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    ...capable of analyzing uploaded instrumentals and generating both the lyrical flow and content to match the music. The lyrics produced must be clean and suitable for audiences aged 18 and above. **Key Responsibilities:** - Develop and implement an AI system capable of generating music lyrics based on uploaded instrumentals. - Ensure the AI-generated lyrics are clean, appropriate for all audiences, and align with the given instrumental. - Collaborate with our music and tech teams to refine and enhance the AI’s capabilities. - Integrate the AI system into our existing platform for seamless user experience. - Continuously monitor and improve the AI’s performance based on user feedback and advancements in AI technology. **Requirements:** - Proven experience ...

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    I will pay no more than 30 dollars for this work. Please do not send a bid if you are going to offer a higher price. I'm seeking a skilled PHP programmer proficient with Cora. The goal is to automate the sharing of articles from my website to my business Facebook page. Key requirements: - Automate sharing: I want the programmer to ensure that whenever a new article is uploaded to my website, it's automatically shared to my business Facebook page. - Cora PHP programming: The ideal candidate should have experience with Cora PHP programming, specifically related to integrating website content with Facebook. - Facebook page sharing: The articles should be shared only on my business page, ensuring they reach my target audience. Your duties will include: - Devel...

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    Pixel-Action PC Game 6 days left
    VERIFIED

    I'm looking to bring a unique action game to PC, focusing on an engaging pixel art style that can stand out in today's market. My concept combines intense gameplay mechanics with a visually appealing retro aesthetic, aiming to capture both nostalgia and innovation. For this project, I need a skilled team to turn this vision into reality. **Key Requirements:** - **Game Development:** Proficient in developing action games for PC, with a portfolio showcasing similar projects. - **Pixel Art:** Exceptional skills in pixel art creation, able to craft detailed and unique characters, environments, and effects. - **Programming:** Strong background in coding, familiar with engines and languages suitable for PC game development (e.g., Unity, C#). - **Crea...

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    ...16 years old and live in Latin America or Eastern Europe. ✻ NO EXPERIENCE REQUIRED ✻ You do not need any experience whatsoever, but you must be clever and eager to learn. No. I am *not* being charitable. I am being practical. ✻ PAYING YOU TO LEARN ✻ No. You aren't dreaming. I value intelligence and problem-solving ability over experience. I'd prefer to work with someone who is clever and learns quickly rather than someone experienced but is not very intelligent and/or does not solve problems scientifically. Would I hire an Isaac Newton or an Albert Einstein even if he had no programming experience? Of course I would. ✻ TESTS ✻ You must pass several difficult logic tests to work with me. The first logic test you complete for me will be an unpaid log...

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    I need a seasoned developer to convert my existing Swiftic app into a freestanding app that can be listed on the App Store, Google Play, and Amazon. The app is currently accessible via www.ecosmartecloud.com. Skills and Experience: - Proficiency in Swift programming language - Experience in converting existing apps to standalone apps for multiple platforms - Familiarity with submitting apps to App Store, Google Play, and Amazon - Knowledge of push notifications and user login/authentication systems The main purpose of this app is to provide a platform for communication. Key features I'd like to retain after the conversion are push notifications and user login/authentication. Please let me know your prior experience with similar projects, as well ...

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    I am currently using R, specifically the ppcor package, to conduct partial correlations on a sizable dataset. Unfortunately, the process is slow and fails to address all columns efficiently. I'm seeking assistance to: - Improve the computation speed - Enhance the handling of columns within my dataset The ideal freelancer for this task should be proficient in R programming, with specific experience in working with the ppcor package or similar tools for statistical analysis. A background in optimizing code for large datasets would be highly beneficial.

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    I'm in need of a talented graphic designer to create labels for 10 modern-style spice products. The labels will predominantly feature the nutritional information of the spices and should be designed to fit pouch packaging. Key Requirements: - Design Style: Modern - The labels should be reflective of contemporary design trends, with a clean and professional look. - Content: Nutritional Information - It is crucial that the labels include nutritional information of the spices. - Packaging: Pouches - The labels should be designed to fit pouch packaging, so understanding the dimension and layout constraints of pouches will be essential. Ideal Skills: - Graphic Design: A proven track record in graphic design, with a portfolio that showcase...

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    I'm in need of an experienced freelancer who can provide employment verification services. The role of the freelancer would be to verify the employment dates and job title of a candidate. The results of the verification should be presented in a written report. Key responsibilities include: - Verifying employment dates and job title - Ensuring accuracy and reliability in the verification process - Compiling all the verified information into a clear and concise written report I'm looking for a professional with: - Previous experience in employment verification - Strong attention to detail - Excellent written communication skills - Understanding of the importance of confidentiality in this process...

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    Need to find a programmer who understands computer networks and knows c# or python programming

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    I have ongoing work related to our previous project 'Sports Video Programming Graphics'

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    I'm looking for a skilled software developer to create a unique application, using Python and C++ as the primary programming languages. Key Requirements: - Advanced proficiency in Python, C++, and HTML - Experience in software development - Ability to implement user login and registration functionalities Additional Skills: - Understanding of web development - Knowledge of user interface design The project primarily involves developing a software application, so a strong background in software development and proficient programming skills are highly desirable. The ability to seamlessly integrate user login and registration into the application is essential.

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    ...Problem and linear programming (LP) models. Key Requirements: - This project is focused on resource allocation, so the main goal is to craft an algorithm that can efficiently solve the classic Knapsack Problem. - You will also be required to incorporate LP models in the solution to enhance the resource allocation process. Skills & Experience: - Proficient in Python for algorithmic problem-solving and have a solid understanding of optimization techniques. - Experience in working with LP models and understanding of how to apply them in real-world resource allocation problems. - Previous experience in developing command-line interfaces for solutions - as this project does not require a GUI. The ideal freelancer for this proje...

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    Trophy icon Senior Fitness E-Book Cover Design 5 days left

    I'm looking for a talented designer to create a 6x9 E-Book cover for a senior fitness book. The cover should be Bold and colorful, conveying the importance of staying active and healthy in old age. Key requirements: - The cover should prominently feature an image of a senior exercising, engaging the target audience in the fitness theme - A vibrant mix of multiple colors should be used to make the cover visually striking and appealing Ideal skills and experience: - Proven experience in E-Book cover design, particularly in the health and fitness niche - Excellent knowledge of color theory and ability to create bold, colorful designs - Understanding of the target audience and ability to incorporate suitable imagery ...

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    I'm in need of a skilled and experienced developer that can assist me in automating several tasks, organizing files and data on Google Drive using Google App Script and Java programming language. Key Tasks: - Create scripts to automate Folders and files - Improve file organization and management on Google Drive - Develop custom solutions using Java Ideal Skills: - Proficient in Google App Script and Java - Strong background in automating tasks - Proven experience in organizing and managing files - Prior experience with Google Drive is a plus Your expertise and knowledge in these areas are crucial for the success of this project. Looking forward to collaborating with a proactive and skilled developer.

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    Algorithm Expert Needed 6 days left
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    I'm in need of a skilled algorithm expert. You should have strong experience in various types of algorithms and be able to apply them effectively in different programming languages. I need a person who can solve the problem attached in the image.

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    Design of Digital filter algorithm/ code in C for ARM processor for processing real time raw sensor to removal of noise & unwanted signal Algorithm / code for Digital Filter low bandwidth Real time Sensor Signals 1. Analogue Raw data acquisition in real time at 1000 samples per second in 24 bit precision 2. Raw data signal bandwidth /frequencies restricted to less then 1000 hz by hardware RC anti aliasing filter to avoid aliasing 3. Following Digital in sequence to be applied to raw signal . a. low pass filter 0-170 hzs ( to remove high frequency random / white noise b. High pass filter 1 hz to 400 hz (to remove low frequency dur DC signal coupling ) c. Very steep(narrow band) notch filter at 50 hz / 60 hz to remove power line interf...

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    I'm in need of a skilled developer who can create algorithms and data structures to solve a specific problem related to numerical data analysis. Key Responsibilities: - Develop algorithms to process and analyze numerical data efficiently. - Implement new functionality to enhance data processing capabilities. - Solve the specific problem we're facing with the data through the algorithms you create. Ideal Candidate: - Proficiency in algorithms and data structures. - Prior experience in creating solutions for numerical data analysis. - Strong analytical and problem-solving skills. - Familiarity with relevant programming languages and data processing tools.

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    ...have a requirement for a Micro Project which shouldn't take more than 10-15 MINUTES to solve I'm encountering severe issues with the build process of my Liferay project. I require a freelancer who can effectively optimize the build process and resolve the issues encountered during the build. The overarching goal is to significantly reduce the time taken for the build and ensure the project can be built without any failures. Specifically I am just facing issues configuring the build path and hence getting a Gradle Error Marker for which I have attached a screenshot below. In my opinion the problem just lies in creating the Environment Variables or properly using the correct JDK version required for the task to be completed Note: I am using a Ma...

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    Java Code edit or re do 6 days left
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    I have an existing Java code that I need to be revised to enhance functionalities. Key Points: - The main objective of revising this code is to enhance the current functionalities and potentially add new ones. - Current performance issues include slow response times, high memory usage, and occasional crashes. Ideal Skills and Experience: - Proficient in Java programming - Experience in code refactoring and enhancement - Strong understanding of input validation, database integration, and error handling - Prior experience in dealing with performance issues in Java applications Your job will be to review the existing code, identify the areas that need improvement, and implement the necessary changes to enhance the overall functionality.

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    I'm in need of a talented graphic designer to create labels for 10 modern-style spice products. The labels will predominantly feature the nutritional information of the spices and should be designed to fit pouch packaging. Key Requirements: - Design Style: Modern - The labels should be reflective of contemporary design trends, with a clean and professional look. - Content: Nutritional Information - It is crucial that the labels include nutritional information of the spices. - Packaging: Pouches - The labels should be designed to fit pouch packaging, so understanding the dimension and layout constraints of pouches will be essential. Ideal Skills: - Graphic Design: A proven track record in graphic design, with a portfolio that showcase...

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    I'm seeking a video editor with programming-related video editing experience. This project involves editing corporate videos. Requirements: - Proficient in JavaScript and React. - Able to edit corporate videos. - Comfortable using programming skills to enhance the video editing process. A candidate with experience in creating video content for corporate clients and knowledge of video editing software will be prioritized. The ideal freelancer should be able to marry their programming skills with video editing expertise to bring out the best in our corporate videos.

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    I am seeking a talented video editor to edit programming tutorials on Javascript targeting beginner-intermediate levels. The project involves: - Editing raw footage to produce concise and engaging 10-25 minute tutorial videos - Revamping the content where required to make it easily understandable for beginners - Implementing graphical elements to clarify and highlight key points Ideal candidates should possess: - Experience in video editing, preferably with similar projects - Familiarity with Javascript to ensure accurate representation and explanation of concepts - The ability to creatively present complex information in a simplified and engaging manner.

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    ...freelancer with a strong skillset in both Python programming and data science, specifically with a focus on finance who can help complete a project within the next 7 days. Here are the key skills and qualifications I think might be required to successfully complete this project, although I am not experienced in Python so you might find this easier and possible to do well without using as much. > Python Proficiency, as it is the primary tool for this project. > Familiarity with essential Python libraries such as pandas, NumPy, (Matplotlib, Seaborn?), Scikit-learn > Data Science and Analysis: - Data Manipulation: Ability to clean, preprocess, and manipulate large datasets. Skills in visualizing and understanding data trends and patterns. - Statistica...

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    I'm seeking an expert audio engineer who can produce a high-quality WAV sound format file that records music in gigabyte quality. The resulted file needs to be compatible to play on various platforms including but not limited to YouTube, Spotify etc. Specifics: - The file should offer unlimited recording capability, with no restrictions in terms of length. - Must possess proven experience in music editing and file formation. Skills in working specifically with WAV formats is a plus. - Familiarity with audio quality requirements for various platforms (YouTube, Spotify, etc.) is crucial. The importance of quality, compatibility, and versatility in this project cannot be overstated. Applicants should bid with relevant portfolio s...

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    ...the datasets I possess. The main objective of the system is to predict the next location that a user may visit. The datasets available for this project contain timestamps. Key Responsibilities: - Develop Python code for a location recommendation system - Utilize the provided datasets to predict user's next location - Ensure the system is efficient and accurate in its recommendations Ideal Skills and Experience: - Strong proficiency in Python programming - Experience in developing recommendation systems - Understanding of working with timestamp data - Ability to analyze and leverage data for prediction - Familiarity with location-based services or recommendation algorithms would be a plus The successful completion of this project s...

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    ...personal project. Using NodeJs and NextJs with MYSQL DB, your skills will include: - Expertise in utilizing NodeJs and NextJs - Develop a user-friendly platform - The ability to brainstorm and bring creative digital solutions - Strong problem-solving skills - Understand project requirements and deliver high-quality work - Should be proficient in using Github with AWS and coordinate with infra team member for coordinated push - Understands and knows the importance of proactive communication Expectations: - Your primary responsibility will be to design and develop the application, and to coordinate with the rest of the team working on different layers of the project. - Daily commitment for a minimum of 4 hours from Monday to Saturda...

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    I'm in need of a skilled Python developer to assist in creating a client-server application. This application will be responsible for handling data transfer and supporting information about bus and train routes. Key Requirements: - Expertise in Python and Socket Programming - Experience in creating client-server applications - Ability to work with and manipulate data Your responsibilities will mainly revolve around setting up a robust client-server architecture to support bus and train route data. I already possess the data, so the primary task will be focused on the actual programming and integration of the application. Experience in working with transport data or similar datasets would be advantageous. I'm looki...

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    I'm in need of a proficient Java developer to help me with a desktop application. I'm in a position to provide the entire code base, which will serve as a significant guide for the project. The ideal candidate for this job should have: - Solid experience in Java programming, preferably with desktop applications - Excellent problem-solving skills - Ability to work with an existing code base Having these skills will enhance your ability to deliver this project successfully. Your understanding of Java as it pertains to desktop application development is key to making this project a success.

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    I'm looking fo...proficient C programmer to undertake testing of a specific software module on a desktop application. The module under focus is centered around input validation, file handling, and memory management. As a freelancer for this project, you should be skilled in: - C programming, with a focus on testing - Evaluating input validation, file handling, and memory management techniques - Conducting various forms of software testing—functional, performance, and security are all needed. Experience with desktop software testing will be a significant added advantage. Accurate and comprehensive reporting is an absolute must. I look forward to entering a productive, successful partnership with you. Let's enhance the functionality, performanc...

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    ...automate the process of creating and managing multiple Android emulator instances on Windows. The automation should also include installing an app on these emulators and executing specific actions within the app without any manual intervention. Key requirements: - A program in Python that can create and handle multiple Android emulator instances - Installation of an app on these emulators - Full automation, including the execution of specific actions in the installed app without manual intervention - Compatibility with Windows operating system Please note that the app to be installed will be provided via file upload from the computer. Ideal skills for this project: - Proficiency in Python programming - Experience in working w...

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    ...information in an organized and efficient way. - EMI & CIBIL Management: The software must include functions that manage Equated Monthly Installments and Credit Information Bureau (India) scores. - SMS integration: An alert and communication feature via SMS is required for regular updates to clients and management. Ideal Skills and Experience: - Proficient in Java programming language which is our preferred language for this project. - Experience in web-based software development. - Past work that demonstrates your ability to create complex online software, preferably related to finance or microfinance. - Knowledge of microfinance practices and sector would be beneficial. Include in your proposal your past work that is possibly relevant...

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    I am looking for a skilled programmer proficient in artificial intelligence to build a chatbot as an website . - Specifics: The Chatbot's primary function must be to assist visitors in booking appointments. Its AI capabilities should include understanding and interpreting user input to provide a seamless scheduling experience. - Desired Expertise: Experience with AI programming, chatbot development and website integration is highly expected. Knowledge of conversational website chatbot for appointment booking systems will give you a significant advantage for this job. Successful completion of this project may lead to more future collaboration for enhancing the chatbot's functionalities.

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    I am in need of a seasoned SEO professional who specializes in off-page optimization, particularly link building. The specific focus of this project is to build links on educational or government websites to drive targeted traffic to my site. Key Objectives: - Emphasizing on educational and government sites: As an SEO expert, you should have a proven track record of success with link building on these types of sites. - Quality over quantity: I value high-quality backlinks over sheer volume. Your work should be focused on getting me links from reputable and authoritative sources. - Drive targeted traffic: The primary goal of this activity is to increase the amount of targeted visitors to my site. You should understand the import...

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    I am seeking a freelancer to contribute to a project I am designing for medical image classification, leveraging a Convolutional Neural Network (CNN) for optimum results. Key responsibilities will include: - Devel...Deploying deep learning models for image classification tasks - Ensuring robust medical image classification with accurate results As this project requires specialized skills, the ideal freelancer will have the following experience: - Proficient knowledge in leading AI and machine learning programming languages, especially Python - Experience with CNNs and a solid understanding of deep learning methodologies - Demonstrable expertise in the classification of medical images If you have extensive experience in these areas and a prove...

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    I'm in need of a proficient Archicad user who can accurately build a 3D model of existing building;s exterior based on provided plans, sections, photos and inventory. Key points to note: - Speed is of essence, as there is a defined deadline for this task. - The 3D model needs to be as per the provided plans in terms of dimensions. I am looking for high degree of accuracy. - Detailing of the model is as per the existing structure. Equal importance should be given to all elements - no specific emphasis required. The ideal candidate for this job would have: - A strong background in Archicad - Proven experience with architectural 3D modeling - Exceptional attention to detail - Ability to work under tight deadlines

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    Python Expert Needed 6 days left
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    I need an experienced Python developer to assist with a project. The specific tasks will be discussed directly with the successful bidder. I am looking for someone who is well-versed in Python and has a strong foundation in programming. Expectations: - Ability to work independently and problem-solve - Can communicate effectively and provide updates - Previous experience with Python is a must - Familiarity with data analysis, web scraping, or automation is a plus.

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    ...robust background in software development with more than 7 years of experience, a strong command over various programming languages, and excellent communication skills. Responsibilities: Develop, test, and deploy smart contracts and blockchain-based applications. Design and implement scalable and maintainable microservices architecture. Collaborate with cross-functional teams to deliver high-quality software solutions. Optimize backend processes using Golang for enhanced system performance. Ensure the integration of frontend and backend systems for seamless user experiences. Containerize and orchestrate microservices using Docker and Kubernetes. Skills: Blockchain Proficiency: Expertise in blockchain technologies such as Cosmos-SDK and Tendermint with...

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    I'm in need of a Python application that can connect around 200 Android and iPhone devices to a PC via USB cables, allowing me to perform various automated tasks and workflows on them. Key Requirements: - **Bulk Control**: The app should be able to interact with all connected phones simultaneously. I should be able to create and assign tasks to each phone individually, or define tasks that apply to all devices. - **Task Automation**: I need the app to automate several types of tasks, which include: - Web browsing or searches: The app should be able to instruct the phones to browse certain websites or perform specific searches. - App testing or usage: The app should be capable of launching and interacting with various applications on the phones. - Con...

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    ...for my financial recovery business. Understanding of finance and debt recovery processes is definitely a plus. Key Features: - **Customer Management**: This is a critical feature for the software. You should be able to create a system that allows client profile building. Client Profile Building: - **Financial Status**: Ability to input and monitor financial status of every client. - **Contact Details**: Capacity to register each client's contact information. - **Recovery History**: Capability of logging each client's financial recovery history to keep track of progress. Proficiency in backend programming and database management is required. Knowledge of frontend web design would be beneficial for UI development. A good und...

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    I'm in need of a skilled graphic designer who can create a modern, sophisticated logo that will be used across different platforms. The primary use of the logo will be for my website, print materials, and social media. Key Requirements: - Modern Design: The logo should have a modern look and feel, aligning with contemporary design trends. - Multicolored: I would like the logo to incorporate shades of blue, green, and red. It should be aesthetically pleasing and work well in various color backgrounds. Ideal Skills: - Graphic Design: Prior experience in creating logos. - Color Theory: Ability to work with a multicolor palette. - Branding: Understanding of the importance of a logo in brand identity. - Web Design: Kno...

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    ...experience, preferably one who has dealt with table detection from PDF and images before. The primary skills desired include: - Python programming - Knowledge of OpenCV - Familiarity with table and structure detection Your main task will be to develop a program that can accurately identify table structures within input files. The files will be PDFs or images, or both. You're expected to program a feature that detects these components: - Cell boundaries - Text within the cells - Overall table structure For the sake of this project, merged cells should be discerned as a single entity during the detection process. Your solution should demonstrate precision in merged cell detection. I look forward to bids from those passionate about computer vision tasks...

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    I need a versatile programmer who can work with Python, C or any other programming language to develop a system for identifying Distributed Denial of Service (DDoS) attacks with the help of machine learning algorithms. Skills and Experience: - Extensive experience in Python, C, or similar programming languages - Knowledge of Machine Learning algorithms - Experience in network security would be beneficial - Proven track record in detecting cyber threats in a small network environment. Your success will be judged by your ability to create a reliable, data-driven system capable of efficiently detecting DDoS attacks in a small-scale network.

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    ...programmer who is hard working, honest, and enjoys learning. Are you the kind of person where your yes means yes and your no means no? Do you have several years of programming experience with all things ReactJS? Place, "ReactJS developer" on the top of your bid. This full-time position requires attention to detail - someone that understands spoken and written English, fluently. We have enough work for over a year. On the top, after "ReactJS developer", please tell me what was your most difficult ReactJS project you completed and why. Also, how many years of ReactJS experience do you have? Read this job description carefully, as it serves as an indicator to me if you pay attention to detail. The project consists of connecti...

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    ...new Python script for data analysis purposes. The primary goal of the script will be to analyze a dataset that I already possess. The script should be able to handle large amounts of data efficiently, allowing for insightful analysis and visualization. The key requirements include: - Writing new code from scratch - Prior experience in data analysis using Python - Proficiency in Python libraries such as Pandas, NumPy, and Matplotlib If you have a solid background in data analysis and Python, and are able to create efficient, clean, and well-documented code, I'd like to hear from you. Here are details- I have to create a simulation that will find the optimal solution to go around a circuit using the least amount of power in a ...

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    I'm in need of an experienced developer to create a new cryptocurrency that is based on the Bitcoin blockchain platform. Key Features: * Fast Transaction Processing: The cryptocurrency should be designed to complete transactions swiftly and efficiently. * High Security: It is of paramount importance that the cryptocurrency has advanced security features to protect it against cyber-attacks and fraud. * Scalability: The cryptocurrency must be capable of scaling to accommodate a high volume of transactions as the user base grows. Ideal Skills: * Experience with the Bitcoin blockchain platform * Proven experience in developing cryptocurrency * In-depth understanding of security protocols * Knowledge of frameworks fo...

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    I'm looking for a skilled Solana Blockchain Developer to assist me with developing a d...smart contract. The project involves creating an NFT marketplace and integrating DeFi protocols. The scope of the project also includes integrating the Fork pump.fun. Your key deliverables will be: - Developing smart contracts for the NFT marketplace and DeFi protocols. - Creating the dApp, including UI/UX design and programming. - Integrating Fork as part of the Solana network. You will need to have a solid understanding of Rust and JavaScript/TypeScript, as well as experience in Solana network integration and dApp development. Previous work with NFT marketplaces and DeFi protocols is highly desirable. Please include examples of similar projects you&...

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    C# DLL Unpacking for Web App 6 days left
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    ...DLL that needs to be unpacked. It was originally packed using DNGuard. The unpacked DLL will be used in a web application, so the unpacked content should be compatible with web environments. Key Requirements: - Unpacking the C# DLL efficiently - Ensuring that the unpacked content is compatible with web applications - Providing guidance on integrating the unpacked content into a web project Ideal Skills: - Proficiency in C# programming - Experience with reverse engineering and unpacking C# DLLs - Knowledge of DNGuard or similar obfuscation tools - Understanding of web application development to ensure the unpacked DLL is compatible Please note, I do have access to the original source code of the DLL. Your work should strictly focus on unpackin...

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    I'm in need of an experienced SEO professional to help improve my website's search engine ranking by optimizing its meta tags and descriptions. Key Requirements: - Focus on Meta Tags and Descriptions: Your primary responsibility will be to work on the meta tags and descriptions of the website. This includes identifying and implementing relevant keywords, crafting compelling descriptions, and ensuring all meta tags are optimized for search engines. - Proven Track Record: I'm looking for someone with a solid track record of improving search engine ranking through effective meta tag and description optimization. Please provide examples of previous projects and the results achieved. - Understanding of SEO Goals: While enhancing user eng...

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    ...proficiency in middleware development or previous experience integrating disparate systems, preferably in a lab setting. Here are the specific tasks: - Develop an API or similar interface for System A to communicate with our lab management software. - Ensure that the retrieved test results are accurately pulled from System A. - Format the retrieved data into JSON before it's saved into our management software. A strong understanding of JSON is necessary, as this is the format that the retrieved test results must be saved in. Knowledge of laboratory automation systems, in particular, will be highly advantageous. This task requires attention to detail and an understanding of the sensitivities involved in handling lab data. ...

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