Pandas dataframe to sklearn dataset Jobs

I am looking for a skilled freelancer to undertake a web scraping project. The objective is to extract a comprehensive list of therapists from a specific website () and prepare this information in a way that is immediately useful for my project. **Key Details to be Extracted:** - Therapist's Name - Location (Anschrift, PLZ, Ort) - Contact Information (Telefon, Email) - Instagram profile link (if available) **Presentation of Data:** - The extracted data should be organized and presented in an Excel spreadsheet for easy analysis and use. **Data Cleaning Requirements:** - It is crucial that the extracted data is cleaned and organized, which includes: - Removal of any duplicates. - Formatting of phone numbers for consistency. - Ensuring email

Wir suchen regelmäßig Unterstützung bei der Umsetzung von Aufgaben in Power BI. Aktuell benötigen wir für unser Finance-Dataset ein neues Berechtigungskonzept und deren Implementierung. Des Weiteren wird Unterstützung bei unserem Dataset für HR-Controlling gesucht. (HC und FTE Berechnungen)

Ich habe ein Dataset über die Benutzung von Chatbots mit Variablen aus Psychologie. Dataset muss in spss analysiert werden (main effects, interactions, anything interesting).

* Create a python class that scrapes alle entries found on and writes them into a pandas dataframe * Python base class is already given, and two examples of equivalent scrapers are included. * Skeleton code at * Fields found on each page must be mapped to proper field in dataframe according to attached URL for start:

I am looking for someone who can create a quick and dirt node.js API that can be so the following : Scrape and store the dataset found on and add It to a database. This mongodb we have to prepopulate with this Dataset of the information from 1995-2020 We should automatically update the information stored in the database once a month, using either the web platform : or from an excel sheet :

...und ca 2000 Gemeinden Link zu Open Data. Dabei gehört immer eine Gemeinde zu einem Bezirk und immer ein Bezirk zu einem Bundesland. Die Identifikation ist über die Gemeindekennziffer möglich (siehe ) Die Datengrundlage ist als Open Data hier verfügbar/verlinkt: Ich benötige eine CSV-Datei, in der ich sehe: - Welche Gemeinde zu welchem Bezirk gehört - Welcher Bezirk zu welchem Bundesland gehört - Welche Gemeinden an welche anderen Gemeinde angrenzen (wobei eine Nachbargemeinden nicht im selben Bezirk sein müssen) - Welche Bezirk an welche anderen Bezirks angrenzen (wobei Nachbarbezirke nicht im selben Bundesland sein müssen). Über ein Angebot

Suche jemanden der mir 100 Designs für Teezily oder ähnliches erstellt. Einfache Silhouetten - Schwarz/Weiß Folge Aufträge möglich Themen: Pandas Einhörner Katzen Hunde

i have some database entries and i would like to print them out example id: 3 plz: 4202 ort: Kirchschlag, Geitenedt preis: 129.000 wfl: ca. 58 m2 gfl: ca. 1143 m2 zimmer: 3 name: Sommerhaus in Kirchschlag direkt am Bach gelegen, mit herrlichem Linzblick text: Nettes Sommerhaus in Kirchschlag, Geitenedt, mit Garage in ruhiger Lage mit Blick auf Linz bzw. Altenberg. Derzeit wird es als Wochenendhaus genutzt, kann aber jederzeit als Hauptwohnsitz adaptiert werden. imagelink: uploadid3;uploadid3;uploadid3; now i want additionally split the imagelink: uploadid3;uploadid3;uploadid3; and system out like this id: 3 plz: 4202 ort: Kirchschlag, Geitenedt preis: 129.000 wfl: ca. 58 m2 gfl: ca. 1143 m2 zimmer: 3 name:

...seeking a skilled data professional to help me with data analysis. This will involve understanding and analyzing the data I provide in order to draw meaningful conclusions. Key Responsibilities: - Understand the dataset and its context - Utilize appropriate analytical methods to derive insights - Present conclusions and recommendations in a clear and concise manner Required Skills and Experience: - Proven experience in data analysis - Strong analytical and critical thinking abilities - Familiarity with data visualization tools - Excellent communication skills, particularly in presenting complex data in a comprehensible manner Please note: While I've not specified the kind of data we will be working with, you should be comfortable working with any ...

I'm in need of a proficient Data Analyst to tackle several tasks on a small dataset (<10,000 records) that consists of categorical information. Your role will encompass: - Cleaning and preprocessing the data to ensure it’s analysis-ready. - Creating intuitive visualizations and comprehensive reports to summarize data findings. - Performing accurate statistical analysis on the preprocessed data for deeper insights. The ideal candidate for this job should have impeccable experience handling categorical data, performing data cleaning, visualization and reporting as well as statistical analysis. Your ability to communicate complex data in a clear, concise manner will be paramount. I look forward to receiving detailed and informed propos...

I'm in need of a skilled PyTorch expert who can lend their expertise to my ongoing deep learning project. Here's a breakdown of the assistance I require: - **Model Training**: I need help with training the model. This would involve working with the PyTorch framework and implementing the necessary optimization techniques. - **Data Preprocessing**: The dataset for my project is of medium size (1,000 - 10,000 samples) and it requires thorough preprocessing. I'm looking for someone who has experience dealing with datasets of this scale and can help me with data cleaning, normalization, and other preprocessing tasks. - **Model Evaluation**: Once the model is trained, I would like assistance with evaluating its performance. This would involve running tests on th...

I have a simple powerbi poject. I have a dataset in excel based on which i need a table in the dashboard. I also require a filter to filter the rows The filter should be based on 3 columns in the table. In the dataset a user can be in more than one column. for example lets say the 3 columns are A, B and C. the values can be A, B, C or blank in those columns. user X had values A, B and blank in the columns A, B and C In this case if you filter the data using value A from the dropdown, it should show user X also if you select B. However if you select value C in the filter the user/row will not be present.

...(DL) to help me with an image classification project. Requirements: - My dataset consists of around 200 images for classification. - The primary source of the images is yet to be determined. - You should be able to understand the task of image classification and implement a solution using ML/DL techniques. Ideal Skills and Experience: - Proven experience in image classification projects using ML/DL. - Ability to work with a smaller dataset and optimize model performance. - Proficiency in popular ML/DL libraries and frameworks like TensorFlow, Keras, scikit-learn, etc. - Strong understanding of neural networks and their applications in image classification. - Excellent communication skills and ability to explain complex technical c...

...expert to help me with a unique project. I have a dataset of sales transactions data in Baku from the past two years, which I need thoroughly analyzed. Your task will be to provide a detailed, city-wide overview of the trends in house prices over this period. Specific tasks include: - Analyzing monthly house prices in Baku over the past two years - Identifying any patterns, trends, or anomalies in the data - Providing a comprehensive report that is easy to understand for non-experts - Suggesting implications of these trends for potential investors or real estate professionals Ideal candidates for this role will have: - Proven experience in data analysis, particularly in the real estate sector - Proficiency with data analysis tools and software - A keen ey...

I have a basic school project that requires inputting provided data into Microsoft Excel. Here are the specifics: - You will be provided with a simple dataset. - The main objective of the project is to input data from this dataset accurately based on the given instructions. The ideal freelancer for this project would be someone who is: - Proficient in Microsoft Excel. - Detail-oriented to ensure accurate data input. - Able to follow provided instructions carefully.

I have a Microsoft Excel assignment that needs expert ha...assignment that needs expert handling. My needs include: - Data analysis: I want to make sense of my data, and uncover any hidden trends or correlations. - Formula creation: I require the creation of Excel formulas to automate data processing tasks. - Graphs and charts: I need insightful visuals to represent my data. This will aid me in understanding and communicating it more effectively. While it's unfortunate I could not provide more detailed information, it's vital that the freelancer can work with a certain degree of ambiguity. Expertise in Excel-based data analysis, formula creation, and chart and graph creation are essential. An ability to uncover data insights, no matter how smal...

I've a large dataset exceeding 10,000 records that requires comprehensive analysis using SAS Studio. Key Tasks: - Data Cleaning and Validation: There are various forms of inconsistencies and inaccuracies that must be identified and rectified prior to any analysis. - Statistical Analysis: After the data is cleaned, statistical analysis should be performed. This will involve identifying trends and key patterns within the data. - Segmentation: The end goal of this project is to segment the data into meaningful groups. This will require profound understanding of the data, and the ability to identify relevant grouping criteria. Ideal Candidate: - Proficient in SAS Studio - Strong experience with large dataset analysis - Expert in data cleaning and s...

I'm seeking a talented Python programmer with experience in Pytorch, specifically in the areas image segmentation. I will provide you with a specific dataset of images to work with, so you should be comfortable working with image data. Your primary tasks will be to: - Create an image segmentation model to partition images into meaningful regions. Ideal candidates for this project should have: - Strong proficiency in Python and Pytorch - Extensive experience in computer vision tasks, including object detection and image segmentation - Prior experience working with image datasets

I'm in need of a PowerBi expert to resolve a critical error for me. The error message reads: "Failed to save modifications to the server. The error returned: 'Relationship '59f250b2-ca16-47f4-8a50-ba4d8636a1ed' points to deleted column 'Setter 2' in table 'Bridge of Setter'." - Urgency: The task should be completed within 24 hours. - Documentation: I don't need any documentation on how the issue is resolved, just the solution itself. - Dataset Access: Unfortunately, I can't provide access to the original dataset. The expert will need to resolve the issue without it. Skills and experience required: - Proficient in PowerBI with experience in resolving server-related errors. -...

Se busca desarrollador de Python con amplia experiencia en: • Scrapy. • Django. • Manejo de servidores Linux. • Pandas. Aparte de esos conocimientos debe cumplir estos requisitos: • Debe de dominar el castellano. • Incorporación inmediata. • Disponibilidad mínima diaria de 6 horas. • Dispuesto a cumplir un horario fijo. • Dispuesto a mantener reuniones telemáticas diarias. • Diariamente debe remitir al final de su jornada las horas empleadas, un resumen del trabajo realizado así como subir commits de su trabajo. • El control de las horas de trabajo se realizará por la aplicación de freelancer. • El precio de la hora de trabajo debe ser inferior a 8 €uros.

I need assistance with copying & pasting data from spreadsheets. The dataset is less than 1,000 entries. Ideal skills and experience for this job: - Experience with data entry, especially from spreadsheets - Attention to detail - Proficiency in Excel - Ability to meet deadlines It's a straightforward task. The goal is to ensure the data is accurately copied and pasted.

I'm looking for someone skilled in both data science and natural language processing (NLP). ...text classification, and named entity recognition. Key Requirements: - Your experience with sentiment analysis should be strong. - You should have a solid background in text classification and be able to manage a medium-sized dataset. - Experience in named entity recognition is essential for this project. Dataset Details: - The dataset you'll be working with is stored in text files. This is a medium-sized dataset, containing between 1,000 and 10,000 data points. The successful completion of this project will require deep expertise in NLP techniques, a keen eye for detail, and the ability to deliver accurate and efficient analyses. Pleas...

I'm looking for a professional who can scrape specific tables on a government website for insurance claim statistics. Key Requirements: - Web Scraping: You should have prior experience in web scraping and can navigate through the website's structure to extract relevant data. - Data Extraction: The main focus will be on compiling data related to insurance claim statistics. The final deliverable should be a well-organized dataset with accurate claim statistics. Please share your experience in similar projects.

I am looking for an expert in AI, specifically with fine-tuning experience in Convolutional Neural Networks (CNN). My primary focus is on improving the...accuracy of specific tasks in the field of Natural Language Processing (NLP). Key tasks for this project include: - Evaluate the current performance of the CNN on specific tasks - Implement fine-tuning protocols to enhance accuracy - Validate and optimize the model for our specific dataset Ideal freelancer must have: - Extensive knowledge and experience in Artificial Intelligence - Proficient with Convolutional Neural Networks - A strong understanding of Natural Language Processing - Proven track record with AI fine-tuning. Your core responsibility will be to adapt our current AI model to enhance its task ...

...analysis. Key Responsibilities: - Conducting data visualization to present insights in a clear and compelling manner - Performing statistical analysis to extract meaningful patterns and support decision-making I will provide you with a working file that retrieves data from our Python/R library. Your responsibility would be to process and analyze this data. We use Python/R with Jupyter notebooks. Ideal Skills: - Strong proficiency in Python - Experience with data visualization tools such as Matplotlib, pyplot and of course Pandas - Proficiency in statistical analysis methods and tools I want two reports created in an engaging style that work with any time series datasets. The reports are working demonstration reports to showcase the f...

I'm looking for a Python expert who can help me preprocess and normalize a CSV dataset for a machine learning project. Key Responsibilities: - Loading the CSV dataset - Adjusting timestamps - Merging data from a single file - Normalizing the data using Min-Max scaling Ideal Skills and Experience: - Proficient in Python programming - Solid understanding of data preprocessing techniques - Experience with handling and merging large datasets - Familiarity with statistical analysis and machine learning modeling This project is crucial for setting a solid foundation for the subsequent machine learning analysis. The freelancer who takes on this role should be able to execute these tasks accurately and efficiently, with a strong eye for detail.

I'm looking for an experienced Python developer who has previously worked with options Greeks and the Zerodha API. Your main tasks will involve: - add third order greeks to an existing code The ideal candidate should have a strong command over Python, especially the Pandas library, and a thorough understanding of financial markets, particularly options Greeks. Prior experience working with the Zerodha API will be highly beneficial for this role. I look forward to your proposals!

I have a simple python script that interact with an API that takes data from said api and outputs it in a table. The service where I use the API also has a website where I can see in the same table format the exact same data. Pandas know how will help. My problem is that the data from API and from service is mismatching. Your job is too look and identify where the problem is. You will receive both program (simple streamlit app that runs locally) and login details to website to cross check.

I have a dataset of images and I'm looking for someone experienced in U-Net algorithm. Project description: - Write PyTorch U-Net training model on top of provided base code (, , , ). - Train the model until achieving a validation dice score of min. 0.875. - Deliver source code and trained model until Wednesday 10 pm (Vietnam time zone).

I'm seeking an expert in Excel who can help me with a few diverse tasks, such as data entry, creating formulas and functions, and conducting data analysis. The dataset I'll be working with is medium-sized, ranging from 100 to 1000 rows. The primary goal of this project is to organize and structure the data. Ideal skills for this project include: - Proficiency in Excel, including using formulas, functions, and pivot tables. - Excellent attention to detail for accurate data entry. - Experience with data analysis and the ability to draw meaningful insights from the data. - Strong organizational skills to structure the data effectively. Ultimately, I'm looking for someone who can help me streamline my data management processes and turn...

I'm looking for a skilled Excel professional to clean a text-based dataset for me. The dataset is not massive, but it's quite messy. The data cleaning task is relatively straightforward and basic. You'll have to perform operations such as removing duplicates and adjusting formats. Ideal Skills and Experience: - Proficiency in Excel: You should be comfortable working with large datasets in Excel, including applying formulas and functions. - Data Cleaning Expertise: Prior experience in cleaning text data is a major plus. - Attention to Detail: The devil is in the details; I need someone who won't overlook small nuances in the data set. Once the data is cleaned, I'll need you to carry out some basic analysis on it. This w...

...in Python programming - Familiarity with Pandas and Beautiful Soup - Experience in data analysis The job mainly involves reviewing the existing code, fixing any issues that may hinder the data extraction, and ensuring that the extracted table is ready for analysis. Please note that no additional data preprocessing is required. (feel free to rewrite code if you have better idea) --- name "iXBRL" , inside folder contain multiple html file(hundreds to thousands), each html file contain multiple tables(vary from 15-35, depend on each html file). Python to extract specific table and vertically stack them together to create an Excel file.(first column add html filename.) inside html file is encoded in chinese, so must use chinese to vie...

I need an SPSS expert urgently. I have a dataset that requires thorough analysis using SPSS. You'll need to perform a variety of statistical calculations and data processing to derive meaningful insights. Although I have not specified the exact type of analysis required, I will provide you with the dataset and further instructions once we are in contact. The dataset is not very large, but the analysis is vital for a project I am working on. This is quite urgent, so I'm looking for someone who can dedicate their time to this task and deliver results promptly. Ideal skills and experience: - Proficient in using SPSS for statistical analysis - Ability to handle datasets of varying sizes - Strong understanding of statistical conce...

...model. I have a specific dataset that I would like to use for building the model. This dataset is of moderate complexity, featuring multiple variables. The primary goal of the model will be to understand the relationships between these variables. Key Responsibilities: - Utilize the provided dataset to develop a causal model - Ensure that the model is capable of effectively illustrating relationships between variables - Optimize the model for performance Ideal Candidate: - Proficient in Machine Learning and Python - Experience with building causal models - must have worked on techniques like robust synthetic control, dowhy, econml, trigamite, DECI and other double ML/causal techniques - Strong analytical and problem-solving skills - Ability ...

Title: Automated Data Retrieval from Websites Using CRM and CID Numbers Description: We are looking for an experienced developer to automate the process of retrieving data from specific websites using CRM and CID numbers. The goal is to develop a script or tool that will: Look up Doctor's Specialization: Use CRM numbers to search on the website: CFM Doctors Search Extract doctor's information including their specialization. Look up Disease Descriptions: Use CID numbers to search on the website: MedicinaNet CID10 Search Extract the disease description. Deliverables: ( ) A script or tool that can take a list of CRM and CID numbers as input. Automate the search process on the specified websites. Extract

I have a Python notebook containing well-structured code that effectively translates a sample of a large dataset from English to Arabic. However, the current code cannot handle the entire dataset due to its size. using : model_name = 'Helsinki-NLP/opus-mt-en-ar' Tasks: - Modify the existing Python code in the provided notebook to translate the entire dataset from English to Arabic. - Ensure the translated data is saved in two formats: Comma-Separated Values (CSV), and Apache Parquet (.parquet) - Provide the CSV and parquet files after saving (most run and give results)

I have a substantial Exc...table and I am in need of a skilled data analyst to help with correlation analysis between Column 1 to 9 of my dataset, which contains more than 4200 rows and 9 columns. Need the source file of xls with formula too Key Responsibilities: - Perform accurate correlation analysis on specified columns - Generate line graphs to visualize the correlation Ideal Skills and Experience: - Proficiency in Excel and correlation analysis - Solid understanding and experience with line graph creation - Excellent problem-solving abilities - High attention to detail I'm looking for accurate and efficient work so I can understand the relationship between my data points and act accordingly. Your experience could be the key to enhancin...

As a dynamic and data-driven company, we're seeking an expert in excel and dashboard creation, who can turn our user preference data into an insigh...can turn our user preference data into an insightful pie chart dashboard. Key tasks will include: - Analyzing and working with key metrics like product preferences, and communication preferences. - Use this dataset to design and implement an easy-to-navigate dashboard. - Display product preferences using a pie chart. Ideal candidate will: - Have solid experience in Excel and creating data visualizations - Have a precise eye for detail to ensure accurate data interpretation - Have strong communication skills to understand and implement our specific preferences. We look forward to seeing how ...

I'm in need of an expert in Rapid Miner to assist in analyzing a dataset and generating an inference report. Key Responsibilities: - Perform advanced data analysis on provided dataset. - Create and execute predictive models. - Generate a comprehensive inference report based on the analysis and model results. (2500 words) I would like to pay $50 for this project

I need a proficient data analyst to perform an in-depth exploratory data analysis. This analysis is pivotal for identifying trends and patterns, detecting outliers and anomalies, and assessing the data quality. You will need to create a PowerPoint presentation or slide deck along with a script or talking points based on your own perspectives and insights gained from your analysis, culminating into a 5-10min presentation. *Visuals must be included* A rough time breakdown for the presentation would be: 1-2 min introduction of datasets, why it was chosen etc. 3-4 min how the data was cleaned and analysed, talk about the insights, talk to the visuals presented. 1-2 min conclusion and wrapping up the presentation etc. Key Requirements: - Proficiency in data analysis and ...

I'm s...Details: - The primary goal is to implement an Object Detection DNN on the Kria SOM FPGA. - The approach is real-time video processing, hence the need for efficiency and speed. - The system should be based on the YOLO model, which is pre-trained on the COCO dataset. - The FPGA resource utilization should be analyzed using HDL Coder by running the FPGA in a loop with MATLAB. Ideal Candidate: - Proficient in Matlab, Simulink, and HDL Coder. - Experienced in implementing DNNs on FPGA, particularly Kria SOM. - Knowledgeable on real-time video processing. - Familiarity with the YOLO model and COCO dataset. - Capable of optimizing FPGA resource utilization for efficient performance. If you possess the above skills and have previously worked on similar project...

I need assistance to accomplish two specific tasks for my impending project that involves a deep-dive into financial econometrics using R: 1. Regression Analysis: Applying my real-world data, there's a need to execute an efficient regression analysis. The aim isn't to predict future values but to identify significant variables inherent in the dataset. 2. Model Evaluation: Post regression analysis, your expertise will be needed for a thorough model evaluation, ensuring the accuracy of the identified variables and assessing the overall performance of the model. Ideal applicants should possess robust experience in R, financial econometrics, regression analysis, and model evaluation. Familiarity with real-world finance data would be an added adv...

I need a skilled data analyst proficient in R to perform an in-depth statistical analysis on a large dataset of more than 10,000 records. The main objective is to conduct thorough statistical analysis rather than predictive modeling or data visualization. Key Requirements: - Proven experience and expertise in R programming. - Ability to apply a wide range of statistical techniques including: - Descriptive - Logistics - Bivariate - Univariate - Multivariate - Multidimensional Ideal Candidate: - Proficient in handling large datasets. - Experienced with statistical analysis on a similar scale. - Strong understanding of various statistical techniques. - Ability to present the results in a clear and comprehensible manner.

...a researcher to conduct a bibliometric analysis using VOSviewer for a project we have been working on for a while. The project falls within the category of social sciences. We have already gathered the data from WOS and Scopus. What I want is the visualization of this data along with explanations. (Small research database, around 120 articles) Key Responsibilities: - Conducting bibliometric analysis on a specific scientific articles dataset - Identifying and analyzing keyword occurrences within the dataset - Producing a comprehensive report on the keyword trends Ideal Skills: - Proficiency in VosViewer and other bibliometric analysis software - Experience in analyzing and interpreting scientific articles - Strong knowledge of bibliometric analysis methodologies -...

I am looking for a freelancer to assist with cleaning and analyzing a small dataset in Microsoft Excel. Key Responsibilities: - Data Cleaning: The dataset includes multiple columns and rows that need to be checked for inconsistencies, errors, and duplicates. - Data Analysis: After cleaning, I need the freelancer to perform basic data analysis to extract meaningful insights from the dataset. Ideal Skills: - Proficiency in Microsoft Excel and experience with data cleaning and analysis. - Attention to detail to ensure the dataset is thoroughly cleaned. - Basic data analysis skills to interpret the dataset and present the findings in a clear manner. Please note that the project does not require any specifi...

I have a small dataset of less than 1,000 rows that requires both data cleaning and formatting. Additionally, I need assistance with data analysis and visualization. This is a one-time project, and I am looking for a skilled individual to handle this for me. Ideal Skills and Experience for this project: - Proficiency in Excel is a must. - Experience with data cleaning and formatting. - Ability to perform data analysis and create visualizations. - Attention to detail and an eye for accuracy.

...proficient in CPLEX OPL software to assist me in solving a medium-scale mixed integer programming problem. The primary aspects of the task include: - **Problem Nature:** The task is essentially a mixed integer programming problem. This entails the need for the expert to use their skills and knowledge to optimize the problem at hand effectively. - **Data Complexity:** The dataset is of medium scale with around 1000 to 5000 variables and constraints. Experience in handling datasets of this size and complexity is essential. - **Constraints:** The problem is characterized by resource constraints. The ideal candidate should be well-versed in working around such constraints to guarantee the proposed solution is resource-efficient. The successful c...

I have collected the dataset in CSV format and now require an expert to develop a multi-class logistic regression model for me. Key requirements: - The dataset is ready and available in CSV format which can be used for the model. - You should have expertise in developing logistic regression models for multi-class classification. - Proficiency with Python is a must as I prefer the model to be developed using this language. Technical Requirements: Proficiency in Python and familiarity with libraries such as NumPy, Pandas, Keras, and TensorFlow. Knowledge of statistical learning, logistic regression, and gradient ascent optimization. Ability to write clear and concise documentation and well-commented code.

I am currently using R, specifically the ppcor package, to conduct partial correlations on a sizable dataset. Unfortunately, the process is slow and fails to address all columns efficiently. I'm seeking assistance to: - Improve the computation speed - Enhance the handling of columns within my dataset The ideal freelancer for this task should be proficient in R programming, with specific experience in working with the ppcor package or similar tools for statistical analysis. A background in optimizing code for large datasets would be highly beneficial.

Looking for an expert in MATLAB to assist in developing algorithms for DOA estimation using the ESPRIT, Capon, and MUSIC algorithms. While I am not certain if data collection has already been completed, there is a specific dataset on hand for testing purposes. Key responsibilities will include: - Developing ESPRIT, Capon, and MUSIC algorithms in MATLAB - Possibly helping in DOA estimation data collection - Running these algorithms on a provided dataset An ideal candidate for this project would have: - Extensive experience in algorithms development using MATLAB - Understanding of DOA estimation and significant proficiency in ESPRIT, Capon, and MUSIC algorithms - Experience in managing and preparing datasets for testing. Please ensure you speak to your exp...