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    ...details (name, age, gender). Using AI, you create a beautiful attractive white girl, age around 20-24, and then you will create many AI generated images of this same person. Start with 10 and send them to me. I will then approve the job. I will select the freelancer who will send me the best AI-generated person and 10 photos. Then we will start a big project. Key Requirements: - Develop and train an AI solution capable of creating dynamic, high-quality human images. - The images should be of high resolution, suitable for print use. - The system should also generate corresponding basic personal information (name, age, gender) for each image. Ideal Candidate: - Experience in AI-based image generation. - Familiarity with generating synthetic biographical data. - Proven track re...

    $43 / hr (Avg Bid)
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    I'm in need of skillful Photoshop assistance to transport my friend into a playful world fit for a baby. Your task will be to use provided photos of my friend, artistically altering them to humorously depict him engaging with toy trucks. Key tasks will include: - Creating an assortment of images where my friend is seen playing with toy trucks, crawling alongside a toy truck, and even sitting on a toy truck. - Preserving the playful, humorous tone, while maintaining a family-friendly PG rating. Ideal candidates would have: - Proven Photoshop skills with good taste in humor. - Experience in creating theme-based photo edits, specifically fantasy-inspired ones. - Attention to detail so they look authentic and not out of place. Deliver images that will crack ...

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    Project Description: The task involves sourcing free online images of sneakers and Apple products, including Macs, iPads, and Apple Watches, from websites such as Unsplash, Pexels, and Pixabay. Each image should be accompanied by a hyperlink leading to a website hosting the image, specifically Google Photos. An example is provided in the Excel sheet. Additionally, the release price of each sneaker should be listed in the Excel sheet. For instance, Nike's Air Jordan 3 was released in 2023 with a price tag of $200. I am willing to pay a reasonable price for this work. Furthermore, if the job is done well, I have more work to offer. The excel sheet is attached below. Sincerely,

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    Good morning, The mission is to finalize the app 'Z-anatomy' () () and to set up a functional webviewer linked to a database from it. This project is open source and non-commercial; it aims to provide the first open source 3D atlas of gross anatomy online and to let me update it in the future autonomously (I'm a blender 3D modeller specialized in anatomy). Due to the non-commercial nature of the project, the budget is 500 euros; the details can be negociated. Responsibilities Fix language/definitions bug, Create a function to handle exceptions of children staying visible, Show the bonus collections in the first popup window, Add the possibility to modify size and side of the lateral windows, Create an URL-based system that opens the atlas on a partic...

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    We are part of a worldwide network providing drug testing services. We have a presence in multiple countries. Our client wants us to conduct drug testing around Qatar, Doha. We will train you on how to do it and provide the necessary supplies and tools. You will have to either go to the client's residence or office to collect the provided urine sample or rent a meeting room to host the session. Meeting room rental costs will be borne by us. Thereafter I will guide you on how to perform the testing hygienically and you will send us the result. We will compensate you for every test done.

    $122 (Avg Bid)
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    4 lượt đặt giá

    More details: What is the purpose of the hadron collider build? Research and experimentation What key functionalities does the hadron collider need to have? Particle acceleration What type of technology do you prefer for the particle acceleration system? Superconducting magnets And I’m not paying bc it’s free and I kinda don’t have any money so please can someone just build this for me please

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    I need an experienced programmer who specializes in Free Pascal. Tasks for this project include: - Code optimization: Your task will involve refining and improving the efficiency of my existing Free Pascal code. - Software development: Additionally, as a competent programmer, you will contribute to the development of the software. Other key requirements entail: - Database integration: The ability to integrate a database into the software is imperative to providing a seamless user experience. - GUI design: User interface is important to me. The software should be not only functional, but easy-to-use and aesthetically pleasing. As for the application type, it needs to be web-based. Your experience in developing web-based Free Pascal applications will be a great ass...

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    We are part of a worldwide network providing drug testing services. We have a presence in multiple countries. Our client wants us to conduct drug testing around Molnvädersgatan 418 35 Göteborg, Sweden. We will train you on how to do it and provide the necessary supplies and tools. You will have to either go to the client's residence or office to collect the provided urine sample or rent a meeting room to host the session. Meeting room rental costs will be borne by us. Thereafter I will guide you on how to perform the testing hygienically and you will send us the result. We will compensate you for every test done.

    $90 - $100
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    0 lượt đặt giá

    I am looking for a genuine social media expert to generate personalized messages on Instagram, Facebook, and Twitter. This will be an ongoing relationship, assisting me to form meaningful connections with potential clients. Key Responsibilities: - Create and distribute tailored messages through select social media platforms. - These messages will aim to lead generation and drive sales for my free 1-1 Dynamic Meditation Session and subsequent paid group sessions. - Messages should include personalized greetings, content based on individual's interests, and personalized call-to-actions to encourage engagement. Ideal Candidate: - Solid experience in lead generation and social media advertising - Outstanding ability to customize message content and create a strong call to action...

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    ...features in a Mercedes-Benz car to predict the time it takes to pass testing. Optimal algorithms will contribute to faster testing, resulting in lower carbon dioxide emissions without reducing Mercedes-Benz’s standards. Following actions should be performed: If for any column(s), the variance is equal to zero, then you need to remove those variable(s). Check for null and unique values for test and train sets. Apply label encoder. Perform dimensionality reduction. Predict your test_df values using XGBoost....

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    I'm looking for an Oracle Flexcube expert, particularly skilled in customization and training. The project will foc...- **Report Customization**: The aim is to improve data visualization and streamline report generation. Knowledge in creating bespoke reports from Oracle Flexcube is essential. - **User Interface Customization**: We need our interface to be more user-friendly and intuitive. Your experience in making this happen will be highly valued. - **Training**: After the customization, I'll need you to train our team to continue using and maintaining the system. The ideal candidate will have strong Oracle Flexcube customization skills and the ability to translate technical nuances into everyday language for the training. Previous work samples and references will be...

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    Sr. Python Developer -- 3 Đã kết thúc left

    We are looking for a Senior Python Developer min 5 years of experience in Python for our Team who can help us build adequate server-side applications. The Candidate is responsible for contributing remarkably to the complete process of software development. You must be able to train the new recruits and other team members. To make a product that holds the potential clients, you should understand their needs clearly. Ideally, you must have an insight into back-end technologies and build high-quality products with an aim to achieve the company’s goals.

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    Trophy icon Delicate Feminine Tattoo Design Đã kết thúc left

    Hello everyone, This is a gift for a friend of mine. I drew out a rough bad sketch based on ideas that my friend had. Now im looking for someone who can clean up and fix the design and add the parts of it that I didn’t draw on myself. In a delicate feminine style of drawing. Here’s a description to go with the sketch: - a mothers hand with a toddlers hand grasping the thumb and a young boys hand giving a pinky promise. On my sketch the pinky finger isn’t bent or drawn correctly and the child hand needs to be a little bigger so that we can differentiate an age difference between baby and child. - by the toddlers wrist there would be the Name Charli with the date 03-21-2022, written in a feminine script with daffodil flowers near the name - by the child&r...

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    ...GPT builder platform. This model should be tailored for creativity and efficiency in generating content related to real estate appraisal. The primary goal is to enhance our real estate appraisal processes with advanced AI-generated insights and recommendations. note: (( i have some PDF files that may need to data Extraction from PDF Files and convert it to CSV or JSON to utilized to create and train the AI model, ensuring it understands and applies industry-specific evaluation criteria accurately... see the attach ). *Project Requirements:* - Proven experience in AI and machine learning, especially with GPT model development. - Expertise in data extraction from PDF files, with the ability to accurately capture and convert text into usable data for AI training. - Ability to wor...

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    ...Understand the potentials of this urban land and propose the most beneficial uses. - Ideal Candidate: You should have extensive experience in researching and analysing possible land use options. In-depth knowledge in urban environmental implications and guidelines is a plus. - Use Archistar to identify sites - Use Rp Data to identify owners - Under stand new opportunites within 800 meters of a train station in high sale rate areas - - Contact owners with an offer to purchase under option - Execute option agreements that i have prepared over these properties I'm looking forward for innovative yet pragmatic proposals that align with current urban land use regulations and sustainability practices

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    Project for Vitaliy S. -- 2 Đã kết thúc left

    Hello my friend .. It has been aa long time and i am still waiting for licensing .. please may I ask .. ?? I would like to hire you [ you are the best ] to create a logo for me ? I need to send the idea but don't see how to attach the image ? Please let me know if you may be able to help

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    I'm looking for a machine learning expert to not only develop a supervised learning model project but also guide me through the process for learning purposes. In this project, I want to make a 3D model talk and do actions according to audio input. First, I want to track the movement data from a given video and train a model that will generate these movement data according to the data. We can store the data in an animation file , and then I want to use data to make animation in a 3D model. The skills required for this job include: strong grasp of supervised machine learning models ability to communicate complex concepts in a simple manner ability to design and execute a machine learning project from scratch In your application, please include the following: Your past work

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    Long-Lost Friend Discovery Đã kết thúc left

    I'm seeking somebody who has strong investigative research skills, ideally with a background in people searching or private investigation, to help me reconnect with an old friend. The task will involve finding a person based on limited information. REQUIREMENTS: - Strong investigative skills - Experience in searching for people - Ability to use Bulgarian Social Security numbers in your research - Ability to handle sensitive information discretely Here's the information I have that will help with the search: - Bulgarian Social Security number - Date of birth - fFull Name If you have experience in this type of work and can handle this task with the required sensitivity, please submit a proposal.

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    I'm looking for a linguist expert in English, specifically a native English speaker, who can promptly rectify the grammar and sentence structure of my 1-page resume. The ideal provider for this task should meet the following qualifications: - A solid background in English language proficiency - Extensive knowledge in resume writing and sentence structure correction You are tasked to examine my resume and correct any grammatical errors and improve sentence formations. I'm applying for a job and this resume could be critical in setting a great first impression. Given its relevancy, I'm anticipating a perfect, professional, and polished output to make my profile stand out. This role requires meticulous attention to detail and a considerable amount of proficiency in English ...

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    We're in the market for a chatbot expert to guide us to the right chatbot solution for our website and help us implement it. Here's what we're looking for: • Chatbot Recommendations: We ...like for it to filter requests to specific emails and capture leads. • Request Routing: We want the chatbot to filter and direct requests to specific emails based on certain criteria or questions. Ideal Skills: • Proficiency in using and integrating various chatbot platforms • Experience in programming chatbot responses and functionalities • Familiarity with Wordpress integrations • Ability to train others on how to manage and fine-tune chatbot behavior. With your expertise, we're hoping to make our website even more responsive and user-friend...

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    Trophy icon Thunder - Team Logo Creation Đã kết thúc left

    ...with both a modern and vintage aesthetic. Adding an element of playfulness is also appreciated, but I want it to have an intimidating and comic touch too. Colors can be a combination of Red, Blue, Black or other Electric color patterns - I'm very open, so feel free to experiment. I have several elements in mind progressing from the idea of our team name: - A Train engine is significant. - You can add a Lightning bolt, baseball and train tracks - these would relate well with the team. - Possibly incorporate an old wooden bridge or train, but remember these elements are not mandatory. Ideal skills include: - Graphic design - Logo design - Creative thinking Also, having experience with sports team logo design could be beneficial. It could be an advanta...

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    ...should include the full functionality of the specified site, be written in clean code, and come with complete setup documentation. eample site is 1 win you can search Key Features Required: - User-friendly registration and login system - Comprehensive betting functionality encompassing different sports - Live sports streaming capabilities - Variety of casino games and lottery options - Refer a friend system - Robust admin panel allowing complete control The chosen developer will be required to provide me with the source code, so I can reuse it if necessary. All coding work must be done in PHP. The website should also have PayPal integrated as the payment gateway. Ideal Skills: - Previous experience in developing betting/gaming sites - Expertise in PHP development - Experienc...

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    Before I make a decision on which freelancer to work with, I want to get an estimate on a few things to get an idea. We need to make a few changes on the site every now and then. Sometimes the change are minor and sometimes they are big. Either way, I need to work with someone who is responsive, can respond every weekday (not weekends), can do good work, and is honest. This is the client/friend I am helping their site with: Here is a small example of the changes we need. Please give me an estimate on time: 1. See this product page on mobile view. We need to make some small tweaks to all the product pages, like add a subtitle and change the button, very similar to how the products are showing on this page: 2. See an article blog

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    Hotel receptionist Đã kết thúc left

    We are looking for hotel management and reception specialist who can train our student and give them main idea about this field

    $18 / hr (Avg Bid)
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    I'm in need of a proficient AI and machine learning developer with a strong background in Python and federated learning. The objective is to write code ,train and test a dataset for the detection of plant diseases including fungal, bacterial and viral infections, utilizing Dynamic-Fusion-Based Federated Learning. Key responsibilities will include: - Developing an algorithm for classifying plant diseases through dynamic fusion-based federated learning. - Prioritizing the classification of fungal, bacterial, and viral diseases. - Ensuring accurate disease detection through advanced machine learning strategies. The timeline for this project is within a week, so I need someone who can dedicate a good amount of time to this project in the immediate future. Essential skills and e...

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    I have on going React native projects now , I need react native and express expert for this project. I will provide code base. Authentication system, real time chatting system, friend request system, profile change part already completed. You must know payment gateway, AI guid tips integration, shopping cart, eCommerce logic. You have to start right away, Paymend will be after project done. google store and apple store deploy needed after build. If you are confident with this project , bid please

    $2 - $8 / hr
    Niêm phong
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    ...from the internet or marketplaces like CodeCanyon. The application will consist of 3 user levels: user, admin, superadmin. It will consist of a landing page, create AI tools (Text and Images), subscription plan, payment using Stripe/PayPal, admin panel where admin can add new template/bots, admin dashboard, multilingual support, chat with AI and will allow to create persona & trained AI, so can train the AI data like docs, links and text. The application should be 100% dynamic. Ask for detailed requirements documentation and demo video **Required Expertise:** - Proficiency in web development - Familiarity with SaaS platforms - Ability to work with diverse technology stacks - Familiar with ChatGPT & OpenAI **Application Requirements:** Interested candidates should in...

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    ...goal is to enhance our real estate appraisal processes with advanced AI-generated insights and recommendations. 2. *Data Extraction from PDF Files:* A significant part of training this AI model involves extracting text from various PDF documents. These documents contain critical standards and regulations for accredited real estate appraisal. The extracted text will be utilized to create and train the AI model, ensuring it understands and applies industry-specific evaluation criteria accurately. *Project Requirements:* - Proven experience in AI and machine learning, especially with GPT model development. - Expertise in data extraction from PDF files, with the ability to accurately capture and convert text into usable data for AI training. - Ability to work closely with ou...

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    We are part of a worldwide network providing drug testing services. We have a presence in multiple countries. Our client wants us to conduct drug testing around Molnvädersgatan 418 35 Göteborg, Sweden. We will train you on how to do it and provide the necessary supplies and tools. You will have to either go to the client's residence or office to collect the provided urine sample or rent a meeting room to host the session. Meeting room rental costs will be borne by us. Thereafter I will guide you on how to perform the testing hygienically and you will send us the result. We will compensate you for every test done.

    $50 - $60
    Địa phương
    $50 - $60
    0 lượt đặt giá

    We are part of a worldwide network providing drug testing services. We have a presence in multiple countries. Our client wants us to conduct drug testing around Qatar, Doha. We will train you on how to do it and provide the necessary supplies and tools. You will have to either go to the client's residence or office to collect the provided urine sample or rent a meeting room to host the session. Meeting room rental costs will be borne by us. Thereafter I will guide you on how to perform the testing hygienically and you will send us the result. We will compensate you for every test done.

    $35 (Avg Bid)
    Địa phương
    $35 Giá đặt trung bình
    1 lượt đặt giá

    Hello ! I am on the lookout for a talented and resourceful individual who can dive into the digital world to source viral, copyright-free videos for us. These videos will be reposted across various social media platforms, so we need someone with a keen eye for trends and the viral potential of content. Key Responsibilities: - Video Sourcing: Find viral videos that are engaging and have the potential to perform well on social media. - Excel Management: You'll be provided with an Excel file to fill out for each video, including the title, a brief description, and the URL of the video. - Video Requirements: Videos should be compatible with "Shorts" formats – this means they need to be less than 1 minute long and in a 9:16 format. Additional Instructions: - Con...

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    ...and offline. Objectives: Development of a ChatGPT-like Interface: The platform must have an intuitive and functional user interface, similar to ChatGPT, allowing for textual interactions and requests for analyses or codes. Data Integration and Analysis: Implement algorithms capable of reading, formatting, and analyzing data from different sources and formats (HTML, PDF, DOC, TXT, XLM, CSV) to train the AI models. Continuous Learning Capability: The system must allow for the continuous inclusion of new data to the existing database, automatically updating and improving the AI models. Development of a Local API: Create a local API that allows access to the platform's functionalities in a programmatic way. Support for Multiple AIs: The ability to integrate different AI models...

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    ...online store functionality. This online shop should have an adaptable theme that can display a product catalog, integrating the styles and features from examples I will provide. Ideal Candidate Skills and Experience: * Proficient in Shopify website development * Strong understanding of e-commerce and Shop functionality * Excellent communication skills and attention to detail * Proven ability to train a novice in backend operations The task also includes providing me with detailed training on the addition of products and inventory management on the Shopify platform. Your bid should include time spent instructing me on handling these tasks independently. The url of design is

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    Interactive City Map Creation Đã kết thúc left

    I require an experienced freelancer to create 2 interactive city map with detailed street names and points of interest. On this map, specific areas will be marked, including but not limited to airports, train stations, restaurants, and hotels. Essential functionalities needed: - Route directions: Users should be able to get directions from one point to another. - Locations and distances: The map must show the distance from one point to another. Ideal skills and experience: - Proficiency in geographic information systems (GIS) - Experience in map design and creation - Understanding of web-design to create an interactive user experience - Attention to detail to provide accurate street names, landmarks, and points of interest. This map should serve as a comprehensive guide to navig...

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    I am looking ...website. Currently, users need to enter their emails and passwords to gain access which can at times be a little tedious. The task involves removing the OTP factor to ensure a smooth customer experience, enhance user interaction, and make my website more user-friendly. Ideal Skills and Qualities include: - Proficiency in website development and security - Prior experience in developing OTP-free login systems - A thorough understanding of e-commerce websites - Good understanding of online security measures ensuring data protection during the streamlined login process. Please consider that while I need the login to be more streamlined, I am uncompromising on the security aspect, and will require proposed plans for maintaining strict security measures withou...

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    ...temperature, precipitation, humidity, wind speed, atmospheric pressure, and more. Data Processing and Analysis: Weather data should be processed and prepared for analysis. Attention should be paid to data cleaning, normalization, and the possible enrichment of data with additional variables that may improve the accuracy of the model. Model Development with TensorFlow: Use TensorFlow to create and train a weather forecasting model. The model should be able to predict various weather aspects for the next 26 days, based on available historical and current data. Model Evaluation and Optimization: The model should be thoroughly tested and optimized for forecast accuracy. Cross-validation should be performed, and model parameters should be adjusted to achieve the best possible resul...

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    Telegram members adder script Đã kết thúc left

    Create a python script to add telegram members using telethon session files.

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    I'm looking for a specialist who can provide an authoritative opinion on the plastic-free status of a consumer goods product. Key Tasks: - Validate whether my product is genuinely plastic-free for independent verification. - Identify and confirm the three materials used in the manufacture (paper, bamboo & natural rubber) Ideal Candidate: - Expertise in environmental science, sustainable manufacturing or similar field. - Experience dealing with consumer goods. - A strong understanding of various types of plastics used in product manufacturing. - Excellent analytical skills. Your expert opinion will guide me to ensure the product aligns with ecological standards, adding value both for the consumers and the environment.

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    Nổi bật
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    Need Tesseract OCR expert,who can train tesseract for new language. I want to read Hindi image file I'm currently in need of a Tesseract OCR expert proficient in Windows environments. Your primary task will be to develop an OCR software from scratch. Key Responsibilities: - Build a Tesseract OCR system capable of processing printed documents with high accuracy. Ideal Experience and Skills: - Extensive knowledge and experience in Tesseract OCR, preferably on Windows. - Proven track record in building OCR software. - Experience in processing printed documents would be a major plus. - Detail-oriented and committed to achieving high-quality results. While the focus is on processing printed documents, the system you develop should be versatile and scalable for future enhanceme...

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    As a part of my ongoing business, I am seeking an expert in Tesseract OCR who can train the system to accurately read and interpret Hindi text from image files. This specialised task is geared towards: • Extracting text from Hindi images for forward analysis. • The preferred candidates should have proven experience with Tesseract OCR, particularly handling non-English languages. • Knowledge of the Hindi language, script and its typographic nuances will be highly beneficial. The final output must be: • Delivered in a PDF format to enable easy referencing and data manipulation. Your ability to handle similar tasks in the past with deft and accuracy will be a significant advantage in this project. I look forward to collaborating with someone who understands and...

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    As a part of my ongoing business, I am seeking an expert in Tesseract OCR who can train the system to accurately read and interpret Hindi text from image files. This specialised task is geared towards: • Extracting text from Hindi images for forward analysis. • The preferred candidates should have proven experience with Tesseract OCR, particularly handling non-English languages. • Knowledge of the Hindi language, script and its typographic nuances will be highly beneficial. The final output must be: • Delivered in a PDF format to enable easy referencing and data manipulation. Your ability to handle similar tasks in the past with deft and accuracy will be a significant advantage in this project. I look forward to collaborating with someone who understands and...

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    I'm seeking an accomplished freelancer with in-depth expertise in training Tesseract OCR to work on a series of Hindi language PDF documents. These PDF files have been created by a machine and maintain a consistent document layout. The successful freelancer will: - Have extensive experience with Tesseract OCR and its capabilities - Understand how to train Tesseract OCR for a new language, specifically Hindi in this case - Have expertise in working with machine-generated PDF files - Have skills in structuring OCR to handle consistent document layouts Your bid should reflect your understanding and experience in these areas. Proficient Hindi language skills are a bonus.

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    This project involves utilizing Tesseract OCR to read JPEG's pdf images in Hindi language. I need a specialist who can successfully train Tesseract for Hindi. The major expectation is a high level of accuracy with a target of above 90%. This will require skills and understanding in OCR techniques specifically with Tesseract. Ideal Skills: - Tesseract-OCR training experience - Familiarity with JPEG file formats - Proficiency in OCR for different languages preferably Hindi The freelancers interested in this project should showcase their past work relevant to the OCR in their bid. This is a chance for you to demonstrate your proficiency and experience in this field. This will also provide me with an opportunity to see your practical skills in action. High accuracy assistance ...

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    I require a proficient software developer to craft a virtual pet software. ...require a proficient software developer to craft a virtual pet software. This should be engaging, allowing users to care for and interact with their virtual pets directly on their computers. The software should feature: - A variety of animated pets (dogs, cats, birds). Preferably, these animations should be a combination of 2D and 3D. - An interactive interface that lets users feed, play, and train their pets, as well as other realistic animations replicating human actions. The ideal candidate would be versed in: - Software development, specifically in relation to game or virtual pet software - Sufficient knowledge of 2D and 3D animation - Understanding of user engagement tactics to create an immersive e...

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    Photoshop Friend for Fun Image Đã kết thúc left

    I need to add a team member to our trophy picture. The guy with the red arrow above him (team pic) to the trophy picture in the back row or on the end, wherever it fits.

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    ...obtain high-resolution, more detailed images from lower-resolution image using the method Image Super-Resolution via Iterative Refinement (SR3). Model to be Trained on DeepLesion dataset and also apply intensity scaling if required to get a proper image. Key Responsibilities: - Code the process of converting low-resolution images to high-resolution images utilizing SR3 in a Python notebook. - Train this model using PyTorch on the DeepLesion dataset. We won't focus on any specific subset of images - we want to include all available images in the training process. - If necessary, implement intensity scaling to ensure the highest quality image output. Skills and Experience Required: - Proficiency with Python programming - Experience with PyTorch and image processing and GPU -...

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    You need to select a subset of data with 100-150 Company related facts from Knowledgenet. Use Facts triplet with these relations (DATE_FOUNDED (ORG–DATE), HEADQUARTERS (ORG–LOC), SUBSIDIARY_OF (ORG–ORG), FOUNDED_BY (ORG–PER), CEO (ORG–PER) for creating the knowledge base. Reference Dataset Links: (DATE_FOUNDED (ORG–DATE), HEADQUARTERS (ORG–LOC), SUBSIDIARY_OF (ORG–ORG), FOUNDED_BY (ORG–PER), CEO (ORG–PER) for creating the knowledge base. Reference Dataset Links: use inside the dataset as your source of data. Deliverables: * Complete code that can run on Google Colab * Report of the process which you have followed to build & train * Report 15 - sample conversation with a chatbot

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    I need to model a system based on 6 coupled partial differential equations (PDEs). I hope to use a physics-informed neural network to model this system. Or you may use physics-constrained machine learning (embedding neural network into the PDE system to approximate some mathematical terms in the PDE system) to model the system. If possible, please use the "deepXDE" package based on Pytorch backend to build the PINN. The PINN should be built, trained, and tested. The PINN should reach a satisfactory prediction based on the test set. I'll give you the training data and more details later on.

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    ...model. This can range from a basic sequence-to-sequence model to more complex architectures like Transformer-based models. Consider factors such as model size, computational efficiency, and the specific requirements of your summarization task. With your model architecture defined, the next step is Training the Model. Utilize deep learning frameworks like TensorFlow or PyTorch to implement and train your model on the preprocessed dataset. This stage requires access to computational resources, preferably GPUs, to facilitate faster training. Experiment with different hyperparameters and training strategies to optimize the model's performance. Once your model is trained, it's essential to Evaluate its performance. Utilize standard metrics such as ROUGE to assess the quali...

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