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    2,000 data analysis python freelance kazi zimepatikana, bei imeletwa USD

    (Business Development Executive) (with good track record) + Must have strong Sales Managerial Experience in any B2B SaaS company OR been as a Sales Partner. + Experience in dealing with B2B + USA Market + Must be interested in taking on new challenges. + Should have hands-on experience. + Only Freelancers are Allowed (No Agencies or No Companies) Fixed Price Project: $3000 / Project

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    As part of my endeavor to secure my systems, I am seeking an ethical hacker to primarily focus on data security. By extensively exploring the potential weaknesses and vulnerabilities, your primary goal will be to prevent unauthorized access. Here's what I require: * In-depth evaluation and analysis of our data security framework * Identification of any potential vulnerabilities and security loopholes * Devise strategies to fortify the data security dimensions against malicious hackers The ideal candidate should possess: * Extensive experience in ethical hacking and data security * Strong analytical skills and a keen eye for spotting weaknesses and vulnerabilities in data security * Ability to devise actionable strategies to address the ...

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    I am seeking a proficient DevOps eng...out CI/CD pipeline with supporting infrastructure as Code (Kubernetes, Docker) - Manage code releases and updates with popular orchestration tools like : Jenkins , Ansible Ideal Skills: - Proficiency with AWS and Azure cloud platforms - Strong experience with CI/CD - Adeptness with Python, PowerShell programming or any other popular scripting language This job demands the candidate to have a sound understanding of cloud computing and CI/CD implementation, coupled with the ability to comfortably work with Python or other popular scripting languages like PowerShell. The selected consultant will have to train and mentor from A to Z how all steps are implemented The project plan is provided and reviewed by hired Freelancer to avoid any ...

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    I'm seeking professional help to rectify a problem with one of my programmes which is presently operational on a Windows 8.1 environment but doesn't launch on Windows 11. I'm not certain about the original coding language as I skipped that question, making it necessary for the freelancer to have adept skills in multiple languages, mainly in C++, Java, and Python. I'm also unsure about specific software or hardware dependencies that might be influencing the situation. However, the freelancer must have the expertise to identify and handle this potentiality. As for specific program functions, the user left a gap as well, so an experienced developer in generic software protocols and universal functions would be highly appreciated. However, the freelancer needs to...

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    ...a seasoned Python developer who can assist in two main areas: - Creation of PowerPoint presentation using a CSV data file - Automate the process via a public URL to upload the CSM file Creation of Powerpoint Presentation The CSV file will feature data-points in columns. A powerpoint presentation template will be provided for reference. The graphs and tables should be present as per the data-points present in CSV file. Automating the Process This is the secondary part of the job. Once we have are successfully able to convert a CSV data in PPT format, we should create a public secured link to upload the file. It should be auto-converted and file should be ready for download. The ideal candidate should be a proficient Python Developer with a ...

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    I'm in need of a skilled Python developer to create a custom Telegram bot for me. This bot will primarily focus on automated messaging. Key requirements: - (((meeting will be in person in Kuwait))) - The bot should be programmed in Python / any - It should be able to send automated messages - integrate payment gateway - Messages include, but aren't limited to, welcome messages for new users, notifications for updates, and reminders for appointments Please consider the following skills and experiences for this project: - Strong proficiency in Python, with a good understanding of its libraries and frameworks - Experience in developing Telegram bots specifically - A solid grasp of automation and scripting - Prior work with automated messaging systems - Ab...

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    Compelling Pitch Deck for Funding 6 siku left
    DHIBITISHWA

    I'm seeking a skilled and experienced individual to craft a concise and compelling pitch deck. The purpose of this pitch deck is to secure funding for my project. Key Sections: - Market Analysis: You'll need to conduct comprehensive market research and present it in a succinct, engaging way. - Business Model: I need a clear, concise explanation of how my business functions, generates revenue, and its scalability. - Financial Projections: It's crucial that the pitch deck includes realistic financial projections and data to back them up. - Technical Concept: The technical aspect of the project will need to be explained in a way that non-technical investors can understand. - Unique Selling Proposition (USP): You should highlight the unique value that my proj...

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    I'm seeking an experienced freelance translator who can handle translation from English to Indonesia.

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    Instant Reports from Tax Website 6 siku left
    DHIBITISHWA

    ...me extract financial data and regulatory filings from a tax website. This involves scrapping website using the provided credentials by the client, i am looking for getting the python code as i can run the code myself in the future or integrate it to another system. Key Requirements: - I need approximately 300 data points extracted. - The output for these data points should be organized into a PDF or Word. This project is about creating an automated system to generate instant reports about a company. Only difficulty is the website has drops downs to select the period involved and in those 300 data points actually many come from the same source. Ideal Skills and Experience: - Experience in web scraping (Python) - Proficient in creating PDF doc...

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    .The scope of this project includes: 1. Data Transmission: You should be able to help in enhancing our network to ensure that it delivers data more optimally, focusing particularly on text-based data, as this is what our UDP/IP network primarily handles. 2. Error Detection and Correction: The hiree will also have to devise new methods for detecting and correction errors within our system. We've been facing some challenges in this area that need resolution. 3. Scalable Solutions: Our network system currently connects between 10 and 50 devices. While working on this project, it is important to keep scalability in mind to accommodate potential future growth.

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    We are looking for a developer experienced in working with the Solana network and trading bots, with a mandatory requirement of being knowledgeable about the P...one view, allowing the user to check the total bonding curve of SOLs versus SOLs owned in the project. Implement a comment bot to automatically write comments on each project. Qualifications: Proven experience in developing trading bots. Strong understanding and experience with the Solana network. Familiarity with the Pumpfun platform is mandatory. Proficiency in programming languages such as Python, C++, or Java. Experience with trading APIs and platforms (e.g., REST, WebSocket, FIX protocol). Strong problem-solving skills and attention to detail. Ability to work independently and as part of a team. Excellent communicati...

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    I'm in need of a skilled programmer who is adept in Python, Java, and C++. Your tasks will span database management, working with algorithms and data structures, and user interface design. Here's a further breakdown of the ideal skills and experience I'm looking for: - Programming skills: Proficient in Python, Java, and C++. Familiarity with various coding patterns and best practices. - Database management: Experience in handling large datasets, querying databases in an optimized manner, and ensuring the integrity and safety of the data. - Algorithms and Data Structures: Demonstrated understanding of algorithms and data structures. The ability to use this knowledge to solve problems efficiently is a must. - User Interface Des...

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    I'm in need of a professional SEO expert who can help me optimize my video game site for search engines, focusing specifically on Google. My site is dedicated to selling virtual goods for Final Fantasy XI, and I'm looking to enhance visibility and draw in more potential customers. Key Responsibilities: - Conduct a thorough analysis of my website's current SEO situation, pinpointing areas for improvement. - Implement effective SEO strategies to boost my site's ranking on Google. - Optimize keywords and meta tags. - Rectify existing SEO errors, broken links, and other issues that might be hindering my site's visibility. The ideal candidate will have: - Proven experience in SEO, particularly with e-commerce sites. - Expertise in Google SEO strategies. - Stron...

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    Looking for a Python & Active Directory Expert to create a script and test data to capture all meta data linked to and which describes the confined parameters of an AD account, group policy etc. and export to a MS Excel File. More information attached.

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    I'm in search of a professional to create monthly sales reports in Excel. We need to create several tables starting from the attached files starting from input file 1 1- In input file 1 you need to filter the data in column B and take into consideration only "Order payment" and "Refund". 2- Filter the rows of input file 2 (attached), column D "Product Details" so that the different product details appear only once and report them in the VAT output file so as to have only 2 Product Name columns (in which the "product details of input file column 2" are listed. (example VAT file attached) 3- The app must check that all the lines present in column D "Product details" of the input file 1 are present in column A of the VAT output f...

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    In the pursuit of the perfect label for my cosmetics product, I'm in need of an exceptional freelance designer with a flair for typographic artistry. Ideal Candidate: - Expert in creating visually appealing and luxurious typography. - Background in graphic design, specialising in product labels. - Strong understanding of aesthetic details on cosmetic labels. - Ability to understand and implement specific design elements provided. Project Specifics: - I have particular design elements that I want to be incorporated, specifically luxurious typography. - Open to your creative suggestions on how to best enhance these elements. - Final design should not only be attractive but also align with the high-end positioning of our cosmetic product. The success of this project largely r...

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    Dharura
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    Digital Marketing 6 siku left
    DHIBITISHWA

    ...Creation and Management: Design, write, and test compelling ad copy and creatives tailored to various audience segments. Set up and manage multiple ad campaigns across Google Ads (Search, Display, YouTube) and Facebook Ads (Feed, Stories, Audience Network). Utilize advanced targeting techniques, including demographic, behavioral, and geographic targeting. Optimization and Analysis: Monitor and analyze campaign performance data to identify trends and insights. Perform A/B testing to continually refine ad copy, creatives, and targeting strategies. Optimize campaigns to maximize ROI, reduce cost per lead (CPL), and achieve the highest possible lead quality. Budget Management: Manage and allocate advertising budgets effectively across various campaigns. Ensure spending alig...

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    ... and Twitter. -Write weekly blog posts and newsletters. -Manage and create content for our YouTube channel, including weekly AMA (Ask Me Anything) sessions. Event Coordination: -Assist in organizing and promoting monthly influencer events -Engagement and Community Building: -Engage with followers and respond to comments and messages. -Organize and manage giveaways for followers Research and Analysis: -Conduct research on digital beauty trends and skincare ingredients. -Monitor and report on social media analytics to measure the impact and adjust strategies accordingly. -Shopify Management: -Update and manage product listings on Shopify. -Assist with order processing and customer inquiries. Requirements: -Proven experience as a Virtual Assistant or relevant role. -Proficiency i...

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    I'm in need of a freelance writer to craft an engaging, informative article on boardrooms. The key aim is to provide general information for the public. Key Requirements: - The article should cover a detailed explanation of the full function of a boardroom. - It must be educational yet engaging, appealing to a wide audience. - The focus should be on clarity and simplicity, making complex concepts easily understandable. - I will need a turnaround time of 4 days. - Needs to be between 1,500 and 1,800 words - Must use 3 to 5 references in the article that will be provided upon awarding of the project. Ideal Skills and Experience: - Proven experience in creating engaging, informative articles. - Good understanding of business terminologies, specifically boardroom functions. - Ab...

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    I'm in need of a generative artificial intelligence that can analyze given text inputs and provide suggestions based on the analysis. The main purpose of this AI would be for data analysis. Key Requirements: - The AI should be primarily text-based. - It should be able to process and analyze the supplied text. - The output should be suggestions derived from the analysis. Ideal Skills and Experience: - Previous experience in developing generative AI systems. - Proficiency in natural language processing and data analysis. - Strong understanding of machine learning algorithms.

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    I'm in need of a proficient Python developer who can help compile a Python code, that I have acquired from GitHub, into an executable format for Windows. As the client, I expect: - Understanding the existing Python code and its dependencies - Transforming the Python code into a Windows executable file Successful freelancers should provide a detailed project proposal illustrating how they plan to compile the code to exe on a Windows operating system. Though no specific Python libraries or frameworks were mentioned, a background in Python coding and debugging is paramount. The ideal freelancer should have a deep understanding of Python code, dependencies, and experience dealing with code from GitHub. Experience in generating Windows e...

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    I need a Java or python3 programmer to create a sensor-data generator for the website www.voeazul.com.br. The objective is to send a POST request to the site with valid sensor-data in order to obtain a particular cookie (_abck) for data analysis purposes. The sensor data to be simulated includes mouse movements, keyboard interactions, and browser interactions. Key Requirements: - Create a sensor-data generator in Java or python3 - The generator should simulate mouse movements, keyboard interactions, and browser interactions - The sensor-data should be valid enough to trigger the generation of the _abck cookie upon sending a POST request to Ideal Skills and Experience: - Proficiency in Java/python3 programming - Experience in web scrapin...

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    I am in search of an expert who can help me comprehend pension contributions under salary sacrifice for my existing business. This project requires the following: - An understanding of the implications of pension contributions under salary sacrifice. - A basic, yet informative overview of the concept. - General advice on whether this approach is worth it for my business. The ideal freelancer for this job should have: - Prior experience in pension consultancy, particularly relating to the UK. - Strong analytical skills to explain the concept in a simplified manner. - Good communication skills to provide me with general advice and recommendations. I would prefer to receive the information through a one-on-one consultation. So, I am looking for a freelancer who can engage in effective dial...

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    ...am looking for a skilled programmer to develop an interactive chemistry experiment for me. You may code using JavaScript, HTML5 or using Python, so experience or proficiency in this language is crucial. Key Requirements: - Users should be able to drag and drop objects using mouse or in case of mobile- fingers. - It should offer a moderate level of interactivity. This includes features such as adjusting quantities and temperatures. If a user pours something in a beaker, it should show the beaker full. If emptied, beaker is empty. - Vector images of lab equipments like Test tube, beaker, burner etc can be found online. Ideal Skills: - Proficiency in Python or JavaScript. You may use CreateJS libraries. If you are a programmer with a passion for chemistry, this is a great...

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    I'm seeking a skilled developer to creat...limit. - Predefined Output Path: Users should have the option to assign a default output path for the signed files. - PDF Signature Display: For PDF documents, the utility should display the signature as an optional feature. The goal is to have this utility developed within a month. Ideal skills for this project include: - Proficiency in programming languages suitable for file processing (e.g. Python, Java) - Experience in developing software utilities or tools - Familiarity with e-signing mechanisms and standards - Prior experience in working with PDF, XML, JSON, and Text files - Ability to create a user-friendly interface for the utility. If you have the required skills and can deliver within the specified time frame, please s...

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    Illustrations for the following blog articles: 1. Announcing the General Availability of PostSharp 2024.1 2. Metalama 2024.1: Performance Improvements Analysis 3. Metalama 2024.1 Now Generally Available: Unified Visual Studio Extension, Overriding Constructors, and More 4. Polly

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    I am seeking an experienced Python web application developer to construct a user-friendly platform for cryptocurrency airdrop and telegram integration. The final product should be similar to notcoin. Key requirements: - User registration and verification. - Airdrop distribution capabilities. - Integration with Telegram. Professional skills and experience: -Familiarity with Python. -Past work demonstrating ability to create robust web applications. -Understanding of cryptocurrency airdrop processes. Applicants should include their relevant experience in their applications. Working examples of similar projects will be highly appreciated.

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    I require an analyst with expertise in the area of sports/esports betting, specifically in the sector of odds analysis. The individual should possess deep knowledge of statistical analysis, probability, and betting systems to provide valuable insights on betting odds. The particular sports/esports of interest are Football, Basketball, Cricket and Counter-Strike: Global Offensive. The detailed responsibilities are: - To provide one/two sure shot (can be multi) odd everyday with 1.5 odd minimum - Analyze real-time and historical stats for Football, Basketball, and CS:GO to find out possible outcome - Draw insightful inferences - Suggest betting strategies based on the analyzed odds - Provide regular reports and updates on the competitive odds in the market The ideal candida...

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    I need a tool that extracts specific content (text and images) fro...need a tool that extracts specific content (text and images) from PDF files and adds this data into a CSV file under designated headers. Key Requirements: - The tool should be designed specifically for Windows OS. PDF Data Extraction: - Need the tool to extract both text and images from the PDFs. CSV Insertion: - The extracted data should be sorted correctly under their respective column headers in a CSV file. Consistent PDF Structure: - It is important that the tool can handle data extraction from PDFs with a consistent structure. Ideal Skills and Experience: - Proficiency in developing Windows-based tools. - Experience with PDF data extraction. - Familiarity with CSV file manipu...

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    I am seeking an AI developer with significant expertise in reinforcement learning. Key Responsibilities: * Apply reinforcement learning techniques to solve complex problems. Required Skills and Experience: * Proficiency in Python. * Expert-level knowledge and hands-on experience in reinforcement learning. Only apply if you possess an excellent understanding of reinforcement learning algorithms, and Python programming. This project is demanding and requires a high level of competency, therefore, only experts in the field are sought. Your expertise will be crucial in optimizing our current models and laying down the roads for future developments.

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    ...UAE. Key Research Areas: - Market Trends: Understanding the current state and forecasting trends in the heavy machinery industry in UAE. - Competitor Analysis: Identifying and analyzing major players in the market and their strategies. - Insurance for Heavy Machinery: Exploring the insurance landscape for heavy machinery in the region. - Legal Implications: Investigating the legal aspects and implications related to heavy machinery operations in the aforementioned countries. You should be adept at: - Conducting comprehensive desk research, utilizing industry reports, government websites, and trade publications. - Analyzing and synthesizing data to provide meaningful insights. - Understanding of the heavy machinery industry and its related fields such as insurance and leg...

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    ... Key Research Areas: - Market Trends: Understanding the current state and forecasting trends in the heavy machinery industry in LATAM. - Competitor Analysis: Identifying and analyzing major players in the market and their strategies. - Insurance for Heavy Machinery: Exploring the insurance landscape for heavy machinery in the region. - Legal Implications: Investigating the legal aspects and implications related to heavy machinery operations in the aforementioned countries. You should be adept at: - Conducting comprehensive desk research, utilizing industry reports, government websites, and trade publications. - Analyzing and synthesizing data to provide meaningful insights. - Understanding of the heavy machinery industry and its related fields such as insurance and legal ...

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    I'm seeking a researcher to explore the relationship between individual differences and pro-environmental behavior among college students. Key Responsibilities: - Designing surveys and questionnaires for data collection - Conducting thorough analysis to examine the relationship between individual differences and pro-environmental behavior - Preparing a detailed report highlighting the findings Ideal Skills: - Strong background in psychology, sociology, or related field - Proficiency in designing and analyzing surveys and questionnaires - Experience with academic research and data analysis - Understanding of pro-environmental behavior and related concepts - Excellent communication skills for reporting and presentation Experience with research on college ...

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    Looking for help in modifying an existing python script and related sql database table The current script - (1) scrapes company financial data from website and populates database (2) scrapes news related to keywords from google news (3)sentiment classification of news items (4)pushes data to sql database The company names and keywords are currently hardcoded in the script Requirement- (1) Company names/urls/keywords (will be provided) to be put in master table in the database (2) The script to loop through and scrape the relevant data and put in database

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    I'm in need of a desktop application that automates sperm analysis, leveraging the power of AI. This software will be used to create spermograms. Key Requirements: - Automation of Sperm Analysis: The software should be able to fully automate sperm analysis. This includes motility, morphology, and concentration analysis. - Utilization of AI: The software should harness the capabilities of Artificial Intelligence to improve the accuracy of the analysis. - Creation of Spermograms: The main purpose of the software is to create spermograms. This requires the software to be able to present the analysis in an organized and understandable way. Ideal Freelancer: - Proficient in AI and machine learning, particularly in the healthcare or biological f...

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    We are seeking skilled freelance floral designers to join our team and assist with wedding productions. As a floral designer, your main responsibility will be to create stunning floral arrangements that enhance the overall wedding decor. You should have a strong understanding of different flower types, colors, and arrangements, as well as a keen eye for design. Attention to detail, the ability to work under tight deadlines as well as to follow instructions and work well with others on a team are essential. If you are a creative individual with a passion for floral design and have experience in the wedding industry, we would love to hear from you. Skills required: - Proficiency in floral design techniques - Knowledge of different flower types and their care - Ability to create custo...

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    As a specialized professional, I'm in need of a writer who can produce an informative technical analysis. This is a radio project, so the text will need to be engaging yet in-depth. Skills and experience ideal for this job include: - Proven track record in creating technical content for professionals - Excellent command of English and the ability to write engaging content - Experience in writing for radio or audio formats This project will require a deep understanding of the subject matter to create a high quality text. The writer must be able to explain complex information in a way that is both accessible and engaging for a specialized audience.

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    I am having a gig where...where I need a proficient data analyst to generate a comprehensive report using R Studio. The primary aim of the report is to delve deeply into website analytics data for trend analysis, extrapolation of actionable insights, and crafted recommendations. Key Requirements and Skills: - Proficiency in using R Studio for data analysis - Ability to translate data into clear, understandable findings - Excellent report writing and presentation abilities Project Timeframe: A key factor is that the report must be completed and ready for review within 5 days. Speed without compromising on quality is key to this project. If your skill set aligns to this, I'd be enthralled to consider your bid. Let's create a compelling...

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    I'm looking for a freelancer who's great at web scraping to help with a project involving a specific website initially, with potential for more. I'll give you the specific data fields to extract. It'd be great if you: Are really good at web scraping and or Python. Know your way around MS SQL Server databases, not essential but definately an advantage. Understand how to extract data effectively. Understand the need for security and captcha integration if needed. Can work quickly since this project is a priority and needs to be done ASAP. Ultimately, I want to be able to manage the code with your ongoing help, so this could lead to a long-term partnership. I'll share the full details when needed. You will provide source code, documentation and d...

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    I require a highly skilled computational fluid dynamics expert to perform a meticulous fluid flow simulation, with a key focus on turbulence. The main requirements of this proj...notably turbulence. - Proficiency in using advanced simulation software. - The ability to precisely identify flow patterns. Key outcomes of this project include: - A comprehensive identification and analysis of flow patterns within a turbulent system. Ideally, the freelancer should have: - A background in Computational Fluid Dynamics, particularly turbulence. - Extensive experience with fluid flow simulation. - Detail-oriented analytical skills. Ultimately, this project aims to reveal insights into turbulent fluid flow patterns, providing valuable information for further analysis...

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    I have a report written by three individuals, each with a different style, saved in Microsoft Word. My goal is to transform it into one document that is coherent, maintaining a formal and technical tone, suitable for a corporate executive audience. Key resp...for a corporate executive audience. Key responsibilities: - Analyze the multi-authored content for inconsistencies and style disparities - Consolidate the three styles into one uniformed, technical language - Enhance professional clarity, without losing any significant information Proficiency in Microsoft Word is necessary. Previous experience in technical writing and a keen eye for detailed analysis will be valuable for this project. Strong comprehension of formal business language is also needed to meet the project'...

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    Transform my basic, education-oriented PowerPoint slides into something simple but visually engaging. Your task involves: - Reimagining the slides to have a strong visual im...education-oriented PowerPoint slides into something simple but visually engaging. Your task involves: - Reimagining the slides to have a strong visual impact which can effectively educate an audience - Creatively incorporating cool tones, blues and greens, into the design while keeping it professional - Balancing intricate design details with clear, readable information presentation Ideal freelance applicants should have advanced skills in PowerPoint design and an understanding of color theory. Experience in creating educational content will be highly beneficial. I am looking forward to seeing your creativ...

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    I am looking for an AI trainer proficient in Python or java to assist me with my AI project. Key Requirements: - Proficiency in Python: You should be adept in using Python for AI projects. - Machine Learning and Deep Learning Skills: Ideally you will have a solid foundation in machine learning and deep learning concepts and their practical applications. - Communication Skills: A good trainer should be able to explain complex ideas in simple terms. I will require online and offline assistance, so you should be comfortable with both modes of training. The ideal candidate should be able to provide regular updates and feedback on my progress. I am eager to get started and would appreciate if you could commit some time to this project.

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    We are a women's apparel brand seeking a skilled and creative freelance video editor to edit a series of ecommerce product videos into short, engaging 10-15 second clips for our website. Project Details: Edit original video footage into high-quality 10-15 second product videos. Include shots of models walking on and off the screen as well as close-up details of the garments. Ensure seamless transitions and a cohesive look and feel across all videos. Deliver final videos in a format optimized for web display. Requirements: Proven experience in video editing, particularly for ecommerce or fashion brands. Proficiency in video editing software (e.g., Adobe Premiere Pro, Final Cut Pro). Strong attention to detail and a keen eye for aesthetics. Ability to meet deadlines and work in...

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    ...person who can design a tool to view .ncz data from Netcad in ArcGIS Pro. Main Features: - Display: Vehicle data should be displayed directly and accurately without importing it into ArcGIS Pro. - Editing: While not our primary focus, being able to edit .ncz data in ArcGIS Pro would be a bonus. But it is not very important. System requirements: - The tool must be compatible with Windows 10 and above. - ArcGIS Pro 2.5 and above are required for successful integration and functionality of the tool. Use of: The tool is intended for personal projects and will be used for mapping and analysis of .ncz data in ArcGIS Pro. Essentially, I'm looking for a professional with experience in GIS, with strong knowledge of ArcGIS Pro and possibly ...

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    I am looking for a talented videographer and editor to create engaging football themed entertainment shorts for my YouTube channel. Key Responsibilities: - Filming and editing a variety of shorts focused on football skills and tricks, match highlights and analysis, as well as news and updates on football events. - Creating high-quality, entertaining content that captivates viewers and enhances the visibility of my channel. Ideal Skills: - Excellent video shooting and editing skills, preferably with experience in sports media. - Deep understanding of YouTube platform and trends. - Strong knowledge of football, and ability to bring out the thrill and passion of the sport in the videos. Your expertise will aid in building my channel's reputation and viewership. Make sure you b...

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    I'm looking for someone who can do automated selenium test (using python) for a wordpress plugin. You need to write the test cases and automate it.

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