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    I'm in need of an individual with advanced expertise in Linear Algebra and R programming. Your critical role will encompass: - Solving complex linear equations - Matrix manipulations - Implementing statistical analysis Skills and experience sought: - In-depth knowledge and experience in Linear Algebra and R programming. - Proven ability in solving complex equations and matrix manipulation. - Experience in statistical analysis using R. - Dear skill and background in integrating R programs with other software. The specialist I'm seeking should be able to critically solve problems and integrate solutions with existing software. Ultimately, the aim is to achieve efficient results through advanced linear algebra and R programming.

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    I am currently in dire need of an experienced and highly qualified tutor for my university level linear algebra course. - Key Needs: Your assistance will be pivotal in not only helping me understand theoretical concepts but also in solving problems. We'll focus primarily on matrix theory, eigenvectors, eigenvalues and discerning whether vectors are linearly dependent or not. - Responsibilities: Be prepared to break down complex topics, explain them in a simple and understandable manner, and provide help in solving related problems. - Ideal Skills: Successful candidates should possess a deep understanding of linear algebra with a special focus on the above-mentioned topics. Previous tutoring experience or teaching experience at a college level would be highly beneficia...

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    I'm in need of a specialist in Linear Algebra and R programming. Your role will entail solving complex linear equations, matrix manipulation, and statistical analysis. Given this is R programming related, a strong technical understanding and experience in this area is non-negotiable. You should primarily possess the following attributes: - Proficient in Linear Algebra and R programming - Solid proficiency in executing statistical analysis in R For an application to be considered, it should contain a comprehensive project proposal detailing how you intend to approach and solve the tasks. Although experience is essential, a gameplan on how you'd approach these tasks in R coding is more significant. Please note, the resulting work will be for a yet to be di...

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    ...professional who can perform a detailed Finite Element Method (FEM) analysis on a non-linear structural model using Python. hi, there I have other project to work with its about FEM analysis(python)of the Implement a finite element procedure using 8-node trilinear element for three-dimensional linear elastic solid mechanics problem; Visualize the finite element simulation results for several example problems via the visualization toolkit Paraview; relevant results of the stress calculation , there are three problem parameters to solve. I can provide you detailed instruction and reference work as well if you are interested Key Points: - The project will primarily focus on analyzing stress distribution in a non-linear material setting. - You need to have experience ...

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    ...primary goal is to both track and predict water clarity. This requires a combination of machine learning expertise and the use of optical satellite data. Key Responsibilities: - Utilize optical satellite data to track and predict water clarity - Apply random forest and multiple linear regression models to analyze the collected field samples - Develop a robust system for ongoing tracking and prediction of water clarity Ideal Skills and Experience: - Proficiency in machine learning, particularly random forest and multiple linear regression - Experience working with optical satellite imagery - Strong data analysis and model development skills - Background in environmental science or a related field is a plus - Ability to create and implement a system for continual tracking ...

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    I'm a data science student needing assistance specifically in the areas of maths, linear algebra, and probability. Here's what I'm looking for: - Expertise in data analysis, machine learning, and data visualization - Mastery in maths, particularly linear algebra, and probability - Ability to provide advanced assignments and problem-solving strategies to strengthen my grasp of these subjects The ideal candidate for this project will have strong analytical skills and a deep understanding of complex mathematical principles involved in data science. You should be able to articulate complicated concepts concisely and clearly, since the level of difficulty I'm currently faced with is quite advanced. Your role will largely involve providing resources and guidin...

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    I'm fairly new to R, but need to apply linear regression to predict an outcome. I'd be grateful to work with someone who can guide me through this process. Ideal skills: - Expertise in R - Profound understanding of Linear Regression Experience: - Previous projects involving regression analysis - Proven results in predicting outcomes using R

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    Bayesian linear regression plot; svd for principal component plot. please check the attached file and let me know if you can do them perfectly

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    I need a proficient data scientist with a strong understanding of linear regression and time series analysis to build a model from company sales data. Key Requirements: - Creation of a Linear Regression Model: The primary objective of the model will be to predict sales trends based on past data. - Time Series Analysis: The model should effectively incorporate this to help me understand how sales are changing over time. The ideal freelancer for this job would possess: - Proven expertise in data science, particularly in building predictive models. - Strong command of R, as the model should be developed in this language. - Experience in working with time series data and analysis. If you are confident in your data science skills, especially in the context of predictive sal...

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    MATLAB Electrical Coding 2 days left
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    I have an electrical project that requires specialized MATLAB programming skills. This project aims to optimize a hypothetical renewable power microgrid using linear optimization algorithm cvxr in MATLAB. This initiative responds to the growing need for sustainable and efficient energy solutions in the era of climate change. The focus is on how optimization algorithms can enhance the cost effectiveness, efficiency, and reliability of such microgrids. Please check the attached Word file for more details.

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    ...for a highly skilled data scientist with a strong background in linear regression, social network analysis, time series analysis, and web visualization. My project involves identifying potential future trends by leveraging data science techniques. Your role would include: - Applying your expertise in linear regression and time series analysis to predict future trends based on historical sales data. - Implementing social network analysis to understand the societal impact and potential market of these trends. - Utilizing web visualization to present these results in a simple and understandable way. Ideal candidates will have: - Prior experience with predictive modelling. - Extensive background in time series analysis and linear regression. - Proficiency in social n...

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    Scenario Smart businesses in all industries use data to provide an intuitive analysis of how they can get a competitive advantage. The real estate industry heavily uses linear regression to estimate home prices, as cost of housing is currently the largest expense for most families. Additionally, in order to help new homeowners and home sellers with important decisions, real estate professionals need to go beyond showing property inventory. They need to be well versed in the relationship between price, square footage, build year, location, and so many other factors that can help predict the business environment and provide the best advice to their clients. Prompt You have been recently hired as a junior analyst by D.M. Pan Real Estate Company. The sales team has tasked you with prep...

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    As a student needing help with advanced mathematics, I'm looking for a seasoned expert who can provide academic assistance in Algebra, Calculus, and Statistics. Specifically, I need help with: - Algebra: particularly with linear equations and functions and graphs. - Calculus: deep understanding in differentiation and integration required. - Statistics: specifically in the area of probability and data analysis. Ideal candidates should have a strong academic background in these areas, be patient, and be experienced in teaching complex concepts in an understandable way. This opportunity could extend over the course of my study, so reliability and commitment are key.

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    The project comprises 6 regression models (linear, logistic, and moderation) based on a set of dependent and independent variables. I need someone with good knowledge of statistics to operate a dataset, make log transformations in the data, and give me the regression analysis results in an Excel spreadsheet.

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    I am looking for a skilled Data Science professional who can create beginner-level training projects in Machine Learning using Python. Key Project Details: - Topics: The projects should cover a range of basic Machine Learning concepts and techniques, and be suitable for beginners. Examples include linear regression, decision trees, and clustering. - Programming Language: Python is the preferred language for these projects, so a strong proficiency in Python is essential. Ideal Skills and Attributes: - Proven experience in Data Science and Machine Learning. - Excellent command of Python. The aim of these projects is to provide students with hands-on experience and a solid foundation in Machine Learning using Python.

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    I'm in need of a proficient MATLAB programmer who can efficiently solve system of two coupled first-order linear differential equations(ODEs) for me. Your responsibilities will include: - Applying your expertise in MATLAB to solve system of two coupled of first-order linear ODEs. - Documenting the entire process in a comprehensive report. This should include a full narrative of explanations and justifications, not merely an overview of the procedures and results. - Adhering strictly to MATLAB coding standards throughout the project. (Questions and Report template is attached below.) The perfect candidate for this assignment will have an extensive background in both mathematics and MATLAB programming, with a deep understanding of ODEs. Proven experience in academic o...

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    I'm looking for an expert in Python, C# and machine learning, preferably with a background in options trading. The main goal of this project is to blend machine learning with options trading strategies. Key Responsibilities: - Develop machine learning models: I'm aiming for a basic level of complexity, such as linear regression and decision trees. - Code in Python and C#: You should be proficient in both languages, as the software will be primarily in Python, but will also need to interface with C#. Ideal Candidate: - Proficient in Python and C#. - Experience in developing machine learning models, especially in the realm of options trading. - Able to handle the complexity of blending machine learning with trading strategies.

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    ...the effectiveness of these three sample selection adjustment methodologies in quantile regression modelling framework is to be tested, and the best one is to be further used in “decomposition” analysis. The three types of sample selection adjustment methodologies are: • Albrecht et al. (Research Paper): This procedure combines a semiparametric binary model for the participation equation with a linear quantile regression model for the wage equation and follows Buchinsky's (1998) approach. The research paper is based on this approach. • Arhomme (Stata Package): ssc install arhomme • Qregsel (Stata Package): ssc install qregsel To determine the impact of various characteristics of workers on their wage in the regular and casual sectors using “sa...

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    I am looking for a python programmer who can develop python code to interface with some hardware data acqusition and basic signal processing. Phidgets Device: Basic Functionality: 1. GUI for User 2....processing. Phidgets Device: Basic Functionality: 1. GUI for User 2. Be able to read raw data from 1-4 channels from bridge sensor 3. Be able to set ADC scale, data sampling rate 4. Perform auto zero (take X readings, average it, and subtract it from the values) 5. Calibrate sensor (we apply 3 points of known excitation to sensor, and scale reading to that using linear or polynomial fit) 6. Save raw and scaled data to CSV files You must be able to debug software with the hardware remotely via Team Viewer or remote desktop.

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    ...mobility for individuals with disabilities. Requirements: - Industrial design experience, particularly with exoskeletons or similar equipment - Understanding of the needs and limitations of individuals with disabilities - Proficiency in creating realistic 3D animations This project will involve designing the structure of the exoskeleton itself, as well as creating a highly realistic 3D animation that showcases its functionality and use. The animation should provide viewers with a clear understanding of how the exoskeleton can improve mobility for its users. The 3D animation will include a part in which the exoskeleton parts will become partially transparent revealing internal mechanical components (rotary and linear actuators, sensors, electronic boards) Then a scene w...

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    I'm in the need of an experienced animator to help me bring a JPEG logo to life. The project will involve creating a mixed 2D and 3D animation in which three skull jaws clack shut in a specific, non-linear sequence. Animation Requirements: - The logo is a JPEG image featuring three skulls. - I'd like the jaws of the skulls to animate and clack shut. - The jaws should close in a specific non-linear sequence rather than all at once or left to right. Ideal Expertise: - Proven experience in mixed 2D and 3D animation. - Ability to work with JPEG format to create animations. - Exceptional attention to detail to follow the specific sequence requests. - Great communication skills to understand and follow the project requirements as outlined. This is a unique project th...

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    ...modeling assignment. This task involves creating algorithms using Linear Regression models. I already have my specific dataset for the project which is less than 10,000 records. Ideal Skills for the Job: Data Access and download the study dataset: This dataset is a survey of 2033 residents of Canada was conducted to determine the key factors associated with political engagement. A variety of variables were measured and recorded including some tests they were asked to complete. Below is the data dictionary for the data set. One group of respondents (“Treat”) were given additional education on political matters while the other (“Control”) were not. Assignment Tasks Your task will be to used multiple linear regression to determine the factors whic...

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    As a keen project owner, I am in need of a skillful Python coder particularly talented in creating advanced graphics and performing linear regression. Key tasks: - Development of Python code for data manipulation and analysis - Creation of advanced, highly customised graphs - Execution of linear regression on numerical data Ideal candidate skills and experience: - Proficient in Python programming - Expert in data visualization and graph customization - Experience in handling numerical data - Strong understanding of statistical analysis and linear regression - Mathematical acumen The successful freelancer will be able to deliver to a high standard and show an in-depth understanding and ability in the specific areas required.

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    I'm looking for an ex... Key Requirements: - CAD Model: The robot should be designed with intermediate level of detail, including some moving parts. - Animatable Files: Create files that can be used for animating the robot for promotional purposes. - High-Quality Renders: I need high-quality visuals for the tower extending animation and overall robot design. Ideal Skills and Experience: - Familiarity with Mechanical Design and Cascading Linear Slides - Proficiency in CAD software - Experience in animating CAD models - Ability to produce high-quality renders - Past experience working on similar projects If you've got the experience and skills needed to create a detailed and animatable mechanical CAD model for an inventory tracking robot, I'd love to he...

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    ...the effectiveness of these three sample selection adjustment methodologies in quantile regression modelling framework is to be tested, and the best one is to be further used in “decomposition” analysis. The three types of sample selection adjustment methodologies are: • Albrecht et al. (Research Paper): This procedure combines a semiparametric binary model for the participation equation with a linear quantile regression model for the wage equation and follows Buchinsky's (1998) approach. The research paper is based on this approach. • Arhomme (Stata Package): ssc install arhomme • Qregsel (Stata Package): ssc install qregsel To determine the impact of various characteristics of workers on their wage in the regular and casual sectors using “sa...

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    ... PD Modelling: Two models are developed to estimate the probability of default (PD) — a basic model using FICO scores and loan-to-value (LTV) ratios, and an enhanced model incorporating state-level income growth. This step involves calculating PDs, visualizing trends over time, and comparing the accuracy of both models to assess the added value of including economic factors. LGD Modelling: A linear regression model predicts loss given default (LGD), incorporating variables from the enhanced PD model. This involves estimating LGD, plotting averages over time, and economically interpreting these predictions. The section also delves into the potential impact of income on LGD and suggests additional explanatory variables. Generative AI in Credit Risk Prediction: The assignme...

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    ...industries. • Aim: This project's goal is delivering a bright, bold, and unique aesthetic that captivates and engages guests. • Preferred Style and Colors: The design should embody an eclectic mix of styles and a bold color palette to create a vibrant mood. Ideal skills for this project: • Proficiency in eclectic interior design • Experience in bright, bold color scheming • Experience designing for hospitality businesses. Your creative vision in blending different style elements can create an energetic, inviting atmosphere in our establishment. Interior Design Brief for Women's Salon 1. Overview: Design focus: Create a luxurious and functional space for a women's salon with distinct areas fo...

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    Show Me Your Skills With a 1 minute Test video: exaplaining how to solve this linear equation: " 3x-7 = 14 " Coul be a Easy Sketch Pro animation Style or, Like the one of 3blue 1 brown or the style you choose, exaplaining how to solve this linear equation: " 3x-7 = 14 " MATH VIDEO OF 5 MINUTES - ABOUT LINEAR EQUATIONS -BETTER THAN VIDEOS OF THE LINKS I POST BELOW OR IF YOU COULD DO IT LIKE THE VIDEO OF 3 BLUE 1BROWN or WITH EASY SKETCH PRO GO AHEAD, NO MATTER WHATS THE METHOD I WANT THEM TO BE BETTER THAT THE VIDEOS I POST IN THE LINKS BELOW I'm looking to produce a captivating educational video that makes learning basic math concepts engaging for elementary school students. EXAMPLES THE VIDEO I NEED SOMEONE THAT COULD DO IT BETTER THA...

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    I'm looking for someone experienced with Ansys or similar CFD software to design an extruder die that can create a multiple revolution helix. The perfect freelancer for this project will have a solid background in Computational Fluid Dynamics (CFD) and expert-level knowledge of Ansys or equivalent and some plastic extrusion understanding. Some critical aspects to consider in the modelling are: - High dimensional accuracy, while managing a linear velocity gradient across the width of the extrusion - A flat bottom and side walls, perhaps using co-extrusion as a way of delivering this - Some insight and design of tooling for handling the extrudate from the die as it solidifies into the helical column. Overall, this project requires a creative intuition a...

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    ...multiphase flows extensively. Secondary Objectives: - Investigate the potential impacts of varying parameters on fluid dynamics to add depth to the research findings. Ideal Skills: - Comprehensive understanding and experience using MATLAB for advanced computation and problem-solving - Background in physics or mathematics, particularly in the area of Computational Fluid Dynamics - Knowledge of non-linear Boussinesq type equations - Track record in turbulence and multiphase flow modeling - Diligence in carrying out precise and accurate simulations You role will play a crucial part in the success of this research project. Your expert insight will be instrumental in drawing meaningful conclusions from complex data, and your innovative solutions will push the boundary of what'...

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    I'm seeking a professional with exceptional skills in linear optimization to promptly minimize the cost of a particular project. Since cost minimization is the main objective, I require a high level of proficiency and experience in this area to achieve the best possible results. Despite the fact the constraints were not specified for this operation, adaptability is essential given the unknown elements. It's vital that you as the solver take this into account and ensure that possible scenarios are factored into the optimization process, be they budget, time or resource constraints. Please note, this project is time-sensitive and needs to be completed immediately. Ideal Skills and Experience: - Proficiency in linear optimization - Strong problem-solving abilities -...

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    ...Python scripts for servo motor control and Modbus communication. Milestone Payment: [Specify the agreed-upon amount for Phase 1 milestone] Phase 2: Linear Motor Integration & Color Sensor Setup Description: Integrate linear motors and configure a color sensor, including connecting the Mitsubishi-J2-Driver and Sunx sensor lx-100 to the Raspberry Pi. Develop custom Python scripts for motor control and sensor interfacing. Conduct testing and calibration to ensure accurate functionality. Deliverables: Linear motors integrated and controlled by the Raspberry Pi. Color sensor setup and interfaced with the Raspberry Pi. Custom Python scripts for linear motor control and color sensor integration. Milestone Payment: [Specify the agreed-upon amount for Phase 2 mil...

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    ...Python scripts for servo motor control and Modbus communication. Milestone Payment: [Specify the agreed-upon amount for Phase 1 milestone] Phase 2: Linear Motor Integration & Color Sensor Setup Description: Integrate linear motors and configure a color sensor, including connecting the Mitsubishi-J2-Driver and Sunx sensor lx-100 to the Raspberry Pi. Develop custom Python scripts for motor control and sensor interfacing. Conduct testing and calibration to ensure accurate functionality. Deliverables: Linear motors integrated and controlled by the Raspberry Pi. Color sensor setup and interfaced with the Raspberry Pi. Custom Python scripts for linear motor control and color sensor integration. Milestone Payment: [Specify the agreed-upon amount for Phase 2 mil...

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    In this project you must implement the algorithm in code The primal dual simplex algorithm. At the theoretical level, below is the description of the algorithm: Given a linear programming problem And given a solution λ0 is applicable to the dual problem. Ideal Candidate Should Have: - Proven experience in application development - Proficiency in coding and debugging - programming C files.

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    ...proficiency - Versatility in various data analysis tasks Those willing to bid on this project should; - Highlight their SPSS proficiency and mastery in their responses. - Include their direct and equivalent experience in data analysis using SPSS software. - Linear models: Introduction to linear models Fitting linear models Multivariate linear models Assessing confounders and interactions Fitting and interpreting linear Models with several predictors. - Logistic regression: Interpreting logistic regression models. Model fit, selection and testing logistic regression assumption. ...

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    I am seeking a competent Adobe Animate artist and coder with experience in creating interactive prototypes. The project will simulate a desktop environment where the user will follow a linear path or steps in order such performing a web search, scrolling through results and clicking on a predetermined link to bring up a search page. All graphic elements will be provided by us as vector layers for you to make interactive within the prototype desktop environment. Key points to note about the project: 1. **Level of Interactivity**: The outline project needs advanced interactivity. This includes but is not limited to the development of simulated desktop environments. 2. **Graphic Elements**: The graphic elements that will be deployed in this project are majorly Vector graphics. The...

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    I am seeking a skilled developer who is capable with one or more of the following: Python, Node Red, Home Assistant, JavaScript, HTML, and Raspberry Pi. This project will involve developing a GUI for a data acquisition product. While there is no specific programming language pre...beneficial. - Generate custom Node Red Dashboard GUI based on I/Os from/to PiPlates DAQC2 board. - Setting up Home Assistant to integrate IoT wireless sensors. - Providing a user friendly method of operating Raspberry Pi4 or 5. - Integrating Canvas Gauges with Node-Red. - Fabrication of fixed and end-user adjustable scaling tables to match sensor values with the gauges and to correct for non-linear sensors. - End user must be able to select the alarm (notification) value of each screen icon (gauge or ...

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    Trophy icon car rental logo Ended

    Seasonal business car rental. It has to be linear, minimal and easy The name is Vryko cars and the logo of the main business is attached

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    More details: Is this project for business or personal use? Personal What type of regression analysis are you interested in? Linear Regression What program do you prefer your regression analysis to be conducted in? Eviews

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    I'm seeking an expert statistician versed in conducting in-depth linear mixed modelling. The main objective here is to analyze and comprehend intricate relationships among several variables, a task requiring precision and detailed knowledge in applied statistics. You'll be working with time-series data. Having dealt with this data type before will be a great advantage, ensuring an apt understanding of the possible challenges and solutions. Adding to that, this project's complexity will stretch beyond mere bivariate analysis as three or more variables are set to be incorporated. Key skills needed: - Expertise in statistical analysis - Proficiency in handling time-series data - Experience in multi-variable linear mixed models - Excellent attention to detail ...

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    As a startup, our US-based ecommerce platform focuses on culinary delights. We are in need of a professional video editor who can expertly trim an...Background Music: As the saying goes, the right music can make or break a video. We need you to source and add soothing or engaging background music, suitable for the cooking theme. Ideal candidates for this project are those who have experience in video editing, particularly in the food sector, and are also familiar with ecommerce platforms. Experience in using time-based corrections and non-linear editing software are beneficial. Though the client has skipped the preferred video format, we'd appreciate suggestions on this matter. Ultimately, we're chasing perfection, and if you have it in you to provide that, we'd be t...

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    For my master's thesis, I would like to get some help with my data-analysis. I have performed experiments on understorey herbs. I'm seeking for a professional data-analyst who can perform, among other things, a statistical analysis using Anova-tests, linear mixed-effect models, Pearson-correlation-analysis and stepwiste multiple regression and write a 10 pages results part about it. Contact me for further information. Furthermore, I would love some help to put my word document in Overleaf and with my citations as well.

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    As a psychology doctoral student, my dissertation data requires expert analysis and I am seeking a freelancer skilled to perform this responsibility. Here's what I need: - Application of regression analysis, specifically multiple linear regression, to analyze my project data in R Studio. - I already have a specified regression model to be implemented. Your role will be to accurately apply this model to my specified set of data. - Prior experience with quantitative data analysis, notably with dissertation-level data, would be ideal. An understanding of psychology-related terminology and constructs will be highly beneficial. - The freelancer should possess strong analytical and problem-solving skills, ability to work independently, attention to detail and high proficiency in R S...

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    ...function signature to be : void convertYUYVtoRGB8888_neon (uint32_t *rgbDest, const uint16_t *yuyvSrc, int pixelsWidth, int pixelsHeight) YUYV uses 16 bit pixels, but a color conversion requires 2 pixels, as the Y value is shared between each 2 pixels. The resulting RGB pixels are ARGB32, with the alpha channel set to 0, so basically RGB. 2. Write an image resize/re-sample function using bi-linear interpolation. This is for a realtime image processing application and needs to be implemented using Arm Neon SIMD. We are currently using a nearest neighboor interpolation resize, which is fast but relatively poor quality. We want the function signature to be : void resample_image_neon(uint32_t srcRgbbuf, uint32_t destRgbBuf, int imgWidth, int imgHeight, float scaleX, float s...

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    I'm in need of a data analyst, capable of performing descriptive statistics and correlation tables, along with two linear regressions using Excel. I aim to identify trends and patterns that will help in improving operational efficiency and bolstering data-driven decisions. • The project involves analysis of data sourced from a Spreadsheet/Excel file. • The ideal freelancer should be skilled in Excel, descriptive statistics, linear regression and data interpretation. • The purpose of the research is not just to understand the current state of affairs but to make strategic decisions for the future. • A background in market research will be beneficial for the project. Your task will be to provide me with a comprehensive report detailing your fin...

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    I am in search of a proficient freelancer who can guide me through the process of learning and constructing coding frameworks for advanced energy demand forecasting methodologies to analyze the linear and non-linear trends of weather, urbanization, GDP & price with energy demand. My focus is on leveraging statistical and machine learning techniques for a trio of applications: energy demand(consumption ) forecasting and production/imports gap. Key Elements of the Project: - Introduction to and code development for ARIMAX, SARIMA, MARS, Random Forest, and XGBOOST models. - Application of these models to energy production/imports demand analysis, with a specific eye on predicting energy consumption and forecasting demand. - Utilization of diverse data sets including histori...

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    ...finance to develop a comprehensive balance sheet optimisation model. This project aims to enhance our financial analysis, risk management, and strategic decision-making capabilities. The ideal candidate will have a solid understanding of financial principles and experience in applying Python for complex financial modeling and analysis. Key Responsibilities: Design and develop a balance sheet optimisation model using Python, focusing on linear and dynamic programming initially, and incorporating stochastic modeling in later phases. Work closely with our financial team to understand requirements and integrate financial data sources, ensuring accurate and efficient data processing. Develop and implement algorithms for optimisation, risk assessment, and scenario simulation, ...

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    ...learning algorithm (multiple linear regression) to predict startup profits (). The following steps should be done and need to be explain the code using # comments 1. Read the dataset from the csv file and put input data in X and output data in Y. 2. Deal with missing and categorical data (Data cleansing, even if there are no missing data) . 3. Divide data into four subsets (X_training, Y_training, X_test, and Y_test). 4. Train the learning model using (Linear regression algorithm) 5. Make a list of predictions Y_pred and compare it with Y_test. Explain what do you remark? 6. Make a prediction for a given data sample. 7. Without using "predefined functions" Find the following: 7.1. Total deviation of the regression line 7.2. The equation of the Multi linea...

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    I need an expert in construction estimation to provide detailed quantities in square footage and linear footage for construction trades. The goal of this project is to have an accurate phase-by-phase breakdown of all costs associated for a better control and cost management. Here's what I'm looking for: - You need to have experience in the construction industry. - Proficiency in construction cost estimation is key, specifically in estimating quantities in and L/F. - An understanding of the different phases involved in construction will help you complete the breakdowns accurately. Accuracy in these estimates is paramount, as it will directly impact our budget and schedule. Your expertise in this field will help us maintain efficiency and profitability. Time management...

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