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I am currently grappling with a gnawing issue with my React project. Specifically, a certain component is acting up; it does render, however, the data is just off. This incorrect data is primarily sourced from the client-side state or context, adding another layer of complexity to this enigma. I require a seasoned React developer with extensive experience in troubleshooting and mending rendering issues. The ideal candidate should have: - Specialized knowledge in React, specifically JS and JSX. - Hands-on experience in managing client-side state or context. - Excellent debugging skills, with a knack for data accuracy. - Proficiency in performance optimization. The goal is not merely to resolve this issue, but also to optimize the performance of the React app so t...

I'm seeking a skilled and experienced writer to assist me with a lab report. This project involves: - Crafting a detailed and comprehensive report in a scientific style based on the provided data. Ideal candidates should have: - Previous experience in scientific writing, particularly lab reports. - A strong understanding of the scientific method and methodology. If you have a background in either Physics, Chemistry, or Biology, that would be a bonus. The ability to interpret and present scientific data clearly and concisely is essential. Please provide examples of previous scientific writing work if possible.

...Marketplace that focuses on our Personal Information Agent (PIA) technology. Key Requirements: - The video should introduce the Tradewinds Solutions Marketplace. - It should specifically address the data privacy and security features of our Personal Information Agent technology. - The video should be a fusion of a technology overview and business presentation, aimed at potential users and investors. Your Tasks: - Enhance the existing PIA prototype video and business presentation. - Maintain a balance between the technical aspects of the technology and its practical business applications. - Present the data privacy and security features in a captivating and informative way - it's crucial for our audience to understand its significance. Ideal Skills and Experience: -...

I need an efficient and experienced professional who has a good understanding of Google Sheets and data analysis and entry. Specifically, I need: - Creation of PLP by Copying-Paste Data entry. - Searching a Google sheet for specific products that should be on that PLP - Manually adding each product to that specific PLP based on the results from the sheet A full and detailed brief is available.

...including credit cards, PayPal, and local payment methods. SEO Friendly: Optimized for search engines to ensure good online visibility. Mobile Friendly: Fully responsive, ensuring functionality on mobile devices and tablets. E-commerce Functionalities: Shopping cart, product search, categorization, filters, and recommendation system. Security: Robust security measures to protect transactions and user data. Deliverables: Complete source code of the website. Documentation on the structure and maintenance of the site. User guide for daily site operation. Selection Criteria: Experience with integration on the BigBuy platform. Experience in developing e-commerce and dropshipping websites. Quality and relevance of previous works. Proposed cost and delivery time. How to Participate: S...

Seeking an experienced and organized professional to manage the product aspects of various corporate events, ranging from workshops to co... execution, and post-event analysis. - Developing sponsorships, partnerships, and planning for the speakers. - Managing logistics, from participant management to event day operations Partnerships and Collaborations: Community Building: Referral Programs: Remarketing: Online Forums and Q&A Sites: Community Engagement: Webinars and Workshops: Customer Retention Strategies: Analytics and Data Analysis: Please, the ideal candidate should have proven experience in similar roles and superior organisational skills. If you are an MBA from India or Pakistan or Philippines, worthwhile to discuss. Knowledge of corporate event protocols is a...

...posts on various social media platforms and manage them from one place. Required Skills: Experience in developing web applications. Proficiency in programming languages such as JavaScript, HTML, CSS. Ability to work with web frameworks such as React, Angular, Vue.js, etc. Familiarity with working with APIs of social media platforms like Facebook, Twitter, Instagram, LinkedIn, etc. Understanding of data security and user privacy concerns. Ability to work in a team and communicate effectively with other members of the project team. Application Functionalities: Scheduling posts on various social media platforms, such as Facebook, Twitter, LinkedIn, Instagram, etc. Creating, editing, and deleting posts from the application interface. Automatic publishing of posts at scheduled time...

...and display specific data from PubMed on my Joomla site. Your tasks will include: - Setting up the API integration for fetching the data from PubMed - Displaying the retrieved information in a custom module/widget on my Joomla site The specific details you need to consider are: - I'm interested in retrieving and displaying the 'Title' and 'Abstract' of the publications from PubMed - The displayed data should be organized neatly within a custom module or widget on my Joomla site Ideal skills and experience for the job: - Proficiency in Joomla development, with a strong understanding of API integration - Prior experience working with data retrieval from external sources like PubMed - Ability to create custom modules or widgets within...

I'm looking for a skilled freelancer to assist with text data entry from online sources into a database. Key Responsibilities: - Inputting data from online sources into a database - Ensuring accuracy and consistency in data entry The ideal candidate should have: - Proven experience in data entry, particularly from online sources - Strong attention to detail to ensure accuracy - Proficiency in database entry methods This is a straightforward project that needs a reliable, detail-oriented individual.

I require exceptional data entry services for a concise assignment, with less than 100 records needing to be entered. The data will be sourced from a database. Even though the project size is relatively small, precision, attention to detail, and the ability to work with databases are crucial skills needed for this job. Applicants should be adept in inputting both text and numeric data accurately and efficiently. Image data handling skills are not necessary as I've skipped this preference. However, being adequately skilled in general data entry tasks will be a definitive advantage.

I'm in need of an application that prints labels from an Exce...is to print personalized employee labels with names and respective earnings for cash payments. Key project features: • Read an Excel spreadsheet in a consistent format, with different entries for each worker's name and earnings. • Print labels with the worker's name and corresponding earning. Candidates should have: • Extensive experience in programming • Familiarity with reading data from Excel • Expertise in printing functions Just to clarify, the format of the spreadsheet will always be the same, only the contents (worker names and earnings) will differ. Please ensure the program is capable of handling this accurately. Your proposal should detail your related...

I'm looking for an expert who can seamlessly integrate Bask(CRM and Sales platform to) Klaviyo Flow via webhooks. Your task will involve creating an integration that can automate email campaigns, collect customer data in real time, and track customer engagement effectively. The primary platforms for the project include Bask(only for webhook functionality) and Klaviyo(primary platform). The triggers for the Klaviyo flow API integration include: - Placing an order - Abandoned cart The ideal candidate should have prior experience with Klaviyo. They should also have a deep understanding of API integrations and webhooks, and be able to implement practical and efficient solutions to complex problems.

...in a database worksheet 2) There are 2 worksheets for Input: a. Customer Main Input Screen - worksheet (90% of the application runs off data from this worksheet i. The information from this worksheet is utilized for all 8 other reports (worksheets it produces). ii. It uses a “What is your current yearly revenue” number and pulls against an array (worksheet) – For the 8 other reports, it pulls data from the column in the array to produce reports. iii. Update – to be able to select multiple outsourced professionals Field b. Customer EBITDA and P&L – Some data from the array is utilized here, and this being a customer input screen, also needs to save its data to a database worksheet. 3) There are 8 Reports – to include 1 c...

...expert who can help me gather information from various medical service provider websites. Key Requirements: - Extract doctor names, contact information, medical service details, and additional data such as phone numbers, specialties, and participating plans. - The information should be pulled from three specific websites - Website 1, Website 2, and Website 3. Your deliverable: - The scraped data should be compiled into a CSV format for easy analysis and integration into our system. Ideal Skills: - Proficient in web scraping and data extraction - Advanced knowledge in handling and exporting data formats like CSV - Experience in scraping medical websites or similar domains would be a plus. Please bid only if you can start immediately and provide a quick...

I am looking for an expert freelancer to develop a software that will expedite my web scraping process. I have identified the need to automate if possible the solving of image-based reCAPTCHA challenges. Key Requirements: - Practiced experience in automation and CAPTCHA solving. - Familiarity with various web scraping technologies and debugging will be vital to this project's success....automation and CAPTCHA solving. - Familiarity with various web scraping technologies and debugging will be vital to this project's success. The ideal freelancer for this project would have a proven track record in web scraping, specifically with handling reCAPTCHA challenges and previous experience with 2captcha will be considered an advantage. Let's bypass these hurdles together and get t...

I want to create a marketing summary dashboard template using Looker Studio that I can easily customize for for my clients. I am having issues with some of the data not making sense and am looking for someone to help design a template and provide guidance on why the numbers might now be making sense.

I'm seeking a skilled software developer to join our dynamic IT team. The ideal candidate will possess expertise in Perl, Python, and XML/XSLT, and should be familiar with MySQL. Responsibilities: Develop And Maintain Software Applications Using Perl, Python, XML, XSLT, And Database Technologies. Design And Implement Data Transformation Processes Using XML And XSLT. Write Efficient, Clean, And Reusable Code That Complies With Company Standards And Best Practices. Collaborate With Project Managers, Business Analysts, And Other Team Members To Understand The Requirements And Provide Technical Solutions. Perform Database Management Tasks, Including Design, Modifications, And Performance Tuning. Assist In The Integration Of New Software And Systems Into Existing Environments. Mai...

Hello, We are seeking a skilled developer to construct a straightforward pipeline for processing data annotated with multiple categories, including cars, bikes, and number plates. Our project aims to leverage foundational models such as Grounding Dino, SAM, and various visual question answering models akin to GPT-4V (e.g., CogVLM, Qwen VLM). The goal is to enhance existing labels with additional attributes and generate new annotations based on the provided data. Your primary responsibility will be to update existing JSON files formatted in COCO using these foundational models. Detailed instructions regarding the types of modifications and any additional requirements will be provided. This project is initially short-term but has the potential to evolve into a long-term coll...

...professional who can assist me in a project involving image classification for academic research. Key Tasks: - Data Preprocessing: Processing and cleaning the image data to make it suitable for training. - Model Training: Developing and training a machine learning model that can classify images effectively. - Feature Selection: Identifying the most relevant features from the data to improve the accuracy of the model. Goal: - The primary goal of this project is to classify images into specific categories. Final Use: - The classified images will be used for academic research. Ideal Skills: - Proficient in machine learning techniques, especially in image classification - Strong experience in data preprocessing and feature selection - Previous work in academ...

Fine tune whisper on Arabic and other arabic dialects with common voice data

...Dashboard that displays energy consumption data. Specifics: - The dashboard should be able to visualize various metrics related to energy consumption. - I already have an existing data source that will provide the necessary information for the dashboard. - I am open to different types of visualizations and would like the dashboard to display the data in a visually appealing manner. Ideal Skills and Experience: - Experience with NodeRed and dashboard creation. - NodeRed Multi user dashboard with login and based on the user seeding different UI's. - Could be done in any NodeRed support way standard Dashboard, UI-Builder od others. - Proficiency in data visualization and designing visually appealing charts and graphs. - Ability to work with existing ...

...of a person sending an email in response to my cold email campaign. 2. I need some help managing my CRM to keep my lead generation funnels up to date (if you can set up advanced email and lead funnel automation in HighLevel CRM that's a big plus, please let me know). 3. I have general client account and client project tasks such as generating reports, launching website hosting servers, migrating data from one website to another, and other similar tasks that involve setting up or updating accounts/servers. 4. Other general misc. tasks that involve setting up or updating accounts. 5. Continually work on creating new lead lists for different industries while you are not working on other tasks or responding to cold email inquiries. I will provide detailed written and video tr...

I'm seeking a virtual assistant fluent in English to assist me with a variety of tasks, both personal and professional. Tasks: -Data Entry: I need help with data entry, but the anticipated workload is less than 10 hours per week. This will involve inputting and organizing various types of data. - Graphic Design: You should be adept at creating eye-catching and professional visuals for presentations, social media, and other purposes. - Video Editing: Proficiency in editing videos for personal and professional purposes. - Building Tutorials: You'll be required to create user-friendly and engaging tutorials. -Bonus if you are able to know WordPress - Email Management: You should be able to manage your emails efficiently, including sorting, responding, and...

I need a professional to scrape specific information from an one page weblink and present it in an Excel file. The details will include: - IMAGE LINK - Product Name - Price1 -Price 2 - Link to Product Page - Stock Availability (I lager) The freelancer that can deliver fast will be prefered.

I need a SharePoint Framework (SPFx) w...PDFs, PowerPoints, images, and videos. - Smart Filing: The web part must utilize attached metadata for automatic filing of documents. Relevant fields include Document Type, Department, and Document Format. Ideal Skills and Experience: - SharePoint Framework (SPFx) development. - Prior experience in designing/developing document management tools. - Proficiency in managing and categorizing diverse data types. - Strong understanding of SharePoint's metadata capabilities. This project will greatly increase the efficiency of my existing SharePoint setup by automating the filing process, thereby reducing time spent searching for documents. I look for expert freelancers with a keen eye for detail and a deep understanding of SharePoint docum...

I am looking for a data entry specialist to help with a basic online form filling project. - The data required for the forms is very simple, mainly just Name, Email, and basic contact information. - The volume of forms is expected to be less than 100. This shouldn't be a complicated task for someone with good attention to detail and data entry experience. The ideal candidate will be efficient, reliable, and able to deliver the work in a timely manner. If you have experience in similar projects and are confident in your data entry skills, I'd love to hear from you.

I'm searching for a meticulous professional that can handle a plethora of data. Entrusted with both numerical and textual data, you would be tasked with: • Efficiently processing large quantities of mixed data • Quality assurance and accuracy of data entry is essential Ideally, you should have a solid background in handling extensive data processing tasks. Your adaptability with different types of data—textual and numerical—will be crucial in this role. Your knack for processing more than 2000 entries while maintaining the integrity of each data point is paramount. Accuracy, efficiency, and strong attention to detail are skills that will set you apart for this job. Reply to your bid with a attached completed sampl...

I want a make specialist to build for me make scenario that is receiving my customer data via a webhook and to send this data to an HTTP module that will post data in a destination form .

You are asked to create an Excel file (FILE A) that: 1) Automatically extract data from another Excel file (FILE B) which is located in an FTP folder and which is updated every day. 2) The FILE A must extrapolate the data from the FILE B based on some filters that can be set or changed. For example, a filter could be the Brand or the Price. 3) The output (FILE C) of FILE A must be a .CSV file composed of 3 columns: SKU, Quantity and Price. 4) The final part is that this FILE C is saved inside another FTP folder. This entire 1+2+3+4 process must be done automatically every day at a certain time without the intervention of an operator.

...users will need to enter their address and make a payment. Rating page. Users will be prompted to login before accessing this. Star ratings will be filled in here, and the welcome text will have each users [first_name]. Generate a custom QR code to a rating page with pre-filled order number (unique identifier from above) Order confirmation email. With animated banner and QR code. SQL database. All data from the users, questionnaires, orders, and ratings will be stored in a postgres SQL. I have specified the database design (see below). Currently there is no API to warehouse/shipping (postage of orders are handled manually, but please set up the database with the future API integrations in mind). Manual order (in backend). Basically, I want to be able to look at the sample ratings...

...new opportunities. I'm in need of an expert in AppsFlyer and Google Analytics 4 (GA4) to ensure both iOS and Android versions of my app are correctly set up to achieve these goals. Key Responsibilities: - Audit and optimize AppsFlyer and Google Analytics 4 for my app. - Analyse user engagement data to advise on app improvement. - Monitor and analyze app revenue and recommend revenue-boosting strategies. - Track and optimize Ads performance. - Unearth opportunities from our app tracking data. Desired Skills: - Proficient in AppsFlyer and Google Analytics 4. - Experience in apps tracking in both iOS and Android platforms. - Strong understanding and experience in ASO, ads optimization and tracking - Knowledgeable about tracking based on specific geographic...

I'm looking for a skilled thesis writer who can assist me with a 50-100 page academic project. The project requires: - Extensive research and data analysis - A thorough literature review and a solid theoretical framework - The actual writing of the thesis, as well as editing and polishing The ideal freelancer for this job would have a background or extensive experience in academic writing, especially in the Social Sciences or Humanities. A solid grasp of research methodologies and data analysis is crucial. I'm looking for someone who can not only assist me with the mechanics of writing, but also contribute to the intellectual content and structure of the thesis. This means being able to critically engage with complex ideas and arguments, and to help me shape and...

I am seeking a skilled data scrapper to retrieve specific information from 'Website 1'. a full comprehension of various types of data is needed for a successful scrape. The types of data required include: - Textual content - Metadata Specifically, within the textual content, I require: - Titles - Descriptions - Prices - Linked products - Related products An ideal candidate would demonstrate extensive experience in data scraping, with a keen focus on retrieving accurate and relevant information. A good understanding of e-commerce sites and familiarity with Metadata and APIs will be advantageous. Please, I urge you to utilize ethical scraping methods in accordance with the rules and regulations of the source website. Looking forward to working ...

I'm looking for an experienced developer to create a versatile iOS note-taking app. The primary goal of the app is to provide a comprehensive platform for text formatting, creating, saving, and printing notes. Your main...Providing options for saving notes in various formats like pdf, txt, rtf, and doc. - Incorporating a seamless printing functionality. To be successful in this project, you should have a strong background in iOS app development, particularly in the context of note-taking and text formatting. Proficiency in tools like Flutter or native iOS development is preferred. Experience with incorporating image and data visualization features would be an asset. Please provide examples of similar projects you've completed and detail your approach to implementing the...

Please fully read the job description! I'm in need of a skilled virtual assistant. The tasks you'll be tackling will include: - Data entry: you'll be responsible for inputting new data into our system and maintaining the accuracy of the existing data. - Writing Standard Operating Procedures (SOPs): I'm looking for someone with a knack for writing detailed and clear SOPs that can be easily understood by others. - Setting up email lists. - May be added: Email management: sorting, flagging, and responding to emails from potential customers in a timely manner. I am looking for a long term assistant for around 6-8 hours per week initially. It would be great if you could work one or two hours per day on multiple days during the week. I'm expecting...

I have a set of Excel sheets that need to be transformed into a powerful data analysis tool. The primary purpose of this tool is to provide detailed data analysis in the form of summary reports. Key requirements: - Data analysis: The tool needs to be proficient in data analysis. It should be able to handle the data provided and present it in a clear and concise manner. - Summary reports: The data analysis results should be presented in summary reports. These reports need to be visually appealing and easily digestible for a non-technical audience. - Automated chart updates: When new data is added to the tool, the charts should be automatically updated to reflect these new changes. This automation is crucial to ensure the tool remains accura...

I require a seasoned Python expert with specific skills in data analysis and scripting and automation. The key tasks will involve working with numerical data to accomplish two prime goals - data visualization and processing/transformation. Direct experience in the following areas is crucial: - Strong Data Analysis: Ability to dissect and interpret complex numerical datasets - Skilled in Scripting and Automation: Can systematically automate data processing and transformation tasks - Proficient in Data Visualization: Capable of creating intuitive visualizations to contextualize processed data Assured understanding of numerical data handling is a prerequisite. If the above resonates with your skills set, feel free to place your bid.

I'm in search of a skilled machine learning developer with expertise in GPT (Generative Pre-trained Transformer). My goal is to have an AI model that can both correct and ...standardize postal addresses. The addresses will be provided in CSV files and the output of the model should be accessible via an API for integration into our system. Key requirements: - Proficiency in machine learning with a focus on GPT - Experience in addressing data correction and standardization - Ability to work with CSV files - Familiarity with API integration - Strong communication skills for seamless collaboration The ideal candidate will have a proven track record of developing AI models, particularly in the realm of addressing data, and be able to provide a detailed timeline for the comp...

...expert who can help me create a bidirectional data transfer system in Google Sheets. - The task involves transferring ALL data from one main sheet to multiple other sheets. - The data should be copied as well as linked to the other sheets. - The script should work bidirectionally, meaning any changes made in the source sheet should be reflected accurately in all the other sheets and vice versa. Ideal Skills and Experience: - Proficiency in Google Sheets scripting, specifically working with data transfer and bidirectional systems. - Knowledge of how to copy and link data between sheets. - Experience in creating and maintaining bi-directional data systems. - Ability to ensure that the script performs seamlessly even when handling a large amount ...

I'm looking for a Shopify seller with experience in r...including ad creative and copy, target audience, and budget allocation. - One of the specific adjustments we're willing to experiment with is converting leads through 1:1 automated DMs. Ideal Candidate: - Proven experience in running successful Facebook Ads campaigns. - Does more than $5K in sales monthly. - Strong background in Shopify, particularly in driving conversions. - Adept at analyzing data and making data-driven decisions to enhance conversion rates. - Familiar with the concept of automated direct messages and willing to try new, innovative strategies. If you're a savvy Shopify seller, experienced in Facebook Ads, and eager to be part of an experimental project focused on improving conversion r...

...include: - Data Collection & Analysis: I need help in collecting relevant data on air pollution and subsequently analyzing it. - Result Visualization & Interpretation: After the data analysis, I require support in visualizing the results and interpreting them. The data that will be provided to you for this task will be in CSV format. Therefore, you should be well-versed in handling and analyzing data in this format. The ideal candidate for this task should have a strong background in data analysis, particularly in the context of environmental science or air pollution. Proficiency in RStudio is a must, as this is the primary tool that will be used for the modelling activities. Your role in this project will be crucial in helping me...

...create profiles. - Each player is assigned a unique identifier (UUID) for tracking. 2. **Scenario Generation:** - At the start of a session, the backend sends a request to the ChatGPT API. - The API returns a scenario that sets the context for the game. 3. **Task Generation:** - Based on the scenario, the backend formulates tasks for each player. - Tasks are personalized using player data and are kept secret. 4. **Task Distribution:** - Players receive tasks through the frontend interface. - The backend ensures tasks are only visible to the assigned player. 5. **Gameplay Interaction:** - Players complete tasks and submit results. - The backend tracks these interactions and updates the game state. 6. **Dynamic Content Adjustment:** - As the game ...

...user-friendly data collection application and its corresponding dashboard. Key Features Needed: - **User Authentication**: Users should be able to create accounts and securely log in. - **Real-Time Data Updates**: The application must allow for smooth real-time data updates and changes. - **Data Visualization**: Incorporate clear and intuitive data visualization tools that can help users understand the data intuitively. Platform: - The application needs to be developed for both web and mobile platforms. Dashboard Interactions: - Users should be able to interact with the dashboard in the following ways: - **View**: Users can see the data presented in different forms. - **Edit**: Users can make changes to the data as needed....

The deliverable is the files associated with a Large Language Model (LLM) Retrieval...capabilities will be provided upon completion of the project. The chatbot will limit itself to agreed upon topics/information and can handle several conversation turns (i.e., will maintain a temporary chat log per interaction for conversation flow). The chatbot will also be configured to store all chat logs locally. The chatbot will make use of an information store, so domain- and county-specific data will be available. Files will be documented in case of future modification. Client responsibilities : - Providing all applicable information to use for the chatbot’s information store (e.g., county- and domain-specific documents and answers) - Ensuring bot adheres to applicable legal and eth...

I have a database with 200,000 SKU's from retail sales, un...SKU's from retail sales, unfortunately lacking category, subcategory, and brand details. I'm seeking a skilled professional who can assist in mapping these details effectively. Key Deliverables: - Utilize a data matching algorithm to automatically map the SKU's with high accuracy (90-95%). - Present the final output in an Excel spreadsheet. Ideal Skills: - Proven experience in data matching and SKU mapping. - Proficiency in using data matching algorithms. - Experience with handling large datasets. Accuracy is paramount for this project, as the mapped details will be used for further data analysis and decision-making in our retail operations. A high level of precision will be cru...

I'm seeking an experienced Tableau and Excel expert to assist in creating a high-quality data visualization project. Key project requirements include: - Intermediate level of complexity: The data that needs to be visualized is sourced from multiple sources and requires the implementation of filters. - User-driven data filtering: I am looking to implement specific interactivity features that allow users to manipulate and filter data. The ideal candidate will have: - Proficiency in Tableau and Excel - Experience in creating intermediate level data visualizations - Strong understanding of data filtering and interactivity features If you possess the required skills and experience, please bid on this project.

Setup issue for web. Data is not showing after create. Only work with ftp.

4 shopify websites and seo for it Hotels data

...create profiles. - Each player is assigned a unique identifier (UUID) for tracking. 2. **Scenario Generation:** - At the start of a session, the backend sends a request to the ChatGPT API. - The API returns a scenario that sets the context for the game. 3. **Task Generation:** - Based on the scenario, the backend formulates tasks for each player. - Tasks are personalized using player data and are kept secret. 4. **Task Distribution:** - Players receive tasks through the frontend interface. - The backend ensures tasks are only visible to the assigned player. 5. **Gameplay Interaction:** - Players complete tasks and submit results. - The backend tracks these interactions and updates the game state. 6. **Dynamic Content Adjustment:** - As the game ...

...provide real-time data glimpses of water levels, irrigation schedules, and weather information, effectively aiding in data-driven decision making. - **Automatic Irrigation System Control**: To ensure judicious water utilization, the site should feature sensor-based irrigation control. This entails automatic adjustment of irrigation schedules based on water levels detected by sensors. - **Weather Forecast Integration**: Integrate the site with a reliable weather forecast source. This will aid in planning and adjusting irrigation schedules considering the projected weather conditions. The ideal freelancer should possess solid React development skills and have previous experience working with IoT or smart agriculture technology. Familiarity with sensor-based systems ...