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    I ur...maps based on coordinates received from an API. Path Generation: Develop logic to create paths using GPX files fetched from an API. Real-time path follow : Enable users to follow paths generated from GPX files in real-time. Navigation Information: Display essential navigation data including distance covered and remaining, speed, and current elevation. Graphical Representation: Create a base graph at the bottom of the screen using GPX data and link it with the displayed path for better visualization. Ideal candidates should have: - Expert level experience in Kotlin - Proven experience in Mapbox integration - Past projects involving the development of real-time navigation modules for Android Refer UI example attached Please provide examples of your previous work in th...

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    I need to hire an expert to develop a poc (proof of concept) for me with flet + python or flutter. A line graph, a bar graph and a canvas must be made with a background image with 5 variables located in different places on the image, showing new data every 10 seconds The deliverable is the sources installed in Visual Code, publishing and running on an Android cell phone and a website It must be developed with async and fastapi methods, depending on the results we can look at 100% development of the app, but a proof of concept needs to be done before starting the large project. thank you so much Demonstrated experience in dashboard development with flet or flutter is valued

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    Hello, I saw your profile and I am interested in requesting your support, I need a poc (proof of concept) with flet + python that makes a line graph, a bar graph and a donut graph on an android and on a website It is very important that from my computer I can install the project on an Android mobile that works with async and fastapi methodology, depending on the results we can look at 100% development of the app, but I do need to do a proof of concept before starting the big project. thank you so much

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    I need a skilled developer to create a graph logic application in either Core PHP, JavaScript, or JQuery. The application will focus on visualizing user engagement data, specifically the bounce rate. Key Requirements: - Develop a graph logic application that utilizes Core PHP, JavaScript, or JQuery. - The system should effectively visualize user engagement data. - The application should specifically focus on visualizing the bounce rate metric. Ideal Skills: - Proficiency in Core PHP, JavaScript, or JQuery. - Experience in developing graph logic applications. - Understanding of user engagement metrics.

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    ...corrupt local customs officials who require bribes to release goods. Any “horror stories” you might have heard or read about corrupt local customs officials in your country requiring bribes to release goods probably were for items such as expensive phones and laptops, not a bunch of simple electronics components. Put simply: I suppose a customs official looking at an iPhone 14 Pro might think, “Wow! This is an expensive phone. Yeah, this guy has money. Let me get a bribe out of him.” Whereas, if he were to look at a few ESP32 development boards which cost less than $5 (Five Dollars) each? Meh. I doubt he’s even going to think about asking for a bribe for such items. I suppose corrupt local customs officials are greedy, not foolish.z ✻ TIME FRA...

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    Excel Line Graph for Report 5 days left
    VERIFIED

    I'm looking for a freelancer to create a line graph in Excel. This graph will be utilized for report analysis, showcasing the trend for a single data set. Key Responsibilities: - Develop a line graph in Excel - Present the data trend effectively - Ensure the graph is tailored for report analysis Ideal Skills and Experience: - Proficiency in Excel, particularly in creating graphs - Prior experience in crafting visuals for reports - Ability to convey data clearly and effectively This project specifically does not entail comparing different data sets, as it solely focuses on illustrating the trend of a single set. The ideal candidate will deliver a polished graph that can be seamlessly integrated into a report.

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    Small C project 5 days left
    VERIFIED

    need help for a small C project. It uses Graph. Very easy and small project

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    I need a simple PowerShell script created for a SharePoint Online site. This script will help me get the DocumentID (DocIDRedir) for each folder in a specified document library and then generate a CSV file with the name of the folder and its respective DocumentID. - When a folder lacks a DocumentID, the script should still output the folder name with a placeholde...The script should also incorporate information about subfolders within each primary folder. Ideal Skills: - Extensive experience in PowerShell scripting is a must. - Proficiency in working with SharePoint Online. - Prior experience with SharePoint DocumentIDs, particularly DocIDRedir. - Familiarity with creating CSV files using PowerShell. In case it is not possible via PowerShell, A Microsoft Graph equivalent can als...

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    ...kaleidoscope photo back into its original image. The image is a digital one, and it is essential that the expert can manipulate it into an exact replication of the original photo. Knowledge and experience in various photo editing software is highly advised, as I do not adhere to a specific one. Detailed tasks include: - Decimating the kaleidoscope patterns without damaging key features - Utilizing graph theories to identify possible original structures - Reconstructing the original image with precision and accuracy. Ideal skills and experiences: - Expert in digital image processing and interpretation - Accomplished user of popular graphic software (Photoshop, GIMP, CorelDRAW etc.) - Proficient in digital art restoration or related fields. Your insight will be pivotal to this ...

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    ...Windows File System or macOS File System * Index local files and folders * Search * Search local database and file system for relevant results * Display search results in user interface * User Interface * Develop user interface for Quivr Agent * Include search bar, search results, and settings Cloud Component: Calendar Service * Calendar Integration * Integrate with Microsoft Graph API for calendar data * Retrieve calendar events and appointments * Event Processing * Process calendar events and appointments * Extract relevant information (e.g., attendees, location, time) * Notification * Send notifications to users for upcoming events and appointments * Use SendGrid for email notifications * User Management * Integrate with Azure Ac...

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    The client portal dashboard is experiencing an issue where the graphs and charts are no longer displaying. Ideal Skills and Experience: - Strong experience in debugging front-end issues - Proficiency in JavaScript and data visualization libraries - Knowledge of client portal systems Key Points: - The issue is limited to the graphs and charts not displaying. Other elements appear to be functioning correctly. - The problem is consistent across all web browsers. - No recent updates or changes have been made to the dashboard that could have triggered this issue. You will be expected to: - Identify the root cause of the problem - Implement a solution that will restore the proper display of graphs and charts without affecting other elements of the dashboard.

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    I'm seeking a skilled data scientist or machine learning engineer to help me with a project on fraud detection. Key Points: - The purpose of the project is to identify fraudulent activity in a social network. - The dataset will be provided in CSV format. Before applying Graph Neural Networks (GNN) for node classification, there are specific feature engineering tasks that need to be completed. Ideal Skills: - Strong background in machine learning, particularly with graph neural networks and node classification. - Experience with feature engineering specific to time-based data (e.g., Von Mises distribution). - Familiarity with fraud detection techniques and best practices in the field. I'm looking to have this project completed as soon as possible. Please only app...

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    I need a seasoned GNN specialist, highly skilled in machine learning and data analysis. The project requires support as domain expertise, rather than specific application to finance, healthcare or marketing. Key Responsibilities: - Act as a domain expert - Guide through broader concepts of GNN ...GNN specialist, highly skilled in machine learning and data analysis. The project requires support as domain expertise, rather than specific application to finance, healthcare or marketing. Key Responsibilities: - Act as a domain expert - Guide through broader concepts of GNN Ideal skills and experience: - Proficient in Machine Learning - Strong Data Analysis abilities - Deep understanding of Graph Neural Networks - Prior experience acting as a domain expert within GNN projects would b...

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    I am seeking a proficient freelancer who can effectively extract data from six graphs (line and area) and reproduce the graph in Excel. Please review the attached Excel file for grahps (3 of them are already processed as an example). Ideal Skills & Experience: - Demonstrated ability in data extraction - Excel competence - A keen eye for detail Freelancers should include examples of their past work for consideration. Your bid should be reflective of your skills and experience. I am looking forward to viewing your proposals. Please make them as detailed as possible.

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    Good day guys, I am looking for someone to make a Nice video explaining the transformation of graphs of the sine, cosine and tangent functions. I will be telling u the exact topic to you in private chat. I will be asking you to make a sample video explaining a topic with nice PowerPoint explanations used in explaining the topic. You surely must be very good in Mathematics and also good in making PowerPoint Presentations as I want all explained using PPT's and writing. My budget is $10 - $15 for this so if you are planning to bid more than this, I would not consider you bid at all and also please type "Transformation of Graphs of Trig Functions" in the bid so I know that you are not a bot and have read the requirements thoroughly.

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    I'm in need of a professional's help to create static line graphs in Microsoft Excel for scientific data presentations. Ideal Skills and Experience: - Proficiency in using Microsoft Excel to create line graphs - Experience with scientific data visualization - Understanding of best practices in graph creation Additional notes: - The data for the graphs will be provided to you - The graphs are expected to be clear, accurate and visually appealing - Familiarity with scientific terminology is a plus, but not strictly required.

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    ...stories should be well-structured and clearly defined to facilitate development. - GRAPH: You'll also be responsible for creating a graph that visually represents the requirements laid out in the user stories. Ideal Skills and Experience: - BUSINESS ANALYSIS: A solid background in business analysis is a must for this role. This includes understanding the methodology of writing user stories. - DATA VISUALIZATION: Experience in creating graphs or data visualizations will be highly beneficial, especially in the context of representing user story requirements. Please note that the main goal of this project is to effectively translate my requirements into user stories and present them visually through a graph. The project should be completed with a high level of...

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    I'm seeking an experienced math tutor to specifically help me with Trigonometry functions. Here's what I'm looking for: ...- Tutoring through online video chat. - Expert knowledge in Trigonometric ratios, Unit circle, and Trigonometric identities (the focus areas). I want to start with trig function transformations. I want to start with basics such as amplitude, period and principal axis. After that I want to to do vertical shift which will be easier once you have those basics are covered. You may start from the graph of y = sin(x), then move on step by step until reaching y = a sin(b(x - c)) + d; where a, b, c and d are real numbers. Also, provide the same progressive explanation for cosine and tangent functions Please type in "Trig Functions" So I know ...

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    I'm seeking a highly talented and experienced graphic designer to create an ornate, traditional-style menu for my restaurant featuring both Indian and Chinese cuisine. Here's what I'm expecting from this project: - Incorporation of rel...design. - A strong understanding of traditional Indian and Chinese design aesthetics. - Knowledge and understanding of Indian and Chinese cuisine would be a significant advantage. - Ability to source high-quality, relevant food images - or engage a food photographer if necessary. - Proficiency in Adobe Illustrator or any similar graphic design tools. Basically, I want this menu to visually "wow" my guests before they even taste our food. If you can deliver a design that's simultaneously simple, robust, and steeped ...

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    ...them on a program. Report the statement and branch coverage for the program when run using the series of test inputs. Requirements 1. Statement Coverage Objective: Determine the percentage of executable statements in the software that are executed by the test cases in the test suite. 2. Branch Coverage Objective: Identify and report the number of acyclic paths through the program’s control flow graph that are covered by the test suite. Input Specifications Your program should take 2 command-line arguments: The path to a Python script The path to a directory containing a set of input (.in) files It should be called using the following command: python <python_program> <input_file_dir> Output Specifications Your program should produce output indicating: ...

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    ...representation of creativity and innovation through the design Ideal Skills: - Understanding of brand identities within the food and beverage sector - Experience in creating text and icon combination logos - Skills to translate a brand's vision into visual elements Your portfolio demonstrating your creativity and innovation in logo designs will be highly appreciated. Drive your ideas forward, wow us with your talent, and let's create something inspiring and appealing together!...

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    Hi , Developers skilled in Node.js who can complete the first stage within 3 days should apply. If you can ...chats • System Prompt: Allow system prompt input like Ollama UI does • Admin Panel Final: 1. Add a button to gift a 1-month subscription when editing user info 2. Access chat histories when editing user details 3. Provide daily, weekly, monthly, and total token usage statistics for both 3.5 and 4.5 4. Display the number of daily, weekly, monthly, and total premium subscriptions purchased 5. Show a graph of the top 10 countries with the highest recent access • User Settings: 1. Edit username, password, and full name; update language and country 2. Enter and store billing info Github links : RAG : Search :

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    I need a graphic designer My project entails reformatting two line graphs. They are currently in PNG format, and I'd like them to mirror each other in style. Coloring of the lines will help differentiate the data on the graphs. Simple project

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    ...corrupt local customs officials who require bribes to release goods. Any “horror stories” you might have heard or read about corrupt local customs officials in your country requiring bribes to release goods probably were for items such as expensive phones and laptops, not a bunch of simple electronics components. Put simply: I suppose a customs official looking at an iPhone 14 Pro might think, “Wow! This is an expensive phone. Yeah, this guy has money. Let me get a bribe out of him.” Whereas, if he were to look at a few ESP32 development boards which cost less than $5 (Five Dollars) each? Meh. I doubt he’s even going to think about asking for a bribe for such items. I suppose corrupt local customs officials are greedy, not foolish.z ✻ TIME FRA...

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    ...developer to create a website featuring an interactive graph for displaying stock market data, specifically price trends over time. The goal of this project is to provide a clear, engaging, and easily understandable picture of stock market price movements. Key Project Requirements: - Excellent understanding of data visualization principles and tools - Ability to design and build a responsive and user-friendly website - Extensive experience working with financial data, particularly stock market price trends - Proficiency in coding languages such as TypeScript(Angular) and Python - Attention to detail to ensure accuracy across all data representations Your role would be to design and implement an interactive and visually appealing graph that can effectively represent the f...

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    ...struggling to grasp the concepts of sine, cosine, and tangent graph transformations. I’m hoping to find a skilled and patient mathematics tutor who can: - Simplify these complex concepts for me. - Use practical teaching methods where I can apply what I learn. The perfect candidate: - Is experienced with teaching sine, cosine, and tangent transformations. - Is comfortable delivering lessons practically rather than visually or audibly. - Can use simple, clear language to explain concepts. Your objective will be to help me understand these transformations intuitively by translating theory into practical applications. I am interested in learning transformation of graphs of the sine, cosine and tangent functions. You may start from the graph of y = sin(x), then mov...

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    ...= rho*Cp*dT/dt. (The work should be done on ANSYS Fluent). Key Tasks: - Conduct detailed thermal analysis and simulation on a Li-ion battery. - Show the transient response of cell temperature vs. Time (s) and heat generation (W/m3) vs. Time (s) - Temperature contour plots - Update UDF code. - Provide recommendations and solutions based on the analysis. - The simulation data should match the graph (Fig. 5 from the paper) Ideal Skills: - Proficiency in thermal analysis and simulation tools. - Strong understanding of Li-ion battery technology. - Experience in similar projects preferred. - Experience in ANSYS Fluent and UDF functions. Note: Please provide samples of previous work, especially if they are related to battery technology. I have attached the following: - ANSYS Fil...

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    ...tailored for APT detection. Your experience in this area is crucial. - Provenance Graph Analysis: Your ability to analyze Provenance Graphs and identify anomalies, potentially suspicious activities, is paramount. Ideal Skill Set and Experience: - Proficiency in cybersecurity and Graph Neural Networks (GNN) is a must. - Demonstrable experience in improving APT detection accuracy. - Proven track record in developing AI models, specifically for cybersecurity applications. - Extensive experience in analyzing Provenance Graphs to identify suspicious activities. The expected timeframe for this project is 1-3 months. Please only apply if you have a solid background in cybersecurity, GNN, AI, and Provenance Graph analysis. Your expertise will be pivotal in helpin...

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    I'm in dire need of a professional with deep understanding of Graph Convolutional Networks (GCN), machine learning and data science to assist in building an anomaly prediction model. Since the specific anomalies to be predicted and the data to be used are not yet defined, your flexibility and adaptability are vital. Accuracy requirements are also to be specified later; hence, your ability to quickly alter the model's complexity is coveted.

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    I'm in dire need of a professional with deep understanding of Graph Convolutional Networks (GCN), machine learning and data science to assist in building an anomaly prediction model. Since the specific anomalies to be predicted and the data to be used are not yet defined, your flexibility and adaptability are vital. Accuracy requirements are also to be specified later; hence, your ability to quickly alter the model's complexity is coveted.

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    I'm in dire need of a professional with deep understanding of Graph Convolutional Networks (GCN), machine learning and data science to assist in building an anomaly prediction model. Since the specific anomalies to be predicted and the data to be used are not yet defined, your flexibility and adaptability are vital. Accuracy requirements are also to be specified later; hence, your ability to quickly alter the model's complexity is coveted.

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    I'm in dire need of a professional with deep understanding of Graph Convolutional Networks (GCN), machine learning and data science to assist in building an anomaly prediction model. Since the specific anomalies to be predicted and the data to be used are not yet defined, your flexibility and adaptability are vital. Accuracy requirements are also to be specified later; hence, your ability to quickly alter the model's complexity is coveted.

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    I'm currently experiencing a formatting issue as there's a problem displaying my portfolio value series within the graph for my investment tracker. Skills and experience needed: - Google Sheets skills - Knowledge about graphs and formatting Tasks: - Fix the graph which isn't correctly displaying my portfolio value - Help calculate and display the annual return I have not been able to figure out the reason why my graph is not displaying the series that I want. Would like to share the google sheet with you and you help to display the graph with the data I want. Also to help calculate the annual return on my investment. I do not foresee this taking more than 15 minutes but happy to pay for the hour.

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    ...corrupt local customs officials who require bribes to release goods. Any “horror stories” you might have heard or read about corrupt local customs officials in your country requiring bribes to release goods probably were for items such as expensive phones and laptops, not a bunch of simple electronics components. Put simply: I suppose a customs official looking at an iPhone 14 Pro might think, “Wow! This is an expensive phone. Yeah, this guy has money. Let me get a bribe out of him.” Whereas, if he were to look at a few ESP32 development boards which cost less than $5 (Five Dollars) each? Meh. I doubt he’s even going to think about asking for a bribe for such items. I suppose corrupt local customs officials are greedy, not foolish.z ✻ TIME FRA...

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    ...state in your proposal you understand this or we wont engage conversation. Website will be made after the figma design is complete. Design will be: Homepage About us Testimonials Case Studies Blog 4 service pages Contact Us Plus 2 additional forms, one of which will be a pop up. I will send our current site in chat. We are wanting a complete redesign but not generic everyday design, somehting wow! somethings exceptional. Lead time is 2 days for first page then additional 7 days for completion. Then review and edits. Our ultimate goal with this redesign is to increase online engagements, so a keen sense of design with conversion optimization in mind is ideal. Once chat is initiated send over your best designs, if yuo have designed something similar to what we want this ...

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    ...should be able to add any expenses that are important to them as well as select from a list of frequent ones. (See a picture of the UI example below) At the end I need to determine if there’s a surplus after all these expenses. Salary - expenses = positive number. If it is positive I then need you to show them the surplus and suggest that they keep half of it to invest. Show them a projection on a graph using a 10% return compounded for a number of years (desired retirement age - current age). They should be able to change this figure to see what it looks like. There should be a disclaimer that this is only a projection. I need an expense report generated that can be emailed to them and allow me to access it and capture their email. It should break down each section and ...

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    I'm in need of a professional with relevant experience in Instagram API integration to conduct feed management for comments and messages stamped on public user accounts. Key tasks include: - Ability to analyze and classify data fetched...to conduct feed management for comments and messages stamped on public user accounts. Key tasks include: - Ability to analyze and classify data fetched from Instagram API. - Collecting and deciphering messages and comments from public Instagram users. - The task must be executed flawlessly to ensure effective data retrieval and use. Your skills include: - Proficient in the use of Facebook Graph API and Instagram API. - Exceptional data integration and interpretation capabilities. - Experience in managing API feeds, especially for public...

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    A tool using equations and generating a graph & excel report showing how variations in some of the variables change the value of a model.

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    I'm seeking a Unity developer to imple...developer to implement a minor update to my 2D game. Your task will entail adjusting the gameover canvas to display a tally of miles walked by the player, providing an enduring sense of progress and achievement. Your responsibilities include: - Implement a dynamic "gameover" message that identifies the number of miles the player navigated successfully - Ensure the format of this message reads: "Wow! You've made '_____'! Congrats" - Confirm all components interact seamlessly, and message updates accurately on player progress The ideal freelancer for this job would have a solid comprehension of Unity game development and a keen attention to detail to ensure seamless integration. Knowledge of player pro...

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    I'm in need of a ... The program should cater for three main fitness goals: - Weight loss - Muscle building - Endurance training It should also cater to two levels of fitness experience: - Beginners - Intermediate The training frequency may vary, though it typically falls between 3-5 days a week. I need the program to be versatile and adjustable according to the individual's schedule. Include - Nutrition - Graph for progress (weight, fat percentage, habit tracking, calories/steps calculator) whether fitness watch can be attached) Skills and Experience: - Certified personal trainer or equivalent - Experience in designing fitness programs - Understanding of the principles of exercise and fitness - Able to provide a wide scope of exercises suitable for different fitn...

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    I need a custom logo for my business, Proshift. The logo should be and want is modern, 3D and wow factor. Please have something with trucks involved Key Requirements: - Modern 3D. The logo should embody a modern and minimalistic design aesthetic. - Versatile: It should be suitable for online use (website, social media), print (business cards, flyers), and merchandise (apparel, mugs). Ideal Skills and Experience: - Proven experience in designing modern, 3D logos. - Ability to create versatile designs suitable for various mediums. - Understanding of branding and visual identity principles. I'm looking for a creative and talented designer who can bring my vision for a sleek and professional logo to life.

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    I'm in need of an expert to help me create bar graphs to represent my statistical data. - Data: I have the statistical data ready that needs to be displayed on the graphs. This means there's no need for data collection or analysis. - Frequency: The bar graphs will only need to be created once, so this isn't a recurring project. - Expertise: Familiarity with statistical data visualization and graph creation is key.

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    I am in need of a skilled graphic designer to create a traditional and cultural hoarding design. The primary goal of the design is to attract tourists to our travel company, with a focus on promoting our upcoming Chardham Yatra packages. Key Elements: - The design should prominently feature images of the Char Dham to help potential customers envision their future travel. - The hoarding must be crafted in a traditional and cultural style to resonate with our target audience and fit the theme of the pilgrimage. Ideal candidate should have: - A strong portfolio showcasing previous work in traditional and cultural design. - Experience in designing hoardings or similar large-scale outdoor advertising. - An understanding of the travel industry or a willingness to learn about the signifi...

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    ...each hat. Same had layouts but each area on each of the states hats will have something different that speaks to that state. Folder 3 - This folder houses things that speak to each state that you will be doing a design for Folder 4 - This folder shows you the design direction I want to emulate the most (Abstract Patch Work - WOW) these are really getting there but they don’t have any patches or anything. Folder 5 - Just folder Shows you some of the wow things I found. I want our designs to be more abstract. The colors and designs in the fabrics are supposed to clash like the patchwork designs in folder 4. Folder 6 - This just just a folder with a lot of the similar fabrics I would like the designs to incorporate Folder 7 - Just a image of a mo...

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    ...corrupt local customs officials who require bribes to release goods. Any “horror stories” you might have heard or read about corrupt local customs officials in your country requiring bribes to release goods probably were for items such as expensive phones and laptops, not a bunch of simple electronics components. Put simply: I suppose a customs official looking at an iPhone 14 Pro might think, “Wow! This is an expensive phone. Yeah, this guy has money. Let me get a bribe out of him.” Whereas, if he were to look at a few ESP32 development boards which cost less than $5 (Five Dollars) each? Meh. I doubt he’s even going to think about asking for a bribe for such items. I suppose corrupt local customs officials are greedy, not foolish. ✻ TIME FRAM...

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    I need an experienced Python developer who can help me implement a task scheduling algorithm based on a research paper. Key Requir...algorithm based on a research paper. Key Requirements: - The algorithm should be built based on the provided research paper. It's a Heterogeneous Makespan-minimizing DAG Scheduler. - The input for the algorithm will be a graph representation of tasks. - The algorithm should strictly consider dependencies as constraints. It must ensure dependencies are fully satisfied before scheduling. Ideal Skills & Experience: - Proficiency in Python - Strong understanding of task scheduling algorithms - Previous experience in implementing algorithms based on research papers - Familiarity with graph representation of tasks - Ability to handle and...

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    ...corrupt local customs officials who require bribes to release goods. Any “horror stories” you might have heard or read about corrupt local customs officials in your country requiring bribes to release goods probably were for items such as expensive phones and laptops, not a bunch of simple electronics components. Put simply: I suppose a customs official looking at an iPhone 14 Pro might think, “Wow! This is an expensive phone. Yeah, this guy has money. Let me get a bribe out of him.” Whereas, if he were to look at a few ESP32 development boards which cost less than $5 (Five Dollars) each? Meh. I doubt he’s even going to think about asking for a bribe for such items. I suppose corrupt local customs officials are greedy, not foolish. ✻ TIME FRAM...

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    II'm in need of a skilled developer to build a PHP, HTML, and CSS based public grievance web-based project for me. This project will include: - Complaint Handling System: This system should be capable of receiving, processing, and resolving complaints from users. It should categorize complaints based on their types and departments. - Sentiments Analysis Graph: An integral part of this project is the sentiments analysis graph. The graph should be designed as a bar chart, displaying the overall sentiment of the received complaints. - Department Categorization: Complaints should be automatically routed to the relevant department based on their nature. Ideal candidates for this project should have: - Proficiency in PHP, HTML, and CSS - Experience in building web-bas...

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    I'm currently looking for an expert in hybrid machine learning models, specifically for the ARIMA, GCN, and LSTM components. Key improvements needed: - ARIMA: - Improved accura...specifically for the ARIMA, GCN, and LSTM components. Key improvements needed: - ARIMA: - Improved accuracy of predictions - Reduced computation time - Better handling of seasonality - GCN: - More effective integration of graph structure - Enhanced extraction of features Skills and Experience Required: - Extensive knowledge in ARIMA, GCN, and LSTM - Proven experience in improving hybrid machine learning models - Proficiency in handling seasonality in data - Ability to work efficiently and reduce computation time. - Skilled in incorporating graph structure and improvi...

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