel spreadsheets - Offer quick turnaround times for tasks, while maintaining quality Ideal Skills: - Excellent knowledge and proficiency in Microsoft Excel - Previous experience in data entry roles - Strong attention to detail and accuracy - Ability to work quickly and efficiently under minimal supervision.

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    I'm looking for a skilled developer who can create a personalized Roblox script hub for the games Pet Simulator 99, Jailbreak, and The Survival Game. Key Requirements: - Decompilation: You'll be required to decompile the mentioned Roblox games and extract essential elements for the script hub. - Auto Farm Feature: Implement an auto farm feature within the script hub that works seamlessly across all the games. - Personalized Design: Design the script hub with a minimalist theme, ensuring it's visually appealing and user-friendly. User Interaction: - The script hub should offer a graphical user interface (GUI) for users to easily navigate and interact with. Ideal Skills and Experience: - Proficient in Roblox scripting and decompilation. - Experience in developing che...

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    I am looking for assistance in creating a visually engaging, professional PowerPoint presentation, using a provided style template, based on a 64 double side page Word document. Key details: - Extract key points and messages to form a summarized version of the Word document's content. - Encompass a range of 50 to 80 slides with a balance between text and relevant images to ensure readability and viewer engagement. - Align with pre-existing PowerPoint template aesthetic. Ideal candidate should have: - Excellent summarization skills and attention to detail. - Proficiency in PowerPoint. - Experience in creating engaging corporate presentations. Presentation would need to be done in 5 days

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    The machine learning component of this hybrid profile creation system in a Flutter app involves integrating a TensorFlow Lite model, possibly using DistilBERT for its efficiency and effectiveness in natural language processing tasks. The model's role is twofold: Text Analysis and Categorization: It processes user-generated text inputs and web-scraped content to extract meaningful insights, such as sentiment, key phrases, or categorization of interests. This helps in dynamically adjusting the user's profile to reflect their preferences and behaviors accurately. Usage Pattern Learning: The system tracks and analyzes app usage statistics to learn about user preferences over time. Machine learning algorithms can identify patterns in what features or content the user interacts...

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