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...addresses your specific challenge. (e.g. image recognition, sentiment analysis, predictive modeling)Seamless Flask Integration: I will create a user-friendly Flask web application that uses your AI model, allowing you to interact with its intelligence and options: choose from a range of packages adapted to your budget and the complexity of your project. All packages include basic functionality, with options for advanced features such as complex model development, full database integration, and ongoing :Boost efficiency: automate tasks, improve decision-making, and gain valuable insights from your user experience: Create intelligent apps that adapt to user needs and deliver exceptional I also offer additional services like cloud

I need some easy work in Android I need some android apps using java I need easy work at low budget but for long term I need work from Pakistan freelancer

...addresses your specific challenge. (e.g. image recognition, sentiment analysis, predictive modeling)Seamless Flask Integration: I will create a user-friendly Flask web application that uses your AI model, allowing you to interact with its intelligence and options: choose from a range of packages adapted to your budget and the complexity of your project. All packages include basic functionality, with options for advanced features such as complex model development, full database integration, and ongoing :Boost efficiency: automate tasks, improve decision-making, and gain valuable insights from your user experience: Create intelligent apps that adapt to user needs and deliver exceptional I also offer additional services like cloud

Confirmis business model is designed to overcome perennial lack of data (let alone quality data) to support effective decision making, particularly in developing economies. As a Site Verifier, you will be responsible for verifying a company’s existence through visual data by conducting a site visit to ensure that we provide reliable and accurate information to our client. JOB DESCRIPTION: • Conduct basic verification with the subject company’s authorized representative, such as line of business, key executives' name, etc. • Take pictures of the subject company and its vicinity, as per Confirmis’ standard operating guidelines. • Provide observation about the company to gauge activeness, e.g., staff working at the premise, loading/unloading o...

I'm in need of a TensorFlow expert to c...classification model using Yolo. The model should be able to categorize images into more than 10 categories. We're aiming for basic accuracy for simple tasks, a good start in the right direction. Key Tasks: - Utilize Yolo with TensorFlow for image classification - Ensure the model can accurately distinguish between more than 10 categories - Focus on achieving basic accuracy for simple tasks, rather than advanced or research-level accuracy. Ideal Skills: - Strong proficiency in TensorFlow, with experience in image classification tasks - Prior experience working with Yolo in a similar context - Ability to balance model complexity and computational efficiency for basic accuracy - Strong communication skills to understa...

Hello, I need a complete professional in scrap, java, python flask, composer. more details in private

I'm seeking a video editor who specializes in basic editing, such as trimming and merging. The raw footage total duration is less than an hour and I would like the final edited video to be less than 10 minutes. Skills and experience: - Proficient in basic video editing which includes trimming and merging. - Experience with managing raw footage of less than one hour. - Proven track record of producing final edited videos of less than 10 minutes duration. - Exceptional attention to detail and creative outlook.

...Tutor LMS. These offer basic course creation, enrollment, and content delivery functionalities. Theme Selection: Choose a free WordPress theme optimized for eLearning platforms. Popular options include Astra or OceanWP. These themes are customizable and integrate well with LMS plugins. Stage 2: Development and Integration (2-4 weeks) Course Creation: Develop your course content (video lectures, quizzes, downloadable resources) and structure it using your LMS plugin. User Dashboard & Profiles: Utilize the built-in user management features of WordPress to create user dashboards where learners can track their progress, access course materials, and update profiles. AI Application Integration: Explore cost-effective AI chatbots or virtual assistants (VAs) to integrate bas...

I'm looking for a skilled app developer who can create an Anxiety Relief App for both iOS and Android, with a primary focus on Breathing Exercises. Key Features: - Development for both iOS and Android platforms - Design and integration of simple, effective and user-friendly interface for Breathing Exercises - Basic app functionality without user accounts and personalization features Ideal Skills: - Experience in developing mobile applications for both iOS and Android - API integration for smooth functionality - Knowledge of user experience (UX) and user interface (UI) design - Prior work on apps related to health and mindfulness is a plus Please note that the app should provide a seamless and intuitive experience to help users in times of anxiety. If you have experience in s...

I'm in need of professional video editing service specializing in shorts creation. Key Requirements: - Expertise in creating titles and animations. I am not looking for basic or advanced editing services. - The end product should be elegant and professional, not minimalist or overly colorful. The design should speak class and sophistication. - The final video should not exceed a duration of 1 minute. The efficient delivery of the intended message is crucial within this short span. Ideal skills: - Proficiency in professional graphic design software. - Excellent sense of timing, pacing and movement in visual media. - Creative mindset to turn visual elements into engaging motion graphics. Experience in crafting concise, effective, and visually striking videos is highly app...

...experienced Ecommerce WordPress developer to create a new ecommerce website for our company, SANA for Electrical and Telephone Co Ltd. The website should be developed using WordPress and WooCommerce, with a focus on user-friendly design, robust functionality, and high-level security. Our Requirements: - The website will need to accommodate a range of more than 10 diverse product categories. - A basic search feature is required to allow customers to easily find products on the website. - Arabic and English language required for website (Language option in website not Google Translation). - When a user lands on the website, it should be in Arabic and the website structure should be in Arabic format. When a user changes to English, the language and website structure should change....

So i need to add this link to a already built flutter app front end and back end, the app already as a built in app stripe payment system but we want to add this phone contactless payment system @sh.shreya.15/contactless-tap-to-pay-payment-a-step-by-step-guide-using-stripe-terminal-in-flutter-4afc4a733e85

I'm in need of a virtual assistant for a 1-2 week project. The ideal candidate should have intermediate experience in a few key areas. Key Duties: - Project Management: This is a critical part of the role. You'll be responsible for overseeing and coordinating various aspects of the project. - Bookkeeping: Basic understanding and experience in finance and budget management will be beneficial. - Data Entry: Accurate and efficient data entry is key. Experience with spreadsheets and databases is a plus. - HTML Coding: Some experience with HTML is necessary. You'll be required to make minor code adjustments. - General Administrative Tasks: Your role will include handling day-to-day admin tasks, including email management, scheduling, and more. The candidate should have i...

...products in my account. I'm looking for someone who can help enhance the product descriptions and images on my listings. Key Tasks: - **Image Enhancement**: I have some images already, but need more and better quality images for my Travel Kit items. The images should be high-quality, visually appealing, and able to attract potential customers. - **Product Description Refinement**: I have some basic product descriptions but need a professional to refine them. The descriptions should be engaging, informative, and SEO-friendly to boost my product visibility and sales on Amazon. Skills and Experience: - Proven experience with Amazon Seller Central and product listings is essential. - Adept at creating high-quality and visually appealing product images. - Proficient in craft...

...design - Familiarity with the Tuya platform is a huge plus - Ability to work under a tight deadline - Excellent communication skills Please note that the project is required ASAP. We have obtained these locks , we try through api to create temporary passwords like it can be done through the app without luck. Also the device permision is on read. Can it change? We have tried both the Smart Home Basic and the Smart Lock open service getting error codes such #illegal { "name": "test_id3", "password": "123456789", "effective_time": 1715372160, "invalid_time": 1718050560, "password_type": "ticket", "phone": "1234", "type": 0, "time_zone": "Europe/Athens"...

I'm seeking an experienced 3D designer to convert an image of a furniture piece into a simple 3D model. The model needs to be print-ready as I intend to use it for 3D printing / CNC purposes. Key Requirements: - The 3D model should accurately represent the furniture from the image provided. - Since this is intended for 3D printing, the model should have basic shapes and forms, without the need for intricate details or textures. Ideal Skills and Experience: - Proficient in 3D modeling software, such as Blender, Maya, or similar. - Prior experience with 3D printing is beneficial. - Strong attention to detail and ability to replicate objects accurately in 3D.

I'm looking for a skilled Java developer to create a Graphical User Interface (GUI) frontend for my application. The frontend needs to be compatible with Windows. Key Requirements: - Develop a visually appealing and user-friendly GUI using Java. - Ensure the GUI is compatible with Windows OS. Ideal Skills and Experience: - Proficiency in Java programming. - Experience in creating GUIs for Windows. - Strong understanding of user interface design principles.

I need an experienced professional to develop and optimize my LinkedIn profile. This includes: - Showcasing my skills in sales, project management and handling sales team as team leader in computer hardware - Incorporating past work within the profile. I emphasize the relevancy of showcasing my previously completed professions towards this role. - Ensuring a basic overview of my skills and experience is clear and concise. A brief yet detailed presentation is the goal here. Ideal candidates should have proven success in LinkedIn profile optimization and personal branding. Your understanding of the tech industry, especially in computer hardware sales, project management and leading sales team. Please include past work examples in your application.

I am seeking a skilled videographer and editor to capture footage of our weekend events and perform basic editing including trimming and transitions. Key Responsibilities: * Create quality event footage on weekends * Carry out basic editing to meet brand guidelines In your application, please include examples of your past work. Previous experience in event videography would be a plus but is not a requirement. I am looking forward to viewing your work samples. Let's collaborate to capture the spirit and enjoyment of our events with your expertise.

I need a seasoned LabVIEW developer who is skilled in handling data acquisition and processing as well as GUI design and user-interface development. Key tasks include: - Working on the interface that controls our vision camera. - Implementing features for image processing and analysis. - Developing functionality for object detection and tracking. Extensive experience with instrument control automation, particularly with vision cameras, is highly advised for this role. I'm expecting a meticulous eye for detail, excellent problem-solving abilities, and a deep understanding of LabVIEW. If you have handled similar projects in the past, that would put you at a strategic advantage.

I need a virtual PA with extensive experience dealing with UK customers. Your primary responsibilities will include managing a moderate volume of emails, overseeing my calendar, and arra...with extensive experience dealing with UK customers. Your primary responsibilities will include managing a moderate volume of emails, overseeing my calendar, and arranging travel. As a side task you'd also occasionally be charged with drafting procedure type documents. The ideal candidate should: - Have excellent written and verbal English language skills. - Be adept in Microsoft Office. - Have basic project planning abilities. To keep everything orderly, you should set aside a bit under an hour each day for calendar management. Remember - an organized schedule paves the way for smooth-sail...

I am in need of an Excel expert who can assist me with data analysis. The level of complexity I am aiming for is basic sorting and filtering. Crucially, I would like the data analysis to be interactive for users. Key Requirements: - Data analysis in Excel - Proficiency in creating drop-down menus for sorting/filtering - Experience with basic Excel functions and formulas Ideal Skills: - Strong understanding of Excel and its data analysis functions - Ability to create intuitive and user-friendly interfaces with drop-down menus - Excellent communication skills to help with user instructions This project requires someone who can provide a clean, well-structured, and user-friendly Excel file.

Payment for March's assignment.

Automatic Schedule Generation Project for customer use - looking to integrate this program (gui) into my website so you could possibly use python, html and CSS to create the project - should be easily accessible and usable on pc, phone, tablet - requires the user to make an account with the website before using (upon accepting this request, I will give you all the specific details and possibly increase in commission if we can cooperate well. The below details are a brief outline of what the program should do) basic functions: (the main function is to show what time the user has to work on their goals, and generate a schedule for them to use, factoring in all their tasks in their daily lives) - asks for users input on 'how disciplined are you, what are your goals, tas...

I am seeking an expert capable of creating a highly detailed and intricate graphic line art rendition of a lattice boom crawler crane with a luffing jib (two independently controlled booms). This rendition must strictly capture the exterior features of the equipment ( there's a lot). Your focus should also be on all the components that make up the crane. I am open to starting with a more basic line art (outline) and seeing what we need to add. This would be the first design for a construction apparel line You need to have a meticulous eye for detail and at least have a portfolio that showcases any automotive art.

Phases 1. Development of Backtesting Platform 2. Strategy Development 3. API integration and sanity checks Milestones & Deliverables for Phase 1 1. Foundation & Data Handling: Set up the architecture and preprocess data, including cleaning and normalization. Deliverable: Preprocessing script 2. Strategy Formulation: Develop a basic strategy that initiates trades based on the direction of post-earnings announcement movements, utilizing stop loss and take profit for trade exits. Deliverable: A strategy module for immediate position initiation post-earnings based on set criteria. 3. Backtesting Core: Develop an engine for simulating strategies against historical data, scalable for future strategies. Deliverable: Backtesting function accepting strategy definitions and data to...

I'm in need of a virtual assistant who can manage my emails, calendars, and social media. This will be a part-time gig, with more than 20 hours expected per week. I'm looking for someone with an entry level of experience. ...through and responding to emails in a timely manner - Calendar management: scheduling appointments and ensuring my calendar is kept up to date - Social media management: helping me maintain an active presence on key social platforms Ideal applicants should: - Possess excellent communication skills - Be highly organized and detail-oriented - Be able to handle multiple tasks simultaneously - Have a basic understanding of email, calendars, and social media platforms This will be a great opportunity for someone looking to get their foot in the door as ...

I am seeking a professional adept at text and numeric data entry to assist in a project involving handwritten documents. Responsibilities will include: - Translating handwritten content into digitized form. - Inputting basic numeric data, such as integers and decimals. The ideal candidate will have excellent attention to detail, proficiency in handling handwritten documents, and a good understanding of numeric data entry. Experience with deciphering different handwriting styles for optimal data accuracy is a must. This role requires accuracy and efficiency coupled with the ability to meet tight deadlines.

I am in search of a talented software developer who can seamlessly integrate RFID door lock system, WiFi management, and an online booking system into a user-friendly hotel mana...experience to our clients which include hotels, resorts, and bed and breakfast establishments. The functionality must include but is not limited to: - A user-friendly online booking system that reflects real-time room availability - An integrated RFID door lock mechanism - Effective WiFi Management per booking The candidate should ideally possess a comprehensive understanding of PHP, Python, and Java, and have previous experience in building similar systems. Your input and recommendations on how to improve functionality and user experience will be greatly valued in the successful implementation of thi...

...of ERPNext but also significant experience in integrating third-party applications, specifically VOIP services (different systems should be having call tracking capabilities) and financial management systems such as Lexoffice. Key Functionalities Required: - Lead Management: Integration with our website and social platforms (Instagram, Facebook, WhatsApp, TikTok), featuring Kanban view and basic communication functionalities. - Chatbots: AI driven chat functionalities tailored to improve the conversion rate and engagement. Bringing clients for booking - IP Telephony: Robust integration with call tracking functionality and seamless operation within ERPNext. - Marketing Automation: Segmented and targeted marketing tools. Automatic email and whatsapp automations....

...talented writer with a knack for research to create a comprehensive Wikipedia article about a specific brand. As a beginner freelancer, you should be eager to sift through available resources to distill essential information. Don't worry, I am patient and willing to guide the right person. You should demonstrate: - Ability to follow Wikipedia's strict content guidelines. - Strong research skills. - Basic understanding of brand marketing. - Some level of experience with Wikipedia article creation, though not necessarily extensive. This project requires accurate content, so attention to detail is a must. You might be a good fit if you're technology-oriented, have great English language skills, and you're ready to immerse yourself in the world of brand mark...

I'm seeking a capable Polish interpreter to communicate with customers during a fair. The successful candidate should be proficient in English, Russian or German and have a comprehensive understanding and experience of business conversations. • Ideal Skills: - Interpretation fluency in Polish (native level) and English - Basic understanding of electric or electronics - Have translation experience.

... The mockup will serve primarily for the purpose of planning and design. Key Elements: - Track Layout and Design: The track's path and any associated features should be clearly defined and distinguishable. - Surrounding Landscape and Buildings: The context of the track, including any structures or topographical elements, should be included to provide a comprehensive view. Level of Detail: - Basic Shape and Dimensions: The 3D mockup should accurately reflect the scale and proportions of the track and surrounding elements. - Surface Textures and Materials: The visualization should show different materials and textures that might be used in the real construction of the track and surrounding structures. Skills and Experience: - Proficiency in 3D design software - Experience ...

I run a YouTube channel that focuses on stock market analysis. I'm seeking a professional video editor experienced in Adobe Premiere Pro to handle the editing of my footage. The primary content will be: - Footage of me analyzing various stock market trends In addition to basic editing, I require the inclusion of: - Infographics and charts to visually represent the analyzed data The ideal candidate should possess: -Strong proficiency in Adobe Premiere Pro -Experience in creating engaging infographics and data visualization -Knowledge or interest in stock market concepts would be beneficial for understanding the content better. Your ability to present intricate stock analysis in an easily digestible format through effective visual elements will determine the success of this c...

Responsibilities: Develop a responsive and user-friendly e-commerce website using HTML, Java, and native technologies. Implement robust security measures to safeguard user data and transactions. Integrate payment gateways and shipping APIs for seamless transactions and order processing. Customize and enhance the website's functionality based on project requirements. Collaborate with the design team to ensure a visually appealing and intuitive user interface. Requirements: Proven experience in developing e-commerce websites from scratch. Proficiency in HTML, Java, and native application development. Strong understanding of web development best practices and standards. Experience with responsive design and cross-browser compatibility. Knowledge of security protoco...

I require a skilled developer in Laravel, ReactJS, and Stripe to integrate a payment gateway into my code base. Here's what's needed: - Implement a system for single payments, subscription is already added. - Accommodate for both credit card processing and digital wallet payments. Ideal candidates should have a strong background in Laravel and ReactJS, and extensive experience with Stripe’s payment processes. Make sure you are comfortable with the specifics of credit card and digital wallet transactions. Looking forward to your bids.

...provide security authentication via face recognition. Key Features and Requirements: - Compatibility: The website should be designed to run smoothly on desktop computers. - Security: The face recognition feature is the core of the website, ensuring secure user authentication. The authentication system should be based on basic authentication login standards. - Compliance: Although I don't have specific security standards to adhere to, the system should be designed to meet basic security requirements. Ideal Skills and Experience: - Proficiency in web development, with a strong focus on security features. - Experience in face recognition technology and its integration into a website. - Ability to create a user-friendly interface for the website, keeping in mind the pri...

...comprehensive basic vulnerability scan on my mobile application, as well as set up continuous real-time monitoring. The project involves: - **Basic Vulnerability Scan**: The task at hand is to thoroughly investigate and identify any potential vulnerabilities in the mobile application. This requires expertise in mobile application security and penetration testing. - **Continuous Real-time Monitoring**: Following the vulnerability scan, the security expert will be responsible for setting up a real-time monitoring system. This will help in the prompt detection and mitigation of any future security threats or breaches. The ideal candidate should have: - Proven experience in cyber security, with a specific focus on mobile application security. - Extensive experience in cond...

...connection. Using the picamera2 module to stream video to PC. The video is recorded on the PC (time stamp for file name), with text overlay on the video showing PC date and time. UDP for simple 2way communications of small 'hello world' type text strings between the RPI5 and PC. Happy to control everything from the python script on the PC at present with a simple window for viewing the video. No GUI required at present. You should have a deep understanding of Python, experience with video streaming and data transfer, and background working with Raspberry Pi devices and the picamera2 library. I have the operational hardware setup in my office and can perform the UDP communications however I cant figure out video streaming using the picamera2 library. Everything is w...

I'm in need of a skilled BIM modeler with proficiency in Revit to assist with a medium-sized project. The modeling required should be at LOD 200 - Basic, focusing on fundamental geometry and general characteristics. Your role is vital in ensuring the project is represented accurately in a detailed, yet not overly complex manner. - Proficiency in Revit is non-negotiable. A deep understanding of the software is crucial. - Experience in BIM modeling, specifically at LOD 200, will be a significant advantage. - Previous work on medium-scale projects (1,000 - 5,000 sq ft) is highly desirable. - Attention to detail and ability to deliver high-quality work while adhering to set deadlines is essential. Looking forward to reviewing your portfolio and discussing further details with ...

...locate a label or thumbnail of each space and click there to enter the digital twin. There will be 5 different room types and two different dining and bar spaces I can provide the links for the spaces and Matterport instructions on embedding digital twin spaces. This webpage needs to provide basic interaction, such as walking through and zooming in the digital twin spaces. Key Requirements: - Webpage should host Matterport digital twin spaces built in Unity - Digital twin spaces should support basic interaction (e.g., walking through, zooming) Ideal Skills and Experience: - Experience with developing interactive websites - Familiarity with digital twin technology - Strong understanding of user experience and interface design Looking for someone who can...

...consumer needs. Qualifications: • Bachelor's degree in Computer Science, Engineering, or related field. • 3-5 years of prior relevant work experience as a Full Stack Developer or similar role. • Proficiency in front-end languages such as HTML, CSS, and JavaScript. • Experience with JavaScript frameworks such as Angular, React, or Vue.js. • Proficiency in server-side languages such as Python, Ruby, Java, PHP, or Node.js. • Experience with database technology such as MySQL, PostgreSQL, MongoDB, or similar. • Familiarity with RESTful APIs and microservices architecture. • Excellent verbal communication skills. • Good problem-solving skills. • Attention to detail. Preferred Qualifications: • Experience with cloud technol...

I'm in need of a Wordpress guru who can meticulously comb through my website, inspecting all links, rectifying any errors and improving overall functionality. Key Tasks Include: - Conduct a thorou...'Contact Us'. Your input on optimizing the structure and layout of this menu will be appreciated. - Utilize your Photoshop skills for some minor graphics work. Ideal skills for this job include: - Proficient in Wordpress and familiar with its menu structure. - Strong skills in troubleshooting web errors. - Attention to detail to ensure all links are properly reviewed and any issues rectified. - Basic knowledge of Photoshop. Sharpen your problem-solving skills and contribute to the advancement of a platform that is working to improve its user experience. I'm lookin...

I'm seeking a knowledgeable course writer with expertise in real estate risk management. Given that this course is intended for those at an intermediate level, it should go beyond basic concepts and principles. Key Responsibilities: - I will supply a login and password to watch a 3 hour course on risk management in real estate. - You would take that knowledge and write a course via word doc. - From the written course via word doc based on course you watched and other knowledge and research you would create a PowerPoint consisting of 3 hours of learning material. - You will create a quiz half way and final test at end for students to use that can model after the 3 hour course you watch. - You should include a page on industry insights - Ensure material is easily understanda...

I'm in need of a talented Hubspot CRM specialist. My aim is to flawlessly integrate the contacts and all necessary details from my landing page into Hubspot. Primary same tasks include but aren't limited to: - Setting up the integration so that all the basic information such as name, email, and phone number from a landing page's visitor will be effectively and accurately transferred into Hubspot. - In addition, they need to be able to configure the system for capturing custom information, specific to my business industry. - Expertise should be demonstrated in the implementation of Hubspot's appointment scheduling and commission calculation facets. The ideal freelancer should have demonstrable experience in Hubspot CRM integration and should be detail-oriente...

I'm new to MYOB and currently need assistance in understanding and fixing journal entries, specifically after pay run. The project deadline is immediately, hence I'm looking for a trainer who can guide me on this immediately. Ideally, the freelancer should: My books are basic. I just want to do bank reconciliation. I expect explaining this will take a maximum of 1 hour with screen share.

...applications. This project intends to execute an efficient web application that serves the key purposes of inventory and payment management. Main Objectives: - Streamline administrative processes - Improve internal communication - Enhance data analysis for better decision making Needed Functionality: - Inventory management system: The application should keep accurate track of the inventory levels and alert the users when restocking is needed. - Payment management: The application should be capable of processing payments, invoices, and balancing accounts. Ideal Skills: - Proficiency in back-end and front-end development - Knowledge in SQL for database structure - Understanding of payment gateways The successful freelancer should exhibit strong understanding of cl...

As the creator of a typing test speed application on Android, I am looking for a freelancer with expertise in Android Studio and Java. The specific task involves integrating the Unicode Raavi (Punjabi) font into my app to aid in input via an external keyboard connected through OTG. Currently, the app only supports English letter input which is a limitation I seek to overcome. Expectations: - Integration of Unicode Raavi font for typing. - Retain current functionalities of timed typing tests. - Maintain accuracy tracking and multiple difficulty levels. Essential Skills: - Experience with Android Studio - Proficiency in Java - Prior experience in font integration or similar tasks. The design for the app is already in place so no alteration is required in that regard. Your ...

...style where the word Dallas wrapped around diagonally from front to back (like wearing a sash) but that design might be difficult unless I use an all over print - which I am not opposed to if you would like to try and create this. The tshirt brands are more limited with this all over print so that's another reason I am hesitant. **Just please not a basic logo with the words straight across & centered in the middle of a shirt like every other basic shirt. Skills and Experience: - Expertise in graphic design, particularly for apparel. - Ability to create designs that appeal to a range of audiences (men, women - crop short sleeve, longer shirts, long sleeve shirts, sweatshirts). - Strong knowledge of typography and how to make text look nice on a graphic shirt. -...

I need a skilled freelancer to integrate a custom UPI payment gateway on my platform as soon as possible. - I'm looking for an experienced professional who has worked with UPI payment gateways before. - The custom UPI gateway which I have already, reliable and user-friendly. - The integration should be seamless with my existing platform. - I have to integrate it on 2 website I need this to be done urgently, so I'm looking for someone who can deliver fast without compromising on the quality of the integration.