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    We are in need of a highly skilled and experienced Python Developer who specializes in Large Language Models (LLM) and Retrieval Augmented Generation (RAG) tasks. Key Tasks: -Your main responsibility will be to create a custom AI Chatbot by combining LLM (Large Language Model) with RAG (Retrieval-Augmented Generation) using custom data. General Requirements: - Demonstrable proficiency in Python and understanding of LLM and RAG is a generally necessary. - Familiarity with Chatbot modeling, data analysis, model building, web scraping, data extraction, and task automation will be regarded as additional advantages. This project provides an excellent opportunity for individuals deeply interested in language models and augmented generati...

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    In this project, I'm seeking an experienced health writer to pen down an engaging article for the general public. I'm keen to have it written in a personal and anecdotal tone - something relatable and captivating for the readers. Ideal Skills & Experience: - Proven experience in health writing - Ability to translate complex health information into layman's terms - Strong research skills - Familiarity with the latest health trends & topics - Exceptional writing skills in the personal and anecdotal style Your task will be to: - Research and understand the topic thoroughly - Write an engaging, easy-to-read article - Provide a unique viewpoint on the health topic - Maintain accuracy and quality in presenting health informati...

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    ITALIAN LANGUAGE MANDATORY. Starting from a list of 12500 Company names in excel, we need to fill in the other columns finding online: - website URL - Zip Code - VAT Number - Type of Industry (selecting it from the excel drop down menu)

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    Looking 100% manual translator only. Looking to translate from tamil video to Telugu word document Candidate telugu fluency is mandatory. Translation should be spoken telugu, Not Bookish language Script can be in telugu or in English font But long term job

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    I have a collection of scanned PDF legal documents that need to be accurately typed into Word. The documents require double-spacing and indented paragraphs. Ideal Skills & Experience: - Proficiency in legal terminology and language - Experience in legal document formatting - Strong attention to detail - Ability to transcribe from scanned PDFs accurately - Proficiency with Microsoft Word and formatting tools Your work will be instrumental in bringing these important legal documents into a more accessible and editable format.

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    I'm in urgent need of talented Marathi writers who can weave engaging short stories, each under 500 words. The stories have no specific genre; creativity is encouraged. Ideal Skills: - Excellent command over Marathi language - Strong storytelling abilities - Experience in writing captivating short stories This project requires: - Unique, creative content - Attention to detail and commitment to deadlines - Flexibility and openness to feedback If you can captivate readers with compelling short stories, let's connect!

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    ...role-plays and fantasies. The voice should be original & seductive, and native to Hindi or Bengali language. The ideal candidate should have experience in voice acting and storytelling. Requirements: - Proficient in Hindi or Bengali language with playful & teasing tone - Able to create audio erotic stories that are 20-30 minutes in length - Must have a seductive and captivating voice that attracts men - Must be comfortable with adult erotic narrations without any limit - Should be able to bring the stories to life through erotic expressions - Fantasies may contain teacher-student, director-heroine, secretary etc. If you are a talented voice-over artist with a seductive voice and you are comfortable with adult eroti...

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    ...Email and password - Phone number and OTP - Google login - Apple login (iOS APP/device) Detailed project description below: Build Scalable, Responsive and Dynamic website, and mobile app (iOS and android): Key requirement from developers: • Looking for a team of qualified developers with knowledge of all the functionalities required for this project • Must have expertise in building website as well as android and iOS apps • The scope of the work may increase as we learn more about the users of the website. • Please send your price quotations with detail of language/tools you will use and the timeframe you will need to complete this project. Functionalities to build: • Book meeting function that automatically check calendars...

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    Book Typesetting Project 6 days left
    VERIFIED

    I'm looking for a skilled typesetter to format my book. You will also be paid 20 rupees for each page. The book is relatively short, with less than 100 pages. Initially, we will start with seven pages. If I find the template acceptable, I could offer you a long-term, well-paying job. The text is already written, but I need someone who can professionally typeset it using my own template. Significant requirements: - Experience in book typesetting. - Proficiency in working with templates.

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    ...specific events - Implementing custom scripts for complex workflows The ideal candidate should have: - Proven experience in Zoho Creator development - Strong understanding of Zoho applications such as CRM, Books, and Invoice - Proficiency in creating complex workflows and custom scripts - Ability to understand business processes and translate them into effective automation Please include examples of similar projects you've worked on. I have two questionaire forms created on zoho creator, each of this form whn submitted will generate a chart result based on the answer to the questionair. at the moment the chart result appear on the scree of the person filling the forms. I want to prevent this to happen, I would like that a message will appire when the ...

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    ...vehicles that are equipped with the technology described in the section "2. Technology Description". *Note: Do not limit your information gathering to only the details mentioned in "1. Background" and "3. Reference Technology" (sections 【1】 and 【3】 are for reference only). 【1:Background】 This technology is related to vehicle information display systems. In conventional technology, it was possible to control autonomous driving through a switch unit installed near the driver's seat, and choices could be made using a display device in front of the driver's seat. However, there was an issue where the position of the switch unit did not align with the display location of the choices. 【2:Technology Description...

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    ...concepts, and enhance visual appeal. The target audience for these resources is professional individuals. Role responsibilities - Take provided scripts and basic slides created by SMEs and bring them to life with animation, turning them into creative and engaging video lessons that enhances knowledge transfer and retention - Storyboard scripts and use creative Motion Graphics expertise to visualise instructional graphics - Understand instructional end goals and create content that matches them - Apply tested instructional design theories, practices and methods - Apply feedback from QA process to ensure final product is effective in delivering educational material - Create supporting material/media (audio, video, simulations, etc) - Maintain project docum...

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    <Technology Description> **See attached image for contest details** __________________________________________________________________________ <Overview> Please collect product information on vehicles information that have or will have the technologies described in the “Technology Description” section below. <<NOTICE>> The target car brands in this search are limited to US, European, Chinese, and South Korean brands. <Requirements for Payment> ・Submit documentary evidence that clearly states the details of the subject product, the name of the company selling the product, and the company that plans to sell the product. Documentary evidence includes websites, YouTube videos, repair manuals, photos of the actual product, vehicl...

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    I need a skilled translator to convert several mystery short stories from Russian to English. - The original stories are in Russian, and I am looking for a professional who excels in the nuances of the Russian language and can accurately convey the writing style of the texts in English. - An ideal candidate should be well-versed in translating fictions, in particular, to ensure that the suspense and intrigue of these stories are maintained. - The translated stories should be delivered individually per story. PLEASE NOT TO USE AI - I WILL FIND IT OUT ANYWAY

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    I require a competently written literature review for my research paper on Human Resource Management, specifically focusing on Ethical Leadership, Innovative Work Behavior (IWB), and Financial Performance. The review should critically analyze current research and theories, drawing a relationship between these elements and their impact on company success. Key requirements: - A deep understanding of HR management and its ethical aspects - Familiarity with IWB and its role in financial performance - Proven experience in literature reviews and research work - Ability to critically analyze and synthesize relevant literature. This task requires an individual skilled in academic writing, with knowledge and experience in management, particularly human resour...

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    Excel to Gmail Email Sender 6 days left
    VERIFIED

    I'm looking for a skilled developer who can create a program that will facilitate the sending of multiple emails from ...provider. - The emails will be sent to multiple recipients with the same content. - The frequency of sending emails is irregular. The main responsibilities of the program are: - Extracting email addresses and any other necessary information from the spreadsheet. - Attaching a PDF to each email. - Sending out the emails. Ideal skills: - Proficiency in Python or similar programming language. - Experience in working with Gmail API. - Proven track record in developing email automation tools. Please note that while personalization is not currently required, the program should be built in a way that adding personalization featu...

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    I have a set of very clear handwritten notes that need to be typed into digital format. Ideal skills for this job include: - Excellent typing speed and accuracy - Proficiency in English language - Attention to detail - Experience in transcription or copy typing would be an advantage

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    Project Title: Co...and Video Editing Description: I am looking for a freelancer who can help me with content writing and video editing for my project. I need both written and video content to entertain my audience. Skills and Experience: - Proficient in content writing and video editing - Creativity in developing engaging and entertaining content - Strong storytelling skills - Ability to work within the given time frame - Proficiency in video editing software - Attention to detail and ability to meet client requirements Content Requirements: - Both written and video content - Content should be entertaining and engaging - Video content should be between 1-3 minutes in duration If you have the necessary skills and experience, please submit your...

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    I'm in need of a professional to design and develop a customized banner website. It will need to be fully compatible for mobile browsing. Key Features: - Customization: The website should offer various customization options, with a live preview of the customized content. - PDF Export: The system should be able to convert the final design into a PDF format for printing. - Online Payment and Shipping: The site will need to integrate with Taiwan's Green World Technology payment gateway and logistics systems from Taiwan Post, 7-Eleven, and FamilyMart. - Admin Panel: A backend admin panel is required for managing customer orders. - Google Maps Integration: The website should be linked to Google Maps. - Image Slider: The site should have a feature allowing a full site image ca...

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    I am looking for a solution that will efficiently analyze and group comments harvested from social media monitoring tools, primarily in Turkish. Key requirements include: - Comprehensive understanding of the Turkish language and its intricacies - Expertise in data analysis, recognizing patterns and trend identification - Proficiency in using or creating a program to sift through large amounts of data accurately and efficiently The end goal of this project is to equip me with actionable insights to improve overall customer satisfaction and make data-informed decisions for my business using these analysis results. With advancements in technology, I believe this task can be quickly optimized and automated, and I am open to innovative solution proposals.

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    I'm looking for a talented scriptwriter to craft a compelling feature film drama script for radio. The primary target audience for this script are adults, so the content should be engaging and mature. Key Requirements: - Genre: Drama - Length: 90-120 pages (as per standard feature film length) - Audience: Adults The ideal candidate for this project should have: - Proven experience in script writing, particularly in the drama genre - Understanding of radio scripting specifics - Ability to engage and captivate an adult audience - Strong creative and storytelling skills - Excellent command of language and dialogue.

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    I'm currently running an Android app written in Kotlin, however, we are facing an issue with our in-app subscription system. I’m getting the error: : lateinit property productDetails has not been initialized. Key Points: - The app runs on Android 10, so familiarity with this version is essential. - The issue is not related to the renewal or status updates, but is an error I'm encountering. Ideal Skills & Requirements: - Proficiency in Kotlin is a must. - Demonstrated experience with Android 10. - Prior experience with in-app subscription systems is a plus. As a freelancer, you'll need to troubleshoot and rectify the issue effectively without causing any collateral damage to the existing system. I'm looking for a...

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    I'm in need of a talented writer who can craft a captivating mystery story aimed at children aged up to 12 years. This story will be used for a radio broadcast, so it should be engaging and easily understandable for this age group. Key Requirements: - Genre: Mystery - Target Audience: Children (up to 12 years) - Medium: Radio The script should be extremely engaging, with a tight plot that will hold a younger audience's attention. Your writing style should be clean, clear, and age-appropriate, making the story both exciting and accessible. Illustrations: The story will also need to include simple, yet charming illustrations. These visuals will complement the narrative and help bring the story to life for our young audience. Ideal Skills and Experience: - Proven experie...

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    Here is your rare opportunity to make Good Money!!! Do you thrive in a fast-paced environment where your success is directly tied to your effort? Are you passionate about connecting businesses with the power of a stellar website? If so, we want YOU on our team! We're a High Converting Website Design Agency looking for a driven, commission-only sales superstar to join our ranks. In this role, you'll be responsible for: Prospecting and Cold Calling: You'll identify potential clients who need a website refresh or a brand new online presence. Be prepared to make a positive first impression and build rapport over the phone. Understanding Client Needs: You'll have a knack for uncovering a client's vision and translating that into actionable...

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    I'm seeking a freelance writer who can expertly craft a Wikipedia entry about an international coaching guru and speaker. The article should cover their journey, career, and most imp...skills. Ideal Skills: - Strong command of English - Wiki writing experience - Ability to effectively research and consolidate information - Outstanding attention to detail - Background in writing about personal profiles and organizations The goal is to create an engaging, informative, and objectively written entry that will engage readers and illuminate the subject’s international accomplishments. Experience in digital marketing or app development is a plus, as we’re interested in expanding the project for related tasks in the future. Be prepared to pro...

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    ...large electronic operating manuals for cranes. The language interface and manual summaries should be in English by transferable to any language. Key requirements: - Develop a mobile app for both iOS and Android platforms. - The app should read electronic operating manuals and provide concise summaries pointing users quickly to there desired area of the manual. - English would be the required language for the app interface and manual summaries. Ideal skills and experience: - Extensive experience in mobile app development for both iOS and Android platforms. - Proficiency in creating an app with text-reading and summarisation capabilities. - Excellent understanding of English language to ensure accurate summaries. - Previous experien...

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    Greetings! We are seeking a skilled web designer to create a website for our very unique language program abroad. The ideal candidate will have experience in website design and be able to develop a visually appealing site. We will provide guidance throughout the process, including examples of similar sites and a set of pictures to be included. Obviously, we are also open to ideas coming from your previous design experiences. If you have a strong portfolio and are interested in this project, please contact us. It will be great if we could see some examples of your work. Best regards.

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    ...facilitate the development of a Woz prototype, which stands for Wizard-of-Oz prototype. The prototype will be used to test various functionalities and gauge human interaction with the system. Key requirements and considerations: - FastChat implementation using Docker: The implementation should be smooth and efficient, ensuring seamless operation on a local server. - Woz prototype focus: The project primarily aims at using FastChat to create a Woz prototype. This prototype will be utilized to test and evaluate various functionalities. - Functionalities include: - Speech recognition: The system should be able to recognize and interpret speech inputs. - Natural language processing: The prototype should be capable of understanding and processing natural language in...

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    DATA SCRAPPING DATABASE This is an interesting overview of the steps that might be involved in completing this project: 1. Develop a web scraping script using Python (e.g., BeautifulSoup, Scrapy) to extract data from relevant grant databases and websites (if possible, considering anti-scraping measures). Sites to be scraped: 2. Design a database schema to store the extracted data. 3. Write scripts to clean, transform, and load the data into the database. 4. Design a WordPress directory listing interface with search filters to display the grant information. 5. Develop a user interface to query and display the grant information based on customer criteria 6. Create a Python plugin for WordPress to automate the scraping

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    ...website. My brand is based in Melbourne, Australia. Here is my website: Key Responsibilities: - Create a comprehensive social media marketing strategy to increase brand awareness, drive website traffic, and generate leads and sales. - Develop and publish engaging content, including posts, videos, and graphics, that are tailored to each platform and our target audience. - Monitor and respond to comments and messages in a timely and professional manner. - Use analytics tools to track and measure the success of our social media marketing efforts, particularly focusing on number of followers, engagement rate, and conversion rate. Adjust and optimize strategies as needed based on performance data. Skills and Experience: - Proven experience in social media ...

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    ...(MSP) solutions, committed to delivering top-tier services to our clients. We are seeking a dynamic and driven Outbound Sales Representative to join our team. This individual will be responsible for the entire sales lifecycle, from marketing and lead generation to proposal creation and deal closure. The ideal candidate will have excellent English communication skills and be comfortable working in the US Eastern Standard Time zone. Key Responsibilities: Marketing and Lead Generation: Develop and implement outbound sales strategies to attract potential clients. Utilize various marketing channels, including email campaigns, social media, and cold calling, to generate leads. Identify and target key decision-makers in potential client organizations. Lead Qualification...

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    I'm looking for a professional who can handle both script writing and video editing for my project. - The primary goal of the project is to create educational content for adults. - The ideal candidate should be skilled at creating engaging, informative scripts. - Experience with video editing software is crucial, especially in translating the script into a visually appealing final product. - Bonus points if you have experience creating educational content. Looking forward to working together, and seeing engaging educational content come to life. Thank u

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    I need a team of skilled blog writers who are experts in the field of technology. The primary goal of these articles is to increase website traffic, so I need writers who can create engaging and informative content that will attract a wide audience. - I'm looking for writers who can delve into complex technical topics and distill them into easy-to-understand, compelling articles. - The language should be at an expert level of detail, suitable for a well-educated, tech-savvy audience. - You must have previous experience writing for similar websites and be able to provide samples of your work. Ideal Skills and Experience: - Proficient in technology writing - SEO knowledge to aid in increasing website traffic - Ability to simplify complex technical to...

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    ...Review Technique (PERT) networks in project management. Requested to implement a program in Java programming language and graphically visualize the network/graph generated as a result of executing the Critical Path Method (CPM) and Program Evaluation and Review Technique (PERT) in Project Management. Key functionalities include: - Generating CPM network - Generating PERT network - Graphically visualizing CPM network - Graphically visualizing PERT network The code should be designed to take input of project tasks, duration and their dependencies, creating a detailed and clear diagrammatic network. Skills and Experience: - Proficient in Java programming - Familiarity with project management principles (specifically CPM and PERT methods) - Experie...

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    ...for a skilled programmer proficient in the language Luau. The aim of the project is to develop a script or program that will enable the duplication of digital items within a game inventory. I am in need of a skilled programmer to help implement an item duplication feature for my PC game. The goal is to have this feature seamlessly integrate into the existing inventory system without causing any disruptions. Key responsibilities: - Implementing an item duplication feature for the game's inventory - Ensuring that the duplication process is seamless and does not interfere with the existing gameplay Ideal skills and experience: - Proficiency in PC game development - Experience with inventory systems in games - Prior work on item duplication featu...

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    I'm in search of a skilled AI developer who's proficient in GitHub technologies, particularly for Android applications. I need your expertise to automate human actions within an Android environment, to enhance efficiency and streamline processes. Key requirements include: - Strong understanding of AI, especially image recognition - Proficiency in Natural Language Processing (NLP) for the automation of tasks - Previous experience with creating recommendation systems would be a plus Your experience in implementing AI-driven solutions and the ability to work within an Android environment are crucial. There's no strict deadline for the project, but a timely delivery would be greatly appreciated.

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    I'm in need of a talented YouTube thumbnail editor who can help me create visually appealing and engaging thumbnails for my channel. Key Requirements: 1. Adobe Photoshop Expertise: I strongly prefer professionals familiar with Adobe Photoshop. Please note that proficiency in this software is a must for this role. 2. CTR Optimization: I'm looking for someone with a keen understanding of what makes a thumbnail effective in generating high click-through rates. You should be able to create thumbnails that are both attractive and purposefully engineered to draw in viewers. 3. Creative and Versatile: You'll be asked to work with a variety of styles and themes for different video topics. You should be able to adapt to different requirements an...

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    ...article must be written in an original, informative and academic language. - A bibliography should be added. - A footnote should be added. - It will be at least 8 pages. - Plagiarism should be taken into consideration and it should not be artificial intelligence supported. - It would be good to use main sources on the subject. I'm looking for a comprehensive analysis of the influence of Mongols on Anatolian trade. The project will require a keen focus on the following areas: - **Trade Routes:** I seek a detailed exploration of how Mongol rule affected the established trade routes in Anatolia, specifically focusing on the Silk Road, Mediterranean trade, and the local markets. - **Trade Volume:** I'm interested in understanding how the Mon...

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    I am in need of a virtual assistant to handle customer service, inquiries, and data entry tasks. Key Responsibilities: - Responding to customer emails and live chats in a timely and professional manner - Managing customer inquiries and complaints, ensuring a positive resolution - Carrying out data entry and basic administrative tasks as required Ideal Candidate: - Previous experience in a customer service role - Proficient in written communication - Skilled in multitasking and time management - Comfortable using email, live chat platforms, and project management software - Attention to detail and problem-solving skills are essential I anticipate needing your assistance on an ongoing, part-time basis. Please submit your proposal if you ...

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    Build Scalable, Responsive and Dynamic website, and mobile app (iOS and android): Key requirement from developers: • Looking for a team of qualified developers with knowledge of all the functionalities required for this project • Must have expertise in building website as well as android and iOS apps • The scope of the work may increase as we learn more about the users of the website. • Please send your price quotations with detail of language/tools you will use and the timeframe you will need to complete this project. Functionalities to build: • Book meeting function that automatically check calendars of team members and shows available slots to external users to make booking with our experts - Admin can sync several calendars (of tea...

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    ...Rico and its tourist attractions. Language: Preferably SPANISH Key Requirements: - Video Length: Around one minute or little more - Video Format: Final delivery in both vertical for social media and horizontal formats - Style: Cinematic, with a creative and captivating approach Elements to Include: - Background music: I have a jingle that will be the main music of the video - Optional - Text or titles: If you believe it will enhance the video, feel free to suggest how texts could be incorporated Ideal Skills and Experience: - Proven experience in video editing, ideally for promotional campaigns or tourism - Proficiency in cinematic style with a rich portfolio of previous works - Ability to work with both vertical and horizontal formats - Skilled in...

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    I have a pre-built 2D game engine ready and need a talented and experienced developer proficient in C++ to develop a simple game layered on it. Given that I have not chosen a specific genre, a puzzle, adventure, or arcade game are all possible directions for this project. I remain open to your creative suggestions, but I want to stress that it should be very begginner and easy, something as simple as a monkey collecting random bananas spawning across the screen The game has to be: - Developed in C++, so strong skills in this language are necessary. - Created using Visual Studio. Therefore, familiarity with this software is a must. - MUST know about Game Engine basics!! This is less about being hyper focused on game creating and more about und...

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    ...patients in preparing for this major procedure. Key Points to Cover: - Process Explanation: Clarify the stages and details of brain surgery. - Preparation Guidelines: Guidance on what needs to be done before the operation, what to expect, what to prepare, who to speak to, processing emotions - Expectation Management: A comprehensive understanding of what to anticipate post surgery. - guide for caregiver / family: What to expect and how they can assist - Mix of Medical Advice and Personal Stories: The guide should blend medical advice with personal experiences to provide a well-rounded understanding. I envision the guide to be a written document, making it easy for patients to refer back to and I would like it to include parts of my personal journey to help the reader ...

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    I've written an academic research paper on medical treatments with the assistance of an AI. I now need help with improving the text to ensure it doesn't seem like an AI was involved in its creation. This task is perfectly suited for someone with: - A strong grasp of healthcare topics, particularly medical treatments. - Background in academic writing specifically in the field of healthcare. - High-level proofreading and editing skills. - Familiarity with AI-generated texts and their common weaknesses in tone and style. - Capability to provide human-touch and engaging tone while ensuring academic integrity. The aim is to make this AI-assisted document indistinguishable from a paper written solely by a human.

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    I require a highly experienced assemble...proficiently use Emu8086 to write and verify software programs. Though the details about the specific programs weren't provided, candidates should be skillful in at least the following areas: - Arithmetic operations - Control flow statements - File handling operations The purpose of these programs has yet to be confirmed, thus a candidate with a flexible approach who can rapidly adjust to altering requirements will be advantageous. This project is urgently required, hence a freelancer who can complete tasks promptly is desired. To confirm the validity of your work, you'll also need to test the developed programs and verify the correctness of your written code by initializing and checking relevant registers and memory locatio...

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    Article Rewriter 6 days left

    We are looking for an experienced writer to rewrite articles and make them more engaging and human-friendly. The articles will be provided, and your task will be to rephrase the content while maintaining the original meaning. The goal is to make the articles more readable and appealing to our target audience. Skills required: - Excellent command of the English language - Strong writing and editing skills - Ability to rephrase content effectively without losing the essence - Understanding of SEO practices This is a small project that can be completed within a short time frame. The ideal candidate should have a track record of delivering high-quality rewritten articles. If you are a creative writer who can add a personal touch to the content whi...

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    I have a pre-built 2D game engine ready and need a talented and experienced developer proficient in C++ to develop a simple game layered on it. Given that I have not chosen a specific genre, a puzzle, adventure, or arcade game are all possible directions for this project. I remain open to your creative suggestions, but I want to stress that it should be very begginner and easy, something as simple as a monkey collecting random bananas spawning across the screen The game has to be: - Developed in C++, so strong skills in this language are necessary. - Created using Visual Studio. Therefore, familiarity with this software is a must. - MUST know about Game Engine basics!! This is less about being hyper focused on game creating and more about und...

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    ...translation files - spanish and english translations are added - Translations can dynamically change - A setting for changing the language is added - modulized approach Adding Dark Mode: Acceptance Criteria: - Can switch between dark and light mode - have the two main colors of angular material theme defined in a way to be reusable in all components ( changing it in one place will update it in all components) Adding Touch & Arrow Support for the Grid pages consisting of cards: Acceptance Criteria: - Album Card grid can be scrolled with touch gestures - Touch gestures to control volume, play/stop, showing queue, etc are added - Scrolling works with arrows up down - scrolling

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    I'm seeking a seasoned CV writer that can help craft an engaging and professional CV that’s aimed at the project management field. Content specifics and requirements: - The CV needs to be produced in English language. - The final output should be in both WORD and PDF format. - Transfer and highlight my key achievements and skills in project management effectively. The ideal candidate for this task should have: - Prior experience in creating CVs for professionals in the project management field. - Excellent English writing and editing skills. - An understanding of the project management industry and its key requirements. Your task will be deemed successful if the CV aligns well with project management career aspirations and exh...

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