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    ...capabilities. Your primary responsibilities will be: - Utilizing OCR to transcribe the contents of the legal contracts. - Harnessing Microsoft Azure's information extraction feature to sift through the transcribed data and retrieve key information. A successful candidate should have: - Proven experience in working with Microsoft Azure document intelligence. - A clear understanding of OCR. - Background in handling and analyzing legal documents. Hi, I want to create a proof-of-concept of a model that can search and retrieve information using microsoft document intelligence api with python code. As its a proof-of-concept a simple dummy dataset should suffice. Additionally, I have very little IT and coding background so I would need additional help in understanding ...

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    I am looking for a freelancer who can help me ...message that I want to send out. I don't have a preferred platform or language for the script, so I am open to suggestions. Ideal skills and experience for the job: - Proficiency in Python or JavaScript - Experience in creating scripts for bulk messaging - Ability to customize the messaging content - Familiarity with website integration and messaging APIs Here's a video of the website and what's needed, please watch this and bid. It's a simple script but I don't have the time to make this so please bid I dont want python unless you can provide me 2 years warranty and i want you to explain how it will work I have a budget please respect this

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    I need help in integrating Box into my projct only experience developer

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    Python Selenium Developer 6 days left
    VERIFIED

    Join our team as a Python Selenium Web Scraper responsible for developing scraping scripts using Python and Selenium. You'll gather data from diverse websites, utilizing your expertise in web technologies, HTML, CSS, and JavaScript. Key responsibilities include analyzing website structures, extracting and cleaning data, and collaborating with team members to integrate data into existing systems. Ideal candidates possess proficiency in Python, experience with Selenium, and a strong understanding of web technologies. This role offers competitive compensation, flexible work hours, health benefits, and opportunities for career growth in a dynamic, collaborative environment

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    ...the file upload functionality from our public area to be copied to our backoffice. This will allow the backoffice to upload files for users in the public area. Key Requirements: - Transfer file upload feature from backoffice to public section - Support for the following file types: pdf - Visual feedback of the upload process with a success/error message - Backoffice should be able to both delete and replace files after an upload Ideal Skills: - Proficiency in Xano and WeWeb platforms - Experience with file upload feature implementation - Ability to create a visually appealing and informative upload process - Understanding of user and content management systems This project involves integrating and mirroring an existing feature, so familiarity with Xano and...

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    I'm looking for a seasoned Python developer with specific experience in image especially video analysis to create a script that can process a full mp4 video and identify the positions of noise in the video. The idea is to scan the video, locate identify the different type of noises and their value and externalize this findings into a json file Key Requirements: - The script (OOP based) should be able to read a video in mp4, mkv, mov format. - The library used for reading the video is not fixed. You can choose from libraries like (e.g. OpenCV, PyAV, or MoviePy, but the solution should be compatible with both Windows and Linux (and mac) - The output should have details of the signal, the different type noises, the common ratios and finally the values ... - the frame numb...

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    For this project, I require an expert who can efficiently extract text content from two distinct webpages and input my data into an Excel file organized by rows. Given that all types of data hold equal importance to me, of essence is for the professional to: - Accurately scrape all text content from the specified webpages - Ensure no data is skewed or omitted during this process - Neatly organize the data by rows in the Excel file The ideal candidate for this job should be proficient in web scraping tools and techniques, possesses an acute attention to detail, and is experienced in using Excel to ensure data is properly formatted and easy to analyze. Please note that minimizing errors during this process is critical, as the data...

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    Project Duration: 1 Hour Project Type: Python Script Modification Project Level: Normal Server Type: Ubuntu 22.04 Number of Changes Required: 1 Project Overview: We have an existing Python script that allows us to upload a CSV with two columns: Prompt Output The script then submits each “Prompt” to the OpenAI API, inserts the output into the “Output” column. We would like one change made to the existing script. Change Required: We would like to add one more column to the CSV file, “Id”, it will be the first column. We use “Id” as our own reference number for the row This column and its value should be retained in the output file. 5* FEEDBACK WILL BE LEFT FOR YOU

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    I am looking for a skilled developer or team to create a Python program designed for the efficient detection of surface defects on railway tracks. This tool is essential for ensuring the safety and operational efficiency of rail network covering high-speed and freight tracks. The program needs to be robust, capable of real-time defect detection and analysis, and capable of generating maintenance recommendations. Requirements: - Develop a Python program capable of converting video to images and image enhancement through filter and noise reduction. - It should capable of labeling of images and recognizing various surface defects including cracks, wear, corrosion, fractures, head-checks, wheel burns, rolling contact fatigue (RCF) defects, spells, squats, shelling, and flaking....

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    I am in need of a well-versed Python expert to assist in managing a Linux server. This project is task oriented and requires specific skills including: • Working with server data analysis • Implementing web scraping techniques • Establishing automation processes The role also demands a comprehensive understanding of Linux operations and the ability to print headers. A background in server security, setting up database servers and performance optimization would be ideal, but the focus is primarily on Linux server management via Python. Proficiency in Python, Linux, server data analysis and web scraping are must-haves. Experience in automation and server management will highly be appreciated. Looking forward to your knowledgeable and expe...

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    I'm looking for a skilled professional to help me install the eBay API on my existing Ubuntu 22.04 server for the primary purpose of showing orders on webpage. here is the sdk - Key Responsibilities: - Installation of the eBay API on the Ubuntu 22.04 server. - Ensuring the API is correctly set up to show orders on webpage. Ideal Skills and Experience: - Proficiency in working with Ubuntu servers, particularly version 22.04. - Prior experience installing and configuring the eBay API. - Ability to implement API functionalities for showing orders on webpage. If you have a good understanding of eBay's API and are experienced in working with Ubuntu servers, I'd be interested in hearing from you. Please share your relevant experience and explain how

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    Python Simple Program 6 days left
    VERIFIED

    Input:- You will get an excel file as input. Step1- Sort the Excel file by site name and place data in sheet 1 Step2- Sort the Excel file by site address and place the data in sheet 2 Step3- Sort the Excel file by latlong and place the data in sheet 3. After Sorting and creating 3 different sheet, we need to apply the logic to find exact duplicate and high match. Example - means in sort by site name we will find exact duplicate and high match site(75%) match and print exact duplicate/ partial match. Then for exact duplicate and partially match we are going to compare all row and need to print what is matching like site city, site state, site country etc

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    I'm in need of a professional to upload my complete album created in Logic Pro to YouTube Music for distribution. Key Requirements: - You'll need to have experience in uploading music to YouTube Music and understand the platform's requirements - Comprehension of how to upload a complete album instead of individual tracks is essential. Additional Details: - I'll provide you with the Logic Pro file and the album art, so you'll purely focus on the technical upload process. - There's no need for any additional work related to the album art. Ideal Skills: - Experience with music distribution platforms, especially YouTube Music - Proficiency in Logic Pro for potential troubleshooting - Understanding of album upload processes If you have relevant experienc...

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    GUI for Predictive Network AI 6 days left
    VERIFIED

    ...seeking a dedicated and experienced GUI developer to create a user-friendly, data visualization application for my AI-based predictive models. The primary task involves developing models for network bandwidth prediction and fault predictions. Key Features: - The GUI has to be web based. - The interface should be capable of efficiently managing input data, which will include historical synthesized network data & data that can be generated through Python's mockeries or any other similar library. The Ideal Candidate: - Profound experience in GUI development . - Strong understanding of predictive modeling control systems. - Familiarity with using historical network data and network fault data for AI models. - Python experience,...

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    Freelancer capable of editing a PDF file in English and make a new file max 2 pages. The pdf should look aesthetically neat

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    I am seeking expertise for my VLSI Magic project that requires: - High-complexity circuit design, calling for an in-depth understanding of intricate electronic circuit schematics. - Proficiency in logic synthesis, particularly in multi-level logic synthesis which is vital for my project. Part 1: Verify the d...synthesis which is vital for my project. Part 1: Verify the design using a logic design tool. Part 2: Implement your design using Magic VLSI layout tool to generate your project layout Part 3: Test your design using irsim to simulate your project. Project submission should be two items: a- A report PDF file. (PDF) b- A compressed file containing all your codes, simulations, and results. (.zip, .rar)

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    I need a Terraform configuration to provision my EC2 resources on AWS. This configuration should allow me to deploy the EC2 instances and also bring-down when needed. Key Requirements: An EC2 instance with...traffic allowed to the instance. A Bastion/jump server for SSH to EC2. EC2 connects to the internet using NAT-gateway. WAF to be integrated with ALB, and ALB only listens on HTTPS. Security groups are restricted with limited access. Allocate and associate an elastic IP to the instance. The EC2 instance will run Ubuntu and serve as application server. I can provide AMI image of the web-app. It is a Python FastAPI/Nginx app. No other service is needed like RDS or S3 etc. Docker or Kubernetes are not needed, and the app is not using any Databases. It is a Single Region Deployment...

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    ...directories. The role involves pinpointing vendors that provide accessibility services, such as video captioning and sign language interpretation, which are complementary to our consulting offerings. The specialist will evaluate these vendors to determine potential collaboration or contracting opportunities. Responsibilities: Access British Columbia and Federal Government procurement databases to extract a list of vendors offering specific accessibility services. Assess each vendor's service offerings to determine compatibility with our consulting goals, particularly in enhancing Deaf accessibility. Compile a comprehensive list of potential partner vendors, including detailed contact information and a strategic rationale for initiating contact. Provide a final report th...

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    I'm looking for a Python script that uses PyAutoGUI to control keyboard inputs, with a specific focus on interacting with a Firefox web page. I am open to creative ideas on how to do this differently then I have described below. Key Requirements: This is basically like a macro, or autohotkey, (if you do a gui then I can determine the winner as soon as whoever finishes first with working code, wins. The gui for the python code is up to you but maybe it could work well if I can have section one establish focus on right scrolling panel and ignore the left panel. Second section: because this is sendkeys basically we will use the keyboard to navigate. A text box stating how many tabs until we get to the first web object button to select, Then a second text box to state ...

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    I'm looking to build a Flask Python serverless application. The main functionality of this app would revolve around API integration, specifically with social media platforms. The primary aim here is to fetch user data from these platforms. The ideal candidate for this job should have: - Profound experience with Flask Python - Prior experience in serverless architecture, particularly using AWS services such as API Gateway and Lambda - A strong understanding of social media API integration Please note that a comprehensive understanding of user data privacy and security is essential. The developer should be able to ensure that the data retrieved is used in accordance with the social media platforms' policies and regulations.

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    I'm looking for a proficient practitioner in Tensorflow and machine learning to help develop a solution based on image and video data. Here's what I need: - Design and train a machine learning model that can extract meaningful information from our data. - The model should be capable of scene recognition in video and images. Your solution needs to reliably and accurately identify and classify different scenes. - You should be comfortable working with Tensorflow and have a solid understanding of its capabilities and limitations. Ideal skills and experience: Tensorflow proficiency, solid training in machine learning, experience in working with image and video data, and expertise in scene recognition algorithms. Your proposal should detail your plan ...

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    Project Description: I am looking for a skilled Data Analyst to help develop a system for classifying email messages as SPAM or HAM. This involves downloading data from a public source, processing it to extract and compute various features, and analyzing these to determine patterns indicative of SPAM. Responsibilities: Download email data from a specified public archive. Create R functions to extract and calculate over 20 variables from each email, such as the number of recipients, percentage of capitals, and URL presence. Analyze this data to explore variable relationships and determine SPAM/HAM status. Generate visual representations of the data and analysis findings. Provide a detailed report on the methodologies used, results obtained, ...

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    I'm currently seeking a skilled backend developer who has proven expertise in Python, Java, and Ruby. I need someone who can guide me through whether to use the current source code or start from scratch, a decision that we can make together as the project evolves. As our project's main responsibility is to handle authentication and server configuration, the perfect candidate should be experienced in: - Setting up, managing, and sustaining server configurations - Handling various authentication tasks - Expertise in Python, Java, and Ruby - Decision-making skills concerning source code development This project will be rewarding for someone who enjoys tackling unique challenges and has a flair for problem-solving. If you're up to the task, please don’t ...

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    Hello, I am currently looking for an excellent developer who is well versed in at least any one of the following fields: Java, C#, Golang, Rust, JavaScript, Python, solidity, web3, blockchain, web frontend and backend. Of course, he must be prepared to work with us long term, more than 40 hours per week. You must be geographically located in Europe or the Americas, be able to work at least 6 hours EST day time, and possess written/verbal English skills at an advanced level or higher. In order to select excellent talents, you will need to anticipate a 30-60 minute technical interview with a project manager in our team. Dont worry. We need at least 3 developers. Expected salary range is $15-$25/hr depends on experience. Please feel free to send us applications embroidered with yo...

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    I'm looking for an expert specialized in Computer Science (CS), Electrical Engineering (EE) and Mechanical Engineering (ME) to assist me with academic projects particularly focused on Power Systems with emphasis on ...Engineering (EE) and Mechanical Engineering (ME) to assist me with academic projects particularly focused on Power Systems with emphasis on Renewable Energy Integration. This will require: - Profound knowledge of Computer Science, Electrical and Mechanical Engineering concepts - Expertise in dealing with Power Systems, specifically Renewable Energy Integration into Power Systems - Tools Matlab, Python - Algorithms development Expect your assistance to be comprehensive, covering all bases to ensure outstanding outcomes. Your bid should demonstrate your expertise ...

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    ...extracting metadata from the images, not manually added. - **Output Format:** I need the final points to be saved in KML format, for easy integration into Google Earth. - **Quality Assurance:** Accuracy is key, the points should correctly represent the image positions. They will be broken into 3 colours depending on the date they were taken, the data is in the folder name and file name. Ideal Skills: - **GPS Data Handling:** Understanding of how to extract and work with GPS metadata from images. - **Google Earth Proficiency:** Experience in creating KML files and working with Google Earth is a must. - **Automation:** Familiarity with tools or methods that can automate the process of generating points from image metadata would be a significant advantage...

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    Card game simulation 6 days left
    VERIFIED

    I am looking for a Python programmer with a math background (statistics) who can help calculate the optimal strategy and house edge for various permutations of a casino card game similar to blackjack.

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    Web Scrapper 6 days left
    VERIFIED

    ...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), Selenium, etc. So...

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    I'm looking for a proficient professional who can create a report in Microsoft Access from a MySQL database. The report should contain data from the MySQL database, calculations or summaries of data, visualizations or charts, and be structured as a paginated report, using SQL language. The report should be designed to be accessed as a printable PDF document. It is not required to be interactive, as a static report is sufficient for my needs. Key Requirements: - Proficiency in Microsoft Access, MySQL, VBA, PDF, Python, and Excel - Competency in SQL language for data manipulation - Experience in designing paginated reports The ideal candidate should have a proven track record of creating similar reports, with the skills and knowledge necessary to work wit...

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    I need a professional graphic designer to convert my existing logo into a high-quality PNG file. This project requires: - Converting the logo into PNG format, suitable for various use-cases - Flexible approach in providing the logo in different dimensions as needed - Providing the logo in JPEG format as well Ideal skills: - Graphic design - Proficient in Adobe Illustrator or similar software - Experience in logo editing and file conversion

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    I need a python scraper 6 days left
    VERIFIED

    I need a python scraper that can copy ads from one classified ads website and post it to other website

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    ...Key Requirements: - Extract data from PDF files: The freelancer should have experience in data extraction from PDFs. The goal is to extract content like questions, answers, and any other relevant details. This extractor should be able to be used for different exam boards - Organize data by year, subject, and difficulty level: The extracted data should be categorized based on these parameters. This is crucial for our business as it will help us create a user-friendly interface for our educational platform. - Be able to build an extractor that can be run in a google collab notebook, using whatever packages required, even if large language models are needed. Ideal Skills: - Proficiency in Python - Familiarity with Large Language models for ...

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    I'...successful freelancer must be capable of performing high-quality data scrapings, potentially for lead generation, market research, or data analysis. As a dedicated data professional, you should have a strong background in web scraping, data extraction, and data analysis. Please be sure to include in your application: - Your previous experience and samples of past work - A detailed project proposal outlining your approach. Your proficiency in using software and tools for data scraping, knowledge of data protection laws, and understanding of various databases will make you a top contender for this project. Time management skills and meticulous attention to detail are also crucial. The goal is to efficiently and accurately extrac...

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    I'm seeking a proven expert in Artificial Intelligence for an ambitious project. The primary goa...ambitious project. The primary goal is to develop a new AI-based solution focused on English speaking. Though technology or software experience wasn't specified, proficiency with prominent AI tech and software is anticipated. Ideal skills and experience: - Expertise in AI and software development - Experience in language processing AI - Proven success with similar AI projects - Familiarity with Python, TensorFlow, PyTorch etc. is desirable but not mandatory Your role will extend from ideation to implementation, ensuring optimal efficiency and innovating throughout the process. Results-driven, creative thinkers with a keen eye for detail are encouraged to bid. Let's b...

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    I am in need of a competent data engineer for a small-scale data analysis task. - The project primarily revolves around performing data analysis. - The ideal candidate should be proficient in data analysis techniques. - Previous experience with data engineering will be a significant advantage. Your role will mainly involve performing data analysis tasks, so a deep understanding of data engineering and analysis is essential for this project. A strong background in Python, R, or SQL is highly preferred, though not mandatory. Please note that the project timeline is quite flexible, so you will have ample time to complete this task.

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    I'm looking for a seasoned web developer to help me create a parent portal for a childcare booking system. This web-based application should effectively and efficiently allow parents to manage their bookings and communicate with the childcare staff. Key Features: - Online Booking: Parents should be able to make, alter, and cancel their bookings with ease. - Parent-Staff Communication: A...make, alter, and cancel their bookings with ease. - Parent-Staff Communication: A communication portal that allows parents to directly liaise with the childcare staff. Skills and Experience: - Expertise in web-based application development. - A strong track record of creating user-friendly platforms. - Previous experience with booking systems or parent portal apps, a plus. --written i...

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    I am seeking an experienced Python professional to develop a system that can accurately detect fake invoices. The aim is to prevent financial losses and enhance security. Need to detect a submitted computer generated receipt in pdf if it is a tampered or real one. There are chances like in the computer generated bill some people can change the amount, name, address sections and submit. This model should able to detect all those tampered PDFs with minimum false positives. Do metadata analysis QR code reading in the receipt and validation Key Responsibilities: - Develop a fraud detection algorithm using Python. - Test and tune the model for maximum accuracy. Ideal Experience and Skills: - Proficient in Python programming. - Proven experience in creating algorithm...

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    I'm looking for an expert to assist with an important aspect of my Autocad project - calculating the material needed for ducts from drawing to excel sheet. Your main task will be to extract the dimensions and quantify each type of duct in the drawing. Key Responsibilities: - Extracting precise information from Autocad drawings - Accurately entering data in Excel for duct types and dimensions Skills and Experience: - Proficiency in Autocad and Excel - Strong understanding and experience in drafting and design - Excellent attention to detail - Experience with duct design or HVAC systems would be advantageous. Please note, material types are not specified for the ducts. This project primarily focuses on quantity and dimensions.

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    I'm looking for a skilled Python and JavaScript developer to assist with front-end and back-end development for a website and web application I'm working on. Key Responsibilities: - Assist with the front-end development using JavaScript to create a user-friendly and interactive interface. - Work on the back-end development using Python to ensure seamless functionality and data processing. - Collaborate with me to achieve the overall goals of building a compelling website and web application. Ideal Skills: - Strong expertise in Python and JavaScript. - Experience in front-end development using JavaScript. - Proficient in back-end development using Python. - Ability to work collaboratively and communicate effectively.

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    I'm in need of a skilled CAD designer to create a simple STL file for prototyping purposes. Key Requirements: - The design should consist of basic geometrical shapes. - It is intended primarily for prototyping use, so the emphasis is on simplicity and functionality. The ideal freelancer for this project should have: - Proficiency in CAD design, particularly in creating 3D printable files (STL). - Experience in creating simple, functional designs for prototyping purposes. - Strong communication skills to ensure the final design meets the intended purpose. Please note that no specific dimensions are required, as the proportions are flexible. The main goal is to create a suitable file for the prototyping process.

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    I'm in need of a skilled CAD designer to create a simple STL file for prototyping purposes. Key Requirements: - The design should consist of basic geometrical shapes. - It is intended primarily for prototyping use, so the emphasis is on simplicity and functionality. The ideal freelancer for this project should have: - Proficiency in CAD design, particularly in creating 3D printable files (STL). - Experience in creating simple, functional designs for prototyping purposes. - Strong communication skills to ensure the final design meets the intended purpose. Please note that no specific dimensions are required, as the proportions are flexible. The main goal is to create a suitable file for the prototyping process.

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    I'm looking for a skilled Python developer with experience in natural language processing (NLP) and transformer models. The primary goal of this project is to guide a transformer model to generate code-mixed sentences. Specifically, we are targeting basic code-mixing complexity - inserting words from one language into another. Key Responsibilities: - Develop and fine-tune a transformer model for code-mixing at a basic level - Implement the model in a way that can generate code-mixed sentences effectively Ideal Skills and Experience: - Strong proficiency in Python programming - Proven experience with NLP and transformer models - Familiarity with code-mixing and its linguistic aspects would be a plus - Good understanding of basic code-mixing complexities - Ability to des...

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    I'm seeking a proven expert in Artificial Intelligence for an ambitious project. The primary goa...ambitious project. The primary goal is to develop a new AI-based solution focused on English speaking. Though technology or software experience wasn't specified, proficiency with prominent AI tech and software is anticipated. Ideal skills and experience: - Expertise in AI and software development - Experience in language processing AI - Proven success with similar AI projects - Familiarity with Python, TensorFlow, PyTorch etc. is desirable but not mandatory Your role will extend from ideation to implementation, ensuring optimal efficiency and innovating throughout the process. Results-driven, creative thinkers with a keen eye for detail are encouraged to bid. Let's b...

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    I am looking for a skilled programmer with experience in Odoo and Python to help me implement specific modules within the Odoo platform for a comprehensive ERP system. Your responsibilities will include: - Implementing features related to Sales and Purchase, Human Resources, Project Management, and Pre/After Calculations - Ensuring the modules are seamlessly integrated with one another - Customizing the modules to meet our business needs Ideal candidate will have: - Proven experience with Odoo and Python programming - A strong understanding of ERP systems and business processes - Ability to effectively communicate and collaborate with the team Please include samples of previous Odoo projects you have worked on, along with your proposal.

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    I'm seeking a proficient individual to help with a data entry project. I have about 40 URLs, from which I need to extract the product names, prices, and descriptions. The goal is to collate this information in a pre-defined Excel template. Key Aspects: - Extract product names, prices and descriptions from 40 URLs. - Populate an Excel file with the gathered data.

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    I have a file uploading system installed in my localhost server that's working perfectly. But when I tried to move it to an IIS server, it's not working.

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    I'm looking for a Python expert who can assist me in building an algorithmic trading system. The focus is on trade execution, and I need the system to be compatible with Fyers and Kite trading platforms. Key Requirements: - Development of an algo trading system with a strong focus on execution - Integration with Fyers and Kite trading platforms - Ability to support both automated and manual trade execution Ideal Skills and Experience: - Proficiency in Python and relevant libraries for trading such as pandas, numpy, etc. - Previous experience in developing algo trading systems, particularly with a focus on trade execution - Familiarity with Fyers and Kite trading platforms - A solid understanding of both automated and manual trade execution in the context of algorithmi...

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    I need a skilled developer with extensive experience in Python and Solana to integrate my existing Python script with the Solana blockchain using Jito Validator. Key Tasks: - Integrating Solana with Python application - Using Jito Validator for the integration This is a time-sensitive project with an urgent deadline. I am looking for a professional who can dedicate their full attention to this task and deliver high-quality results within a short timeframe. Ideal Skills and Experience: - Extensive experience in Python - Proficiency in Solana blockchain development - Previous experience with Jito Validator, or the ability to quickly learn and adapt to it Please only apply if you have the necessary skills and are able to work on this project immediately. Than...

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    Apollo Email Address Research 6 days left
    VERIFIED

    I'm seeking a skilled professional to help me with a research project. The specific deliverable is to find and provide 1,000 email addresses from Apollo. Key Requirements...professional to help me with a research project. The specific deliverable is to find and provide 1,000 email addresses from Apollo. Key Requirements: - Industry: The contacts should pertain to the industry I'll list for you. - Freshness: Email addresses need to be less than 3 months old. Ideal Skills: - Strong research skills: the ability to efficiently navigate through Apollo's platform to extract relevant email addresses. - Attention to detail: ensuring that the email addresses are recent and accurate. - Good understanding of various industries: to assist in collecting contacts aligned wit...

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