Linear regression for dummiesproiecte

Vreau sa fac un program de oferte pentru mobilier. Acesta trebuie sa contina mai multe campuri cum ar fi dimensiuni(metru linear), tip de fronturi (frezate si vopsite, PAL etc. ) feronerie samd. Programul trebuie sa genereze oferta in format PDF si sa tina un record pentru numarul de oferte emise.

...measures in the pandas package; - group functions; - treatment of missing values; - deleting columns and records; - statistical processing, grouping and aggregation of data in the pandas package; - processing of data sets with joining / joining; - graphic representation of the after with the matplotlib package; - use of the scikit-learning package (clustering, logistic regression); - static packet models (multiple regression)....

2 exercises with compress/decompress and regression/classification

...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 and prediction I am looking for a highly skilled individual who can guide me through the process and develop a reliable model for water clarity predicti...

I'm in need of a Machine Learning Engineer who can migrate our existing notebooks from RStudio and PySpark to AWS Sagemaker. Your task will be to: - Understand two models I have running locally. One is a Rstudio logistic regression model, and the other is a pySpark XGboost also running on local. - Migrate These two models to AWS SAGEMAKER. Data will be on S3 -Prepare models to run on sagemaker totally, so that we can do training and testing 100% on sagemaker.-Models are already running on a local computer, but I need to move them to Sagemaker 100%. Data is on S3 already. -You need to configure and prepare Sagemaker from end to end, and teach me how you did it, since I need to replicate it in another system. -I will give you the data and access to AWS Ideal Skills and Experi...

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 resour...

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

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

I'm in need of a Machine Learning Engineer who can migrate our models from RStudio to AWS Sagemaker. Your task will be to: - Understand the Rstudio models I have running locally. It is one Rstudio logistic regression model with several other codes for the data transformation part-, all in Rstudio. R. - Migrate The Rstudio models to AWS SAGEMAKER. Data will be on S3. -Prepare models to run on sagemaker totally, so that we can do training and testing 100% on sagemaker.-Models are already running on a local computer, but I need to move them to Sagemaker 100%. Data is on S3 already. -You need to configure and prepare Sagemaker from end to end, and teach me how you did it, since I need to replicate it in another system. -I will give you the data and access to AWS Ideal Sk...

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I'm working on an academic project that requires advanced statistical analysis. I need assistance with regression analysis and hypothesis testing. The statistical analysis is for an academic project, so I need someone who has a deep understanding of these methodologies. For the documentation, a comprehensive and professional LaTeX documentation is needed. It should include advanced formatting, custom LaTeX macros, and complex mathematical formulas. Ideal Skills: - Proficiency in regression analysis and hypothesis testing. - In-depth knowledge of LaTeX, particularly in advanced formatting. - Experience in academic projects is a plus. ***It consists of 6 advanced statistics questions and you are expected to write their detailed solutions in latex.

## Requirements To successfully complete this project, you need to collect and process data, then train and evaluate at least two machine learning models and lastly deploy them to a website. Please see below for further details: > Python (or a python package) is to be used everywhere it possibly can! **Data Collection** Data can be collected (legally) from anywhere. You may use data that you already have; or from sites that allow you to download the data, for example, [UCI Machine Learning Repository]() or [Kaggle Datasets](); or via web scraping; or via an API. We can restrict ourselves to data that would fit nicely into a spreadsheet. The content and amount of data are not the main consideration, as long as the data has: - at

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 cont...

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.

Objectives: To develop a model that predicts housing prices based on various features such as location, size, amenities, etc. Data Set Link: Kaggle: House Prices - Advanced Regression Techniques () Analysis Tools/Programming Language: Python, Pandas, Scikit-learn Final Outcome: A predictive model that accurately estimates housing prices. follow a step-by-step process to create ML models predicting housing prices, create heatmaps of different features to find the most correlated feature and apply several ML models on the dataset, make an evaluation metric comparing the different models based on precision, accuracy, R2 score, etc. and present the result in easy to understand ways. send me all the codes so that it can be

Chemical Regression Analysis of Chemical Molecules to predict the molecules charges.

I am looking to analyze the relationship betwee...adhering to Scottish dietary goals influences mental health scores - The mental health score is calculated via Wembys and GHQ12 in the said survey. Ideal Skills and Experience: - Previous experience with health-related data analysis is an advantage - Strong understanding of different statistical methods. There wasn't a specific preference, but demonstrating capability in Correlation Analysis, Regression Analysis, and/or T-Test Analysis could impact selection chances. This project is not just about crunching numbers but expected to unravel meaningful insights which can bring valuable influence on health and food policies. I look forward to working with passionate, diligent professionals who care about the real-world impact of ...

I am looking 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 reg...

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...

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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I am in need of a skilled Python developer who is also knowledgeable in statistics to test an existing Pytho...performing complex statistical and probability calculations, such as: - Descriptive statistics - Hypothesis testing - Regression analysis - Probability distributions - Conditional probability - Bayesian inference Ideal Skills: - Expertise in Python programming - Strong background in statistics - Experience with statistical libraries in Python (e.g., NumPy, SciPy, Pandas) - Attention to detail and ability to debug code effectively - Strong problem-solving skills and the ability to troubleshoot Please provide examples of previous work, particularly any projects that involve statistical or probability calculations. This will help me evaluate your suitability f...

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.

I am in need of the expertise of a machine learning professional to develop versatile classification models including Multi-Class Logistic Regression, Support Vector Machine, Random Forest, and Gradient Boosting Model. The goal is to predict NHL game results. Key aspects that need consideration are: * Team and player statistics. Required skills and experiences: * Proven track record in Machine Learning, specifically in the creation of classification models (Multi-Class Logistic Regression, Support Vector Machine, Random Forest, and Gradient Boosting Model). * Expertise in sports data analysis, particularly in the NHL. * Strong knack for accurate prediction success rate. * Able to provide a comprehensive report comparing the model results. In your proposal, pleas...

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.

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...

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.

...highly qualified professional with extensive experience in econometrics and statistical regression modeling, particularly utilizing STATA software. The project involves a comprehensive analysis of employee wage data using quantile regression and decomposition techniques, both with sample selection adjustments. OBJECTIVE 1.) Determine the impact of various characteristics of workers on their wage in the Sectors (regular and casual separately) using the BEST sample selection adjustment technique along a conditional quantile regression model, and then decompose the gender wage gap (between males and females) with the same sample selection adjustment technique using Melly’s Machado-Mata decomposition for regular and casual separately. 2.) Determine the i...

For my project, I'm seeking an expert in creating statistical formulas that would convert compiled raw data into a clean, streamlined dashboard. This formula should be able to handle the following: - Data Type: Call volume averages from the past week. - Statistical Concept: The formula should be able to perform a comprehensive regression analysis and probability calculation from the raw data. Ideal candidates should have a solid background in statistics, proficiency in data visualization and analysis, and significant experience with dashboard creation. Knowledge of how these concepts apply to call center data would be a definite plus. Effortless transformation of data into easily digestible information is the key objective here.

The aim of our project is to identify relationships between variables in a given dataset. We'll be utilizing pooled data...aim of our project is to identify relationships between variables in a given dataset. We'll be utilizing pooled data in order to conduct this analysis. If you are experienced in handling such kind of data, it would be optimal. Familiarity with regression concepts and an ability to interpret and manage data sets with less than 5 independent variables is mandatory. Key Responsibilities: - Evaluate and Identify relationships between different variables - Conduct regression analysis on pooled data Ideal Skills: - Strong understanding of regression analysis - Proficient in handling and interpreting pooled data - Experience managing datas...

I want someone to do a statistical analysis for me using spss. My data consists of 150 participants whose age, gender, BMI, and 3 lab tests ( level of K, L, and K/L ratio) were conducted upon ( results are provided as numerical value ). • I want descriptive statistics and charts based on: a) Age group where they are divided into 4 different groups ( 18-30, 31-40,4 1-50, 51-64). b) Per Gender. • I want the (2.5, 5, 50, 90, and 97.5) percentiles for each lab test result (grouped according to age as well). • I want to test whether there is a statistical significance for each of age, gender, and BMI on each of the 3 lab tests ( K, L, and K/L ratio). Also, I want the 3 factors to be combined in one regression analysis. • Note that I...

I'm in need of a Machine Learning Engineer who can migrate our existing notebooks from RStudio and PySpark to AWS Sagemaker. Your task will be to: - Understand two models I have running locally. One is a Rstudio logistic regression model, and the other is a pySpark XGboost also running on local. - Migrate These two models to AWS SAGEMAKER. Data will be on S3 -Prepare models to run on sagemaker totally, so that we can do training and testing 100% on sagemaker.-Models are already running on a local computer, but I need to move them to Sagemaker 100%. Data is on S3 already. -You need to configure and prepare Sagemaker from end to end, and teach me how you did it, since I need to replicate it in another system. -I will give you the data and access to AWS Ideal Skills and Experi...

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. 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.

I require a well-crafted PowerPoint presentation for an educational purpose. The main focus of the presentation will be on Medical Research. Key Specification: • Review of the attached study comparing Tenectaplase with alteplase for acute ischemic stroke Cover/summarize the intro, methods, results and discussion. Include which statistical analysis was used Dedicate 1-3 slide in the end to discuss common statistical regression models and how they work • Engaging yet informative slides. • Clear, precise and scientifically accurate information. Ideal Skills and Experience: The ideal candidate should have experience in crafting educational presentations, preferably in the Science industry. A solid understanding of Medical Research will give you a compet...

...Direct Investment), CPI (Consumer Price Index) and REER (Real Effective Exchange Rate). - Advanced statistical analysis of retrieved data. - Delivery of comprehensible reports explaining the data analysis. - We need to extract the above mentioned data for India. The data will need to be processed, either on a quarterly or monthly basis. (Monthly is preferred). Run all the required tests on the data (autocorrelation, heteroskedasicity, check for correlation, stationarity. Run ARDL to check short and long term relationship. And run a VAR regression. We have a reference article that we want to replicate by using our time horizon, original data and code. Required Skills: - Proficiency in R coding - Extensive knowledge in financial indicators. - Ability to conduct...

I am seeking a specialist proficient in QA automation with Selenium...JDBC, and Jenkins. You should be available to work within the US timezone CST (8 AM to 5 PM). Key Responsibilities: - Automation tasks including data, input, and field length validations - Form filling and regression testing - Filling the form with random data for testing Ideal Skills and Experience: - Proven experience in QA automation - Proficiency in Selenium, Core Java, and Jenkins - Strong knowledge of SQL database validation using JDBC - Excellent understanding of data validation principles in Excel - Adherence to the US timezone for work collaboration This role is perfect for those who are thrilled by the challenges and intricacies of QA automation with an emphasis on the optimizat...

...model exoskeleton that prioritizes 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, ...

I am seeking a professional to explain the applications of various quantile regression methodologies for the analysis of wage and gender wage gap differentials based on previous studies. The review is to be done from latest to oldest, and thematically, with the main themes being: - Conditional Quantile Regression for wage or gender wage gap Analysis - Unconditional Quantile Regression (or Recentered Influence Function) for wage or gender wage gap analysis - Sample Selection Adjustment in both the conditional and unconditional quantile regression for wage or gender wage gap analysis - Comparison between the above methodologies - Quantile Regression-Based Decompositions, namely Machado-Mata Decomposition, Melly's Modificatio...

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...

Looking for an experienced Python coder who can assist me with my academic research paper on Data Analysis. Main points of the job involve: - Managing multidimensional data: Experience with sorting and managing large datasets in Python is required. You should have proficiency in handling multidimensional data sets, ensuring the accuracy and consistency of data. - Implementing regression analysis: This is the specific statistical method we will be using in our research. The successful candidate will be skilled in running regression analysis in a Python environment, and in interpreting the output. Ideal candidates will have experience in academic research, specifically in Data Analysis. Also, having familiarity with the relevant field of study will be a plus. I expect...

As a client, I'm seeking an experienced data analyst who is proficient in the use of SPSS software for statistical analysis. Key Tasks: - Execute Statistical analysis using SPSS Ideal Candidate: - Experience with SPSS is a must - Ability to perform statistical analysis - Good understanding and experience with regression analysis, time-series analysis, and hypothesis testing With your expert skills and knowledge, I'm assured our project will be a success. Looking forward to your bids.

...using R Studio for a data analysis and 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 ...

...Decision trees, or Support vector machines) that might be best suited for this project Required skills and experience: - Proven experience in ML and AI - Familiarity with a broad range of ML algorithms - Strong portfolio demonstrating past work in similar projects While applying, keep in mind: - Detailed project proposals - Demonstration of past work - Qualifications and experience in the sector PROVIDE SAMPLES OF LIVE COMPLETED WORK THAT IS SIMILAR TO THIS PROJECT. Overview We require the development of an application that uses machine learning for incoming invoices and receipts. Combining regression, classification, and clustering, the output is to establish a repository of purchases and create predictive analytics for future transactions. All...

I'm in need of a skilled biostatistician who can efficiently carry out a full statistical analysis on my quantitative data project. Key Tasks: - Data analysis - Utilising statistical modeling - Tailoring a detailed study design based on outcomes Required Skills and Experience: - Expertise in statistical methods including descriptive statistics, inferential statistics, regression analysis, and Chi-Square test - Proficient in biostatistics - Strong understanding and interpretation of quantitative data The ideal freelancer should be able to provide a thorough analysis and report on the data to aid in the continued development of the project. They must possess an excellent command of statistical techniques and tools with a fine attention to detail.

For my project, I require the expert knowledge of an Econometrics professional who is adept at operating the STATA software. The primary task centers on the analysis of cross-sectional data. This endeavor will necessitate the utilisation of descriptive statistics. It would favor the project greatly if the chosen freelancer has experience in executing similar tasks and possesses a firm understanding of hypothesis testing and regression analysis. Skills and Experience: - Proficient in Econometrics - Expert user of STATA - Strong experience in data analysis - Solid background in descriptive statistics - Familiarity with cross-sectional data analysis. A freelancer who exhibits these skills and has a history of efficient task completion will be the ideal fit.

Seeking an experienced manual testing expert to perform comprehensive testing on my application. This assignment involves: 1. Functional testing: Checking the application's functionality to maintain overall smooth operation. 2. Regression testing: Ensuring software changes don't disrupt existing functionalities. 3. User acceptance testing: Assessing the software's practicality and its user-friendliness. Scope of work would entail full application testing, and your role will also comprise creating detailed test cases. Ideal candidate should possess lustrous skills in formulating test cases, full application testing, and managing varying types of testing. Previous experience in a similar role is a definite plus.

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.

I am in search of a seasoned data analyst who will perform a comprehensive analysis on a large Excel dataset, with m...Creating intuitive charts and graphs to illustrate the data trends and patterns. - Statistical Analysis: Implementing statistical methods like Regression Analysis, Time Series Analysis, and Hypothesis Testing to interpret the data and draw conclusions. This demands a great deal of experience in Excel, data cleaning, statistical analysis, as well as in working with large datasets. A solid understanding of regression analysis, time series analysis, and hypothesis testing is strongly required. An efficient, meticulous, and detail-oriented approach towards data is key. Your ability to draw meaningful insights from raw information will be crucial for the ...

Technical Requirements Specifications for our Mobile Money Solution Context Our aims to provide its subscribers with an innovative mobile money solution. This solution will enable users to perform various financial transactions and payment operations directly from their mobile phones. To carry out this project, we are looking for a competent technical provider to ensure the design, development, deployment and support of the Mobile money solution. Preliminary mockups of the solution are provided in the appendix to illustrate the functional expectations. 1. Objectives Develop and implement a complete, robust and secure mobile money solution allowing our customers to perform various financial operations via their mobile phones. 2. Functional Scope The functional scope of M...

I need an expert in SQL, Python, Tableau to undertake data analysis project on less than 1GB of categorical data. The main requirements of the job include: - Proficiency in Python, SQL, Jupyter, Spyder, and Tableau recommended - Strong background in data analysis, regression, and machine learning - Experience working with categorical data specifically - See for details The chosen freelancer should be able to analyze and interpret the data in a way that can drive actionable insights. While the data set is not overly large, accuracy and attention to detail are paramount. Previous experience working on similar projects is highly desirable.