Predicting student performance using regression analysis työt

Olen itsenäinen yrittäjä, joka toimii ilman välikäsiä ja mikä tarjoaakin lukuisia etuja, ja on etuus työskennellä omien intohimojen parissa. Saat nämä kaikki saman katon alta: Brändin nostot, google kampanjat eli : hakusana ,performance max sekä shopping verkkokaupat kampanjat, verkkosivut, SEO-optimointi sekä AI –kaverin hyöty sisällön luomisessa. Edulliseen Freelancer -hintaan! -Mika

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I'm in need of a talented individual who can help to give our MEAN stack application a comprehensive update. The main areas that require attention are the frontend, backend, and database. Frontend: - The scope of the frontend updates includes adding new features and enhancing the application's performance. Prior experience in user interface redesign will be an added advantage. Backend: - The primary task on the backend is to handle the implementation of new APIs. This requires a solid understanding of backend systems, particularly within the MEAN stack. Database: - While the frontend and backend are important, the database is equally crucial. Any expertise in optimizing database queries is a valuable skill I'm looking for. The ideal freelancer for this project sho...

...application optimized for the NVIDIA Jetson Nano. The application should accurately count cars passing through multiple cameras using RTSP live streams. Key Requirements: Modular Design: The software should have a configurable region of interest (ROI). This will allow customization of the tracking area for different camera setups. The system should support settings for either two-way or single direction vehicle detection, selectable per camera. Multi-Camera Support: The application must handle live feeds from at least three cameras simultaneously without frame skipping. Ensure seamless capturing, detecting, and tracking across all cameras, maintaining high accuracy and performance. Error Handling: Implement robust error handling to ensure the application runs continuousl...

As a Python Developer with less than a year of experience, I've been actively involved in web development and data analysis. I have particularly worked with Django and Pandas frameworks. I'm now seeking new opportunities where I can further develop my skills, work with experienced professionals, and make meaningful contributions to projects, especially in the web development and data analysis space. Ideal candidates for this project should: - Have a good understanding of Python and its frameworks (Django, Pandas) - Be able to provide guidance and mentorship for a less experienced developer - Have previous experience in web development and data analysis - Be supportive and open to new ideas and approaches

...This hones critical thinking skills, source evaluation, and the ability to differentiate between fact and opinion. Become a Detective: Many museums feature mysteries or historical whodunits. Encourage pre-teens to analyze clues displayed in the exhibits, interview museum staff (if possible) and piece together the puzzle. This activity sharpens observation skills, deduction, and historical analysis. Question Everything: Pre-teens are naturally curious, so encourage them to ask questions about the exhibits. Is this artifact real or a replica? What is the artist trying to convey? This fosters a questioning mind, critical thinking, and a desire to delve deeper into information. Financial Whiz Kids in the Making: Museum on a Budget: Many museums offer free or discounted ...

I am seeking a proficient data scientist to help me extract and analyze information within the Bangladesh construction industry. This project focuses on market trends, industry analysis, and project specific statistics. This project's primary intent includes: - Uncovering market opportunities - Competitive analysis within the construction sector The findings will be utilized for: - The development of robust marketing strategies - Making data-driven business decisions Ideal candidates should have prior experience in data mining within the construction industry and have a solid understanding of market analysis and project statistics. Previous work within the Bangladesh market would be advantageous.

I'm in need of a WordPress expert to install and configure Yoast SEO plugin on my site. The task primarily involves: - Expert installation of Yoast SEO plugin - Proper plugin configuration to ensure optimal site performance - Allowing for efficient future content management Ideal candidates should have a solid background in WordPress plugin installation and configuration, preferably with Yoast SEO plugin. Proven expertise in SEO strategies and practices is highly valued for this role. The goal is to effectively improve site SEO through this plugin installation. Substantial experience in similar projects is a huge plus.

...experience for an exciting and challenging project. We need to gather specific data from multiple online sources and transform it into useful, structured information for analysis. Responsibilities: Utilize web scraping techniques to extract data from selected websites. Automate the extraction process to ensure accuracy and efficiency. Clean and structure the collected data into readable and usable formats. Integrate the extracted data into a database or spreadsheet as needed. Collaborate with our team to understand specific requirements and ensure the quality of the obtained data. Requirements: Demonstrable experience in web scraping using tools like Python (Beautiful Soup, Scrapy), Selenium, etc. Solid knowledge of HTML, CSS, and JavaScript to understand the structure ...

I need a skilled professional to set up Google Ads Conversion...Google Tag Manager Setuo - Google Tag Manager Setup Ga4 - Google Analytics Setup Key deliverables: - Implement proper tracking of 'Click on ads' - Ensure seamless tracking of 'Click on ads' across all landing pages and ad campaigns - Provide insights and recommendations for enhancing ad performance based on data analysis - Troubleshoot and resolve any potential issues with the tracking Ideal Candidate: - Proven experience with Google Ads and Tag Manager - Strong understanding of ad performance analysis - Ability to implement custom tracking solutions - Excellent troubleshooting skills - Attention to detail and a data-driven approach Please share your relevant experience with...

...and Marketing Automation Platforms (MAP) to provide a unified view of marketing performance. We require a highly skilled and efficient Data Engineer or Architect who can handle data export processes, model and create tables and entity relationships, and develop an efficient and scalable database within a tight one-month deadline. ### Responsibilities: - Data Integration: connect and streamline data from multiple sources including ad platforms (like Google Ads, Facebook), website analytics tools (e.g., Google Analytics), CRM systems (e.g., Salesforce), and MAPs (e.g., HubSpot). - **Accelerated Database Design:** Design and implement a robust and scalable database that supports efficient data aggregation and analysis, within a short timeframe. - Entity-Relationship Modeling...

As an important player in the pharmaceutical industry, we are seeking an efficient and resourceful AI/ML engineer who can harbour their expertise in enhancing our cold chain operations. The specific responsibilities will include: - Conducting meticulous data analysis and modeling - Developing precise and efficient AI algorithms - Integrating existing systems with developed ML models Our project predominantly concentrates on temperature-sensitive medications, which adds a layer of vitality to the precision and accuracy of our operations. Hence, the ideal candidate should have a background in pharmaceutical logistics or healthcare and a solid command over machine learning algorithms. With the potential of AI/ML, we aim to escalate the accuracy in the tracking of our shipments which...

I'm looking for a skilled operations management professional to assist me with a report that focuses on inventory management, supply chain management, and operations management. The main goal of this project is to: - Conduct a detailed analysis of inventory management and forecasting. - Utilize historic sales data and inventory turnover rate data to inform the report. - Provide insights into my current operations and identify areas where improvements can be made. Ideal candidates should have a strong background in operations management, with specific experience in inventory management and forecasting. Experience in supply chain management would be a plus. The ability to analyze data and present findings in a clear and concise manner is essential.

...business in accounting. Key Responsibilities: - Provide expert guidance and support in creating accurate financial forecasts. - Develop efficient and effective budgeting strategies to align with our business goals. - Offer insightful recommendations on financial planning, risk analysis, and performance measurement. Ideal Candidate: - Proven experience in financial planning, forecasting, and budgeting. - Extensive understanding of accounting practices, particularly in the accounting industry. - Prior experience using Xero for accounting software is highly desirable. - Strong analytical and problem-solving skills. - Excellent communication and presentation abilities to convey financial information clearly. This role will be crucial in helping me make informed fin...

I'm looking for a skilled operations management professional to assist me with a report that focuses on inventory management, supply chain management, and operations management. The main goal of this project is to: - Conduct a detailed analysis of inventory management and forecasting. - Utilize historic sales data and inventory turnover rate data to inform the report. - Provide insights into my current operations and identify areas where improvements can be made. Ideal candidates should have a strong background in operations management, with specific experience in inventory management and forecasting. Experience in supply chain management would be a plus. The ability to analyze data and present findings in a clear and concise manner is essential.

I'm looking for an experienced QA Automation Engineer for solving some issues we have in a complex Jmeter script which we are using in our performance/load tests. This is a 1 week job at most and payment will be fixed at $500. Our JMeter script is not a simple one, so if you are not a real expert in JMeter please do not apply. You will fail to do the project. If you are an expert using JMeter for really complex projects, please apply by simply answering the below questions: 1- Tell us why you consider yourself a JMeter expert. 2- What were the most complex 2 projects that you did JMeter tests for and what made them complex. Please type "I can do it" at top of your reply so that I know you actually read the description.

...each step of the process, and construct a formula for the overall time in system. d. Use relevant notation and write out equations using Equation Editor in Word. e. Note – the rule of thumb is that any reader can pick up your report and replicate your results by following the methods. 2. Use mean values of each parameter to construct an “average” solution. a. Unit of interest – a DNA sample collected by a CSI. That is, each sample must be modelled individually. b. Assume both CSI and forensics lab operations work 24/7. c. Model precisely ONE WEEK of sampling – any samples that are have not been completely processed by one week are not included in your analysis. d. The unit of time to use in the model is minutes. e. There is one Rapid DNA sequ...

I am looking for a skilled social media expert to manage my advertising campaigns on Facebook and Instagram. The primary goal of these campaigns is to s...significantly boost our sales and conversions. Key Responsibilities: - Strategize and execute targeted ad campaigns on Facebook and Instagram - Optimize campaigns to increase conversions and sales - Regularly monitor and report on the performance of the ads Ideal Candidate: - Previous experience in managing successful social media ad campaigns, particularly on Facebook and Instagram - Strong understanding of conversion optimization techniques - Familiarity with targeting professionals aged 25-40 - Analytical skills to assess and improve campaign performance Please provide a portfolio of your previous work and any relevan...

...superconducting cable. The primary goal of this model is to simulate and analyze the thermal properties of the cable. In particular, I am interested in the Liquid Nitrogen flow within the cable and its impact on the cable's thermal performance. Key Tasks: - Building a comprehensive 3D model of the superconducting cable using Ansys Discovery software - Running simulations to analyze the thermal behavior of the cable - Focusing especially on the Liquid Nitrogen flow and its implications on the cable's thermal properties Desired Outcomes: - Evaluation of efficiency of high-performance multilayer thermal insulation - Understanding the impact of the concentric spacers in the LN2 annulus on the flow and bridging Ideal Skills: - Proficiency in Ansys Discovery ...

...country in Europe. To achieve this goal, I would like to collaborate with a skilled professional who can develop a comprehensive strategy deck tailored specifically for our internal team members. Key Deliverables: - Develop a strategy deck that focuses on the landscape of UK market and payment acceptance methods - Prioritize market penetration and growth strategies - Provide detailed competitor analysis and insights - Include visuals and concise data to engage the internal team Ideal Skills and Experience: - Proven experience in strategy development for fintech or e-commerce - In-depth knowledge of the European payment landscape, particularly in the UK - Strong research and analytical skills to provide competitor insights - Excellent communication and presentation skills to eng...

I'm looking for a diligent professional who can implement an Internet price research mechanism for the electronic products listed within a .csv file. The deliverable I expect from this project is a separate report containing the price of each product, along with additional details such as a link t...and updating the price information of electronic products from the Internet, based on the .csv file provided. - Incorporating a detailed report that includes the prices, a link to the retailer's page, and the price history of each product. Skills and Experience: - Proficiency in data extraction, research, and analysis. - Experience with web scraping tools. - Strong organizational skills to present the data in a clear, concise manner. - Prior experience with e-commerce or price...

I'm seeking a talented developer to create an application where users c...turn them into a document. The app needs to be monolingual and doesn't require support for multiple languages. The app will let users upload revision notes with a point system and have a dashboard of how long they've spent doing it. I want to eventually make it into an app which teachers, parents and students can use to check their childs activity and help others. i want a spot for brands to post student discounts and eventually earn commision off it the app sould also have a pro subscripion which has access to the good features. Ideal candidate should have: - Expertise in mobile app development - Experience with AI integration - Knowledge in video reel handling - Good understanding of te...

As pa...Excel to type data from various digital files into a spreadsheet, ensuring accuracy and efficiency. This data will be utilized for basic data analysis purposes, so it's important that the freelancer is comfortable with working on this type of data. Key Requirements: - Converting data from various digital files (PDF, Word, etc.) into an Excel sheet. - Proficient in using basic Excel formulas and functions to manipulate data for analysis. - Attention to detail and accuracy are critical for this task. Ideal Skills and Experience: - Proficiency in Excel - should be able to work with basic formulas and functions. - Prior experience in data entry or data analysis is a plus. - Strong attention to detail to ensure accurate data entry. - Ability to work ef...

...specifically in SPSS data analysis in the field of medicine. I have 2 Excel datasheets already prepared for SPSS induction containing about 20 variables. The first dataset contains the measurements for the control group (14 patients) and the second dataset contains the measurements for the disease group (29 patients). I need to analyze the data to find any meaningful differences between the 2 groups (comparing means, using t and x square test, regression analysis etc when applicable) Key Project Details: - Data: The data has been meticulously prepared for SPSS induction and contains approximately 20 variables. - Analysis: - I'm particularly interested in inferential statistics to identify relationships or differences between variables. ...

I require an Arabic speaker and content writer who, within three days, can create a comprehensive 10-page report and PowerPoint presentation on participating in a tourism region in Saudi at the Umrah in al Madinah Monawarah city. Key Deliverables: - A re...and investors in mind. They should be designed to inform and inspire. Main Objective: - The main purpose is to justify our participation in this region's tourism. Ideal Skills and Experience: - Native Arabic speaker - Proven content writing experience - Excellent presentation skills - Knowledge of the Saudi tourism industry or ability to conduct thorough research - Experience in Investment analysis could be helpful - Timeline management to ensure the project is delivered in three days Please note the budget for this pro...

Hello, I'm looking for someone who could continue programming my iOS app and possibly fix any errors. This is actually a relatively simple app that shouldn't be very difficult to program. You don't have to do that much because the app is actually relatively simple. Key Responsibilities: - Addressing UI/UX, performance, and functional issues that may arise. - Implementing new features based on provided specifications. Ideal Freelancer: - Proven track record of iOS app development. - Proficiency in Swift and Xcode. - Experience with bug tracking tools. - Ability to translate user feedback into actionable development tasks.

...procurement spend analysis dashboard. This tool will help our procurement managers to efficiently track and manage our expenses. Key Data Sources: - Your primary task will be integrating data from Excel spreadsheets and purchasing data from our suppliers. This will provide a comprehensive view of our spending patterns. Key Metrics: - The dashboard should enable real-time tracking of our total spend by category. This will allow our procurement managers to identify areas where costs are higher than expected, enabling them to take immediate action. Primary Users: - The dashboard will be primarily used by our procurement managers. It should be user-friendly and intuitive, allowing for quick and easy analysis of the data. Ideal Skills and Experience: - Strong experience in ...

As pa...Excel to type data from various digital files into a spreadsheet, ensuring accuracy and efficiency. This data will be utilized for basic data analysis purposes, so it's important that the freelancer is comfortable with working on this type of data. Key Requirements: - Converting data from various digital files (PDF, Word, etc.) into an Excel sheet. - Proficient in using basic Excel formulas and functions to manipulate data for analysis. - Attention to detail and accuracy are critical for this task. Ideal Skills and Experience: - Proficiency in Excel - should be able to work with basic formulas and functions. - Prior experience in data entry or data analysis is a plus. - Strong attention to detail to ensure accurate data entry. - Ability to work ef...

No Framework Allowed.. only just Vanilla JS

I'm currently in need of a WordPress developer with a keen un...plugin earmarked for the purpose of boosting my website's speed performance. Ideal experience and skills: - Proficient in WordPress development and plugin integration - Previous work involving website speed optimisation - Comprehensive understanding of performance metrics - Knowledge in resolving potential compatibility issues with existing plugins Your main task will involve: - Integration of a specific plugin designed to enhance website speed - Ensuring the plugin is functioning properly after integration - Providing a comprehensive report on the improved speed performance The current speed performance of the site hasn't been assessed thus far. After integration, I expect sign...

I'm in need of an experienced 3D designer who is proficient in using 3ds Max. The project involves creating a modern styled 4BHK flat with a neutral toned color scheme. Key Requirements: - Expertise in 3ds Max is needed. - Experience in interior design, specifically in modern style. - Grasp of color theory, with an emphasis on neutral tones. The outcome has to echo sophistication, capturing the interplay of light and shape, and portraying a sense of effortless comfort. Stunning, realistic renderings are a must. The final design should be finely balanced in texture and form, creating an integrated neutral scheme. Your portfolio showcasing relevant works will be a great plus.

Seeking a highly skilled .Net Developer to upgrade the existing system's back-end, ensuring it's user-friendly and solid. Key requirements: - Enhance system navigation and ease of use. - Optimize system performance for heightened stability. - Bolster security features for increased protection. The revamped system should be able to integrate with current mobile applications seamlessly. While specific app functionalities have not been defined, the developer should have prior experience with real-time data synchronization, push notifications, and user authentication. In terms of project timeline, the expectation is for this to be completed within a month. Ideal Skills: - Extensive experience with .Net Development - Prior experience with system optimization and security e...

I'm looking for an expert in setting up and managing ad campaigns on Facebook and Instagram. The primary goal of this campaign is to generate high-quality leads. Key Requirements: - Skilled in creating engaging, conversion-oriented ads on Facebook and ...conversion-oriented ads on Facebook and Instagram - Proven track record of similar lead generation campaigns - Familiarity with targeting business owners Your responsibilities will include: - Strategizing and executing ad campaigns on the specified social media platforms - Regularly monitoring and optimizing the campaigns for maximum lead generation - Providing me with regular updates and performance reports If you have the right expertise, and a proven history of delivering successful lead generation campaigns, I'd li...

I'm seeking an Excel expert to help me with data analysis, formulas, and pivot tables. I work with Excel 2019. Key Responsibilities: - I want to see the mode of payment according to date wise in report sheet according to datewise Ideal skills and experience: - Proficient in Excel 2019. - Expertise in data analysis, formulas, and pivot tables. - Experience in creating automated reports or dashboards (desirable but not mandatory). - Excellent communication and problem-solving skills.

As a proud business owner, I need a creative freelancer to revamp the content of my existing marketing strategy. The objective is to develop a compelling 20-slide PowerPoint presentation that communicates the essence of my business. Key aspects to be highlighted include: - In-depth understanding of Target Audience Insights - Comprehensive Competitive Analysis - Implementable Marketing Tactics The ideal freelancer for this project would be a marketing strategy specialist with excellent PowerPoint skills and a flare for creating engaging visual content that effectively communicates marketing strategies. I hope to work with someone who has a solid understanding of crafting compelling pitches and who can deliver high-quality results swiftly.

...sellers on the Miravia platform (). This includes the shop_id shop_name Ivl1_cate_name product_number avg_price shipping_duration company_location phone_number email_address vat_number company_name shop_rating shipping_on_time % followers comments etc. I require 10,000 entries of data I require the data to be well-structured and organized into a CSV or Excel file for further analysis. Skills and Experience: - Proficiency in Web Scraping: The ideal candidate should have extensive experience in web scraping and data extraction. - Attention to Detail: Since the project involves gathering a wide range of data points, having a keen eye for detail is crucial to ensure accuracy. - Data Organization: Good data organization skills are also important to present the extracted informati...

...**PVcase Proficiency**: You must be highly skilled in using PVcase software to create the comprehensive 3D model of the ground-mounted PV plant. This includes both the structural and electrical components of the plant. - **AutoCAD Civil3D expertise**: As the plant will be ground-mounted, familiarity with Civil3D is necessary. This will be essential for drafting the site plan, conducting the terrain analysis, and creating a detailed ramming plan for the foundation. - **Terrain Analysis and Rack Design**: You should be able to perform a thorough terrain analysis, and design a rack system that is both structurally sound and optimized for module placement. - **Comprehensive Model**: The 3D model should be detailed, including the shadow analysis and all ...

I'm looking for an experienced business planner to help create a detailed business strategy for my upcoming baby milk infant formula brand in Saudi Arabia. I'm targeting a wide range of age groups, from newborns to toddlers, including specialty formula. Key Elements: - **Market Analysis**: This should outline the current market situation in Saudi Arabia, including competitors, market size, and trends. - **Financial Projections**: The business plan should include detailed financial projections over the next 3 years. This will be crucial for securing investments and planning our growth. - **Marketing Strategy**: I need a comprehensive marketing plan that will help us effectively reach our target audience in Saudi Arabia. - **Pricing Structure Strategy**: Your expertise in d...

I'm looking for a seasoned Python developer with specific experience in image especially video analysis to create a script that can process a full mp4 video and identify the positions of noise in the video. The idea is to scan the video, locate identify the different type of noises and their value and externalize this findings into a json file Key Requirements: - The script (OOP based) should be able to read a video in mp4, mkv, mov format. - The library used for reading the video is not fixed. You can choose from libraries like (e.g. OpenCV, PyAV, or MoviePy, but the solution should be compatible with both Windows and Linux (and mac) - The output should have details of the signal, the different type noises, the common ratios and finally the values ... - the frame number ... ...

...need of a skilled statistician with expertise specifically in regression analysis, particularly with survey data. The dataset I have comprises between 10-20 variables that need to be analyzed in a regression framework. Key Points: - Crombach Alpha testing - Factor analyses - Regression Analysis: You should have a deep understanding and experience in applying regression analysis to survey data. - Survey Data: Experience with survey data is crucial as the analysis needs to be tailored to this type of dataset. - Variable Management: Managing a dataset with between 10-20 variables is a specific skillset. Ideal Skills: - Proficiency in Regression Analysis - Experience with Survey Data - Proficient in Variable Managemen...

...revolve around integrating data from Excel spreadsheets and designing a variety of data visualizations. Key Responsibilities: * Guide me in creating the dashboard on my company account. * Connect the Power Bi dashboard to Excel spreadsheets as the primary data source * Develop compelling data visualizations using pie charts, line graphs, and bar charts * Configure the dashboard to refresh data on a weekly basis Ideal Candidate: * Strong experience with Power Bi and data analysis * Proficient in handling Excel data * Expertise in creating different types of charts * Ability to work with time-based data refreshing schedules Scope of Work: The Initiator engages the Creator to develop a dashboard consisting of three tabs as per the Initiator's specifications. The ...

...and I'm in need of an expert to help me promote them on social media. Key Responsibilities: - Develop a comprehensive social media marketing strategy to boost visibility and sales of my food products. - Execute the strategy, ensuring posts are engaging, timely, and drive traffic to my product pages. - Monitor social media analytics and make necessary adjustments to the strategy to improve performance. - Continuously stay updated on social media trends and best practices to ensure my products are marketed effectively. I'm looking for someone with: - Proven experience in social media marketing, particularly in the food sector. - Strong understanding of social media platforms like Instagram, Facebook, and Twitter. - Excellent communication and copywriting skills. - Abi...

...from Google**: I'd like to import customer reviews from Google to display them on my website. Therefore, your expertise in integrating external data sources into a website is crucial. - **Display**: The testimonials should only show the text portion. - **General Site Enhancements**: Apart from integrating the testimonials, I'm also open to suggestions on how to improve the overall look and performance of the site. - UI/UX updates for a modern look. - Making the site responsive across devices. - Simplifying the application process. - Integrating a Google reviews feature prominently on your site. For this project, you should have: - Web Design", "WordPress" - Proficiency in web development - Google APIs - User Experience Design - Experience in integratin...

We are developing machine learning software aimed at predicting space debris collisions and enhancing mission planning. The initial phase of this project requires a meticulous approach to data preparation, which is critical for the success of our subsequent modeling efforts. The challenge lies in acquiring as much relevant data as possible for accurate predictions. Project Scope: 1. Preparation Stage: The freelancer will be responsible for identifying and researching all available sources of space debris data, both free and paid. This includes a comprehensive evaluation of data providers to ensure the data's relevance and quality. The output at this stage will be an Excel table summarizing the research, which will include provider names, links to data or registration, pricing...

I'm seeking a talented videographer to capture our upcoming Nihon-Buyo performance, which will be held in a theater in Kypto, Japan within the next 3 months. The video should be in a documentary style, including interviews and behind-the-scenes footage. Key Responsibilities: - Film our Nihon-Buyo performance in a theater in Kypto, Japan. - Ensure documentary-style video production, focusing on the performance, interviews, and behind-the-scenes. - Provide raw footage to our team for post-production editing. Ideal Candidate: - Experienced in documentary-style video production. - Proficient in capturing performances and conducting interviews. - Previous work in theater or performance videography is a plus. - Able to work in Kypto, Japan within the next 3 mon...

...specifically in designing point to point communication systems like simplex, duplex, using radio as the communication type. To see this project to its fruition, I will need a professional who can design a communication link with various parameters. Thereafter, we'll need to carry out Link-level modeling and simulations in Matlab. The ideal candidate should: - Have a solid understanding of point to point communication systems, specifically both simplex and duplex systems. - Be proficient in using MATLAB for simulations. Following the simulation, we'll analyze the performance of our designed system using several metrics. For the simplex system, we would be interested in assessing its: - Error performance - Power efficiency - Bandwidth effi...

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