Dataset tutorialJobb

I need an experienced data scientist or AI specialist to assist with evaluating a Korean dataset using OpenAI API calls. my goal is to set up a good testing template I can repeat Key Aspects: - Inference Speed: Achieving a balance of optimal inference speed is vital for this project. The desired inference speed for the evaluation stands at a moderate level when considering 2000 users. - Total Processing Accuracy: I'm looking to ensure the total processing accuracy of this evaluation is high. - TPA (Total Processing Accuracy): Aspects of TPA are crucial for this project; we aim for a balanced importance between total processing accuracy and inference speed. - Implement this on a shared googleColab or Jupyternotebook for on-demand use of the application Ideal Skills and Experie...

...within an online retail dataset to uncover insights that can inform strategic business decisions. Leveraging transactional data, including sales revenue, profit margins, and customer reviews, you will conduct a comprehensive analysis to understand the dynamics of product performance over time and across different categories. Through descriptive analysis and visualization techniques, you will identify top-selling products, trends in sales revenue, and correlations between performance metrics. Additionally, you will delve into customer feedback to gauge product satisfaction and uncover areas for improvement. By providing actionable recommendations based on our analysis, you aim to optimize product offerings, enhance customer satisfaction, and drive business growth. Dataset:...

I'm in need of a skilled ML engineer who is well-versed in hugging face. I want to implement a PPO trainer pipeline on a custom dataset using hugging face’s TRL library

...motion graphics (text animations, titles) for my educational or tutorial-themed Instagram reels. Your main tasks will revolve around giving a dynamic visual appeal to the videos, ensuring they're engaging and on-brand for the platform. Key Responsibilities: - Implementing text animations and titles to enhance educational content - Ensuring the videos are concise and well-paced, as they should be up to 15 seconds in length - Collaborating with me to understand the key messages and ensuring they are effectively communicated through the visual elements Ideal Skills and Experience: - Proficiency in video editing software, particularly with motion graphics capabilities - A portfolio demonstrating your experience with educational or tutorial content - Understanding of the...

I'm in need of an expert in Python who can implement a neural network for natural language processing. The ideal freelancer should have strong experience in machine learning, specifically for NLP tasks. Training a neural network model for natural language processing. Specifically the goal is to implement with a custom dataset. Key Requirements: -Understanding the model and its functionalities and writing a Jupyter script for training with a custom data set. - Experience in developing neural networks for NLP - Ability to create models for sentiment analysis, named entity recognition, and text classification Please provide details of your relevant experience and how you plan to approach this project in your application.

I'm in need of an expert in Python who can implement a neural network for natural language processing. The ideal freelancer should have strong experience in machine learning, specifically for NLP tasks. Training a neural network model for natural language processing. Specifically the goal is to implement with a custom dataset. Key Requirements: -Understanding the model and its functionalities and writing a Jupyter script for training with a custom data set. - Experience in developing neural networks for NLP - Ability to create models for sentiment analysis, named entity recognition, and text classification Please provide details of your relevant experience and how you plan to approach this project in your application.

Delete blank page in Word document and tell me HOW to do it. 10 dollars only

Complete Excel Analytical and Descriptive Analysis on provided dataset by Friday 4 pm

I need a professional to mine data for me. I need you to download and extract the submissions and comments from a public Reddit dataset for 40 subreddits that I will give you. - Data Collection: Please extract the submissions and comments from this academictorrents link: https://academictorrents.com/details/56aa49f9653ba545f48df2e33679f014d2829c10/tech&filelist=1 I only want the comments and submissions for specific subreddits that I will supply to you. Please save the extracted data as csv file. - Frequency: This is a one-time job. Skills and Experience: - Torrent download and extraction.

I need someone who can donaload following datasets, then join them into one and merge into one dataset in COCO format so that it works out of the box if I replace data in attached notebook. Here are the links https://archive.ics.uci.edu/dataset/241/one+hundred+plant+species+leaves+data+set I am interested only in the following plants: Phragmites australis Typha angustifolia Typha latifolia Acorus calamus Iris pseudacorus Schoenoplectus lacustris Nymphaea alba Nuphar lutea Potamogeton natans Hippuris

I'm looking for an expert in R programming to assist with data analysis and visualization. Your main tasks would include: - Employing R for data analysis. - Generating static reports and graphs from the data. A key part of this role will involve applying different data visualization techniques to ensure the da...graphs from the data. A key part of this role will involve applying different data visualization techniques to ensure the data is communicated clearly and effectively. Skills and Experience: - Proficient in R programming. - Experienced in data analysis. - Skilled in static data visualization techniques. - Understanding of data communication principles. Please note, the complexity of the dataset is not yet determined, so adaptability and problem-solving skills ...

I have a substantial number of legal contracts that I need to analyze and retriev... A successful candidate should have: - Proven experience in working with Microsoft Azure document intelligence. - A clear understanding of OCR. - Background in handling and analyzing legal documents. Hi, I want to create a proof-of-concept of a model that can search and retrieve information using microsoft document intelligence api with python code. As its a proof-of-concept a simple dummy dataset should suffice. Additionally, I have very little IT and coding background so I would need additional help in understanding the code and the relevant jargon. Please send quotes only if you can adhere to these requests. In case I am satisfied with the output, I have additional projects for you along simi...

I'm seeking a seasoned professional to assist me with training a neural network model for natural language processing. Specifically the goal is to implement with a custom dataset. The work includes: - Understanding the model and its functionalities and writing a Jupyter script for training with a custom data set. - Custom data integration: figuring out the format required by running the example training on text8 dataset and then adapting the in-house dataset for the purpose of training. -Finally, write a custom function which given the trained model enables a spellcheck on masked tokens of the text as in Ideal skills for this project include: - Proven experience in using NLP models and diffusion models. - Proficiency

I need an experienced data scientist or AI specialist to assist with evaluating a Korean dataset using OpenAI API calls. my goal is to set up a good testing template I can repeat Key Aspects: - Inference Speed: Achieving a balance of optimal inference speed is vital for this project. The desired inference speed for the evaluation stands at a moderate level when considering 2000 users. - Total Processing Accuracy: I'm looking to ensure the total processing accuracy of this evaluation is high. - TPA (Total Processing Accuracy): Aspects of TPA are crucial for this project; we aim for a balanced importance between total processing accuracy and inference speed. - Implement this on a shared googleColab or Jupyternotebook for on-demand use of the application Ideal Skills and Experie...

I'm looking for an expert in R programming to assist with data analysis and visualization. Your main tasks would include: - Employing R for data analysis. - Generating static reports and graphs from the data. A key part of this role will involve applying different data visualization techniques to ensure the da...graphs from the data. A key part of this role will involve applying different data visualization techniques to ensure the data is communicated clearly and effectively. Skills and Experience: - Proficient in R programming. - Experienced in data analysis. - Skilled in static data visualization techniques. - Understanding of data communication principles. Please note, the complexity of the dataset is not yet determined, so adaptability and problem-solving skills ...

I'm looking for an expert in R programming to assist with data analysis and visualization. Your main tasks would include: - Employing R for data analysis. - Generating static reports and graphs from the data. A key part of this role will involve applying different data visualization techniques to ensure the da...graphs from the data. A key part of this role will involve applying different data visualization techniques to ensure the data is communicated clearly and effectively. Skills and Experience: - Proficient in R programming. - Experienced in data analysis. - Skilled in static data visualization techniques. - Understanding of data communication principles. Please note, the complexity of the dataset is not yet determined, so adaptability and problem-solving skills ...

I have a tutorial video of less than 5 minutes that requires professional editing. The editing process should include: - Precise trimming and sequencing - Minimal effects and transitions, to refine its instructional nature while maintaining viewer engagement - Sound and picture quality optimization Ideal candidates should have experience in tutorial video editing, creative graphics, and be well-versed in smooth transitions. Please apply with relevant work samples.

I'm urgently in need of a skilled professional who can assist me in putting together a dataset of Arabic calligraphy text images. This dataset will be crucial in training a machine learning model. The ideal candidate will: - Have experience in dataset creation especially for image-based deep learning generative tasks. - Have knowledge or interest in Arabic calligraphy text to ensure the quality and relevance of the images. Your timely completion of this project will directly impact the progression of my ML model's training. Looking forward to your proposals!

The focus of this project is to analyze an Apple quality dataset using data visualization, specifically graphs. We are depending on you to provide the most accurate and engaging visual representation of our data. Key tasks: - Data visualization with Graphs - Suggest and Implement the most suitable graph types for data - Timeframe will be discussed Ideal skills and experience: - Proven track record in creating engaging graphs for data visualization - Experience with data visualization tool such as Tableau, Power BI - Strong expertise in understanding and representing data - Wide library/knowledge of graph types and when to use them. Please pitch your bid with a brief summary of your expertise and suggestion for the graph type to be used.

I'm seeking a talented machine learning expert to create a model to predict cancer - related proteins within Protein-Protein Interaction networks. Key Requirements: - No Data Availability: You will be responsible for sourcing a suitable dataset for this project. The dataset should be substantial, relevant to healthcare, and appropriate for predictive analysis. - Designing, Implementing and Evaluating a Strategy. - Evaluation of the Model - Making predictions on a New Test Set Ideal Candidate: - Strong Machine Learning Skills: You should have a proven track record in creating predictive analysis models. - Healthcare Industry Knowledge: Little experience in working with healthcare datasets would be a significant advantage. - Data Sourcing Ability: Being able to iden...

I'm looking for an experienced developer who can take a code base and dataset I provide, construct an Abstract Syntax Tree (AST) based on them, and then create an Autoencoder using TensorFlow to compress the resulting AST for a classification problem. Key requirements for this project include: - Proficiency in Python: You will be working with a Python code base and dataset. Familiarity with Python is essential for this project. - Understanding of AST: You should be able to construct an AST tree based on the provided dataset and code base. - TensorFlow Experience: I would like the Autoencoder to be developed using TensorFlow, so prior experience with this framework is a must. - Output format: The desired output format for the Autoencoder is JSON, so you should b...

I require a freelancer with skills in WordPress, RecordRTC usage, and video editing. The goal is to create a WordPress page which includes the following: - A voice recording feature using RecordRTC capable of audio and transcript recording, the recorded files should have option to save locally on the device or saved onto OneDrive cloud storage. - The page should list the saved voice recording files and able to play the recording or delete the recording file. - A YouTube instruction video using recorded screen activity to guide users on how to use the page and the recording feature - A very brief instruction text beneath the video - A contact form for user inquiries Experience in similar projects and proficiency in English language are a plus.

...degree of flexibility in your approach. However, although coding expertise and familiarity with C# and Amazon's SP-API is a must, an understanding of how inventory management systems work would certainly be advantageous. Key skills include: - Proficiency in C# - Experience with Amazon SP-API and MWS - Understanding of Inventory Management Systems

I have a dataset with textual data in English and I need a professional who can perform a sentiment analysis on it. An ideal candidate would be someone who has: - Extensive experience in data analysis, specifically with textual data - Proficiency in English language for accurate understanding and manipulation of data - Proven experience in sentiment analysis, capable of providing meaningful and actionable results The main output for this project should be a comprehensive sentiment analysis, which might inform decision making or strategy development. The ideal freelancer should prioritize accuracy and detail in their outputs while ensuring timeliness.

I'm in need of a comprehensive Stata expert to delve deep into a financial dataset and compile an insightful, actionable report based on the findings. The main objective here is to provide a detailed discussion on the trends and patterns identified within the financial data, alongside some data-driven recommendations. Key responsibilities: - Exploring and identifying trends, patterns, and anomalies in the financial dataset using Stata - Compiling a detailed report that covers the above, with a particular focus on generating actionable insights - Ensuring the report has a clear, concise and professional structure and presentation Ideal candidate should have: - Proficiency in Stata and prior experience with financial data analysis - Strong analytical skills and the abil...

I am dealing with a YouTube monetization issue that started less than 1 months ago. My channel is primarily focused on educational and tutorial content, and I hit a roadblock when it comes to monetization, specifically on step 2. For this project, I would need: - An expert with an in-depth understanding of YouTube policies. - Someone with a solid track record in solving YouTube monetization issues. Your task will include: 1. Troubleshooting: Dive deep into the problem, identifying the primary causes. 2. Solution Proposal: Develop a strategy to navigate and rectify the issue swiftly. The ideal candidate should bring a problem-solving mindset, an understanding of YouTube's monetization policies, and a proven track record of managing similar issues. The goal is to monetize t...

...specifically designed for course creation and tutorials. This will encompass a variety of topics including academic subjects, professional skills courses, hobby classes and English language courses. The main content delivery will be in the format of video tutorials. Ideal Skills/Experience: - Proven experience in creating WordPress sites for e-learning - Knowledge of optimal formats for video tutorial integration - Understanding of e-commerce if applicable to course payments - Ability to ensure smooth user-friendly course navigation design - Familiarity with creating dynamic, engaging course pages - Strong grasp of SEO tactics to attract traffic to the site - Ideally, experience in launching similar multi-disciplinary course platforms. Gemini was just updated. See update ...

I'm looking for a skilled developer who can assist in creating a TensorFlow model based on the provided Caffe model files. - The Caffe model is available in both .caffemodel and .prototxt formats. - The primary goal is to create an object detection model using TensorFlow. - The details about the desired input size for the images in the TensorFlow model should be ded...TensorFlow. - The details about the desired input size for the images in the TensorFlow model should be deduced from the Caffe model provided. - Also provide F1 Score, mAP, FPS and architecture in-depth explaination of the model. Ideal candidate should have: - Proficiency in both Caffe and TensorFlow. - Proven experience in object detection models. - Ability to work with different image input sizes. Dataset wil...

...scientist who's well-versed in implementing the Levenberg-Marquardt algorithm. I need this algorithm to be applied to my dataset to predict a specific parameter. Key Requirements: - Proficiency in the Levenberg-Marquardt algorithm: You should have a solid understanding of this optimization algorithm, as well as previous experience implementing it for model parameter optimization and error minimization. - Strong data science skills: Your expertise in data science is crucial, as you'll need to apply the algorithm to my dataset effectively. - Experience in predictive modeling: A background in predictive modeling will be beneficial, as you'll be predicting a parameter from my dataset. The data you will be working with is numerical and not categorical o...

I'm looking for someone who can help me implement Unet/Densenet models for the automated detection of fibroids. The project will involve image processing of a dataset in the JPEG format. Ideal Experience and Skills: - Extensive experience with Unet or Densenet models - Proficiency in image processing - Ability to work with JPEG format images - Comfortable working with images of medium size (500x500 to 1000x1000 pixels) Your main task will be to develop and implement algorithms capable of accurately identifying fibroids in a dataset. It's important that the models employed are refined to be as precise as possible. Your mission is to take this project from conception to completion, so attention to detail and a commitment to thoroughness are crucial.

I have advanced statistical modeling tasks in Stata that need completion. Your primary objective will be to aid in generating a log-file using a specific dataset for several assignments. Further details of the project are as follows: - **Type of Tasks**: Primarily data analysis-related tasks in Stata - **Complexity**: The tasks range from intermediate to advanced statistical modeling, with a focus on time series analysis. - **Your Role**: Your primary role will be aiding in generating a log-file using a specific dataset for several assignments. Ideal candidates for this project should have the following qualifications: - Proficient in Stata, with a strong background in data analysis and statistical modeling - Prior experience with generating log-files in Stata - Ability to...

...Wishive Live Marketplace bar. - Delete categories (breadcrumb) displayed under the search bar. - Eliminate the "Add to Cart" button from the products taxonomy. - Modify the display of thumbnail product images to fetch from the CDN entry from API dataset instead of the internal media gallery. 2. **Modify Product Item Behavior:** - Change the default behavior when clicking on a product item. - Ensure that clicking on a product opens it in full-screen in-app webview from the actual vendor store, utilizing the URL from the API dataset. 3. **Implement Floating Buttons:** - Ensure that existing floating buttons collection, such as the Add Wish (Heart icon), are visible while viewing a product from the vendor page in the in-app webview session. - ...

I need an expert data analyst to clean and integrate data from excel files into a Power BI dashboard. Key Project Details: - The primary data source is excel files. It's crucial that the freelancer is proficient in Excel for extracting, cleaning, and transforming the data. - Dataset is farmers data including demographics and crop details. - The main focus of this project is on data visualization. I need the dashboard to present the data in a clear, visually engaging way. - The dashboard will be updated quarterly. Ideally, the freelancer should set up a process for this to be done efficiently and accurately. The task involves: - Understanding the data and the requirements for visualization - Cleaning the data to make it suitable for the dashboard - Identifying and creating KP...

Reconocimiento de un insecto en una caja donde existen otros insectos. Tengo unas 100 fotografías de dataset By using AI (TensorFlow, RCNN or YOLO) identify an insect from others quickly. Those will be inside a recipient.

...accuracy, updating outdated information, and removing duplicates from a large dataset. Key responsibilities: - Verifying a dataset that includes Email addresses, Phone numbers, Postal addresses, and Job title. - Ensuring all data entries are up-to-date and accurate. - Removing any duplicates found within the dataset. The dataset consists of more than 5000 entries, so I'm looking for a professional who is not only detail-oriented but also able to handle a large volume of data efficiently. Ideal Skills and Experience: - Extensive experience in data verification specifically salesforce. - Proficient in using data verification tools and software. - Strong attention to detail. - Time-management skills to handle a large dataset effectively. If y...

I'm currently using TensorFlow for my machine learning model. I believe the model can be significantly improved by implementing a different algorithm. In particular, I'd like to enhance the model using "Deforming CNN". Key Points: - Current ML framework: TensorFlow - Requirement for improvement: Implementing a different algorithm - Desired algorithm: Deforming CNN Ideal skills for this proje...to improve the accuracy of this model. For this I need to change the model with adding "Deforming CNN" which is given in the research paper named "Deformable Convolutional Networks for Multimodal Human Activity Recognition Using Wearable Sensors", which I am attaching below. So add the improvements of The second paper into the original code. The model is to...

I'm eagerly seeking an online tutor with prolific expertise in the NDIVA Omniverse ACE, to guide me, a complete beginner. This task involves: - Developing an easy-to-follow tutorial that is comprehendible for someone without prior knowledge. The tutor should adapt their teaching methods to suit my level of understanding. - The focus will be on NDIVA Omniverse ACE. The course should be structured in an organized manner, with clear explanations to facilitate practical understanding. The perfect candidate should: - Have substantial knowledge and experience in working with NDIVA Omniverse ACE. - Proven experience in online tutoring. - A great communicator, proficient at explaining even the most intricate ideas with simplicity and clarity. - Patient, adaptive and innovative in...

I'm searching for a Python developer knowledgeable in numerical data analysis. The key task of this project will be developing a Python script for classifying images. This script will then need to perform advanced data visualization tasks on numeric data. Task would be to analyze a dataset containing different types of fish breeds Images and is required to classify them using CNN based on their location and chemical compositions in various parts of an ocean/location Ideal Skills: - Excellent grasp of Python programming - Strong understanding of image classification techniques - Proficiency in numerical data analysis - Expertise in data visualization methodologies Previous experience with projects involving Python, image classification and data visualization is highly pre...

I'm in need of a professional who can create video tutorials for me. I find it challenging to understand things when provided in a technical way. I am seeking someone who can provide me with clear, step-by-step instructions. Ideal Skills and Experience: - Ability to simplify complex information - Proficiency in creating video tutorials - Great communication skills - Patience and understanding The scope of the tutorials is open-ended. It may involve explaining software usage, programming concepts, or even product assembly. If you're adept at breaking down complicated instructions into simple, easy-to-digest steps, then I'd love to hear from you.

I'm seeking a skilled machine learning expert who can train a Convolutional Neural Network (CNN) for object detection, specifically tennis balls. I have my own dataset. This dataset is poor so I will need a skilled expert. I need detections on at least 50% of the frames. Key Responsibilities: - Train the CNN model on object (tennis ball) detection - Fine-tune the model for higher accuracy - Provide the trained CNN Model's code and implementation details

I'm seeking an experienced Python developer who can leverage PyG to improve the accuracy of existing link prediction models on co-authorship network data. Key Responsibilities and Requirements: - E...existing models: You'll be tasked with optimizing and fine-tuning our current link prediction models, in order to improve the accuracy of the predictions. - PyG Proficiency: Proficiency in PyG, a Python-based library for building graph neural networks is a must for this project. - Previous experience: Experience with machine learning, particularly in the field of link prediction, would be ideal. - Dataset knowledge: Familiarity with handling co-authorship network data is a plus. I'm looking for a proactive, detail-oriented individual who can work independently to deli...

I'm looking for a highly skilled data scientist to dive into a project that requires a strategic blend of data analysis, data modeling, and machine learning. Python proficiency is essential for this role, as it's the primary tool we will be using. Ideal Skills: - Python programming - Data analysis - Data modeling - Machine learning Despite the specifics of the dataset size and type being unclear, the candidate should have experience handling different scales and types of datasets. Your ability to adapt and work with varying datasets will be essential. Please be prepared to showcase similar past projects in your proposal.

I'm in need of someone to help me download the dataset "Generalization of LOngitudinal BEhavior Modeling" from a data repository. Key Points: - The dataset is "Generalization of LOngitudinal BEhavior Modeling." - I need the dataset to be downloaded from a data repository. No data cleaning or preprocessing is required as I'll handle that part. I'm looking for someone who's able to find and fetch datasets from repositories efficiently. The ideal candidate should have experience with data retrieval and be able to navigate through different data repositories. Please note that the dataset is specific, so I need someone who can accurately locate and download this particular dataset.

...FEATURES: - User registration and login: There needs to be a straightforward area for potential users to register and account and log in. - Course listing and search: The major purpose of the site revolves around an engaging, user-friendly course listing and search functionality. - Video lectures and tutorials: Video content is king these days, and my site definitely needs the ability to host and play tutorial videos. DESIGN REQUIREMENTS: I don't have a specific design in mind and need your professional input and creativity on this matter. Please help me come up with a design that is not only eye-catching but also user-friendly. IDEAL SKILLS: - Proven website development experience - Familiarity with educational websites or e-Learning platforms - Strong UX/UI skills - Des...

I'm looking for a skilled Python developer who is well-versed in machine learning and GANs to implement a conditional GAN primarily for image generation as a part of my school pro...developer who is well-versed in machine learning and GANs to implement a conditional GAN primarily for image generation as a part of my school project. Key Responsibilities: - Utilize Python to develop a conditional GAN. - Find an academic paper from the last 5 years that enhances the vanilla conditional GAN using a simple approach and use this incorporate their approach to this one. - Find a dataset suitable for the task. It's up to you to choose one. Requirements: - Proficiency in Python. Experience using PyTorch machine learning library. - Understanding of GANs and how they can be applied ...

Vänligen Vänligen Registrera dig eller Logga in för att se mer information.

I'm seeking an intermediate-level Research Assistant, highly proficient in Python, to assist me in developing deep learning algorithms for a specific project. Key Responsibilities: * Step 1: Regenerate exact same graphs as shown in the PDF using the same dataset. * Step 2: Apply various ML + DL algorithms for future prediction and obtain better results in terms of accuracy, precision, F1-score, RMSE, ME, MAE, RMSE, MAPE, etc., than already applied models. * Step 3: Documentation of the work, along with a discussion to validate the model's usage and justify it as scientific research paper. Ideal Skills & Experience: * Proficiency in the Python programming language. * Prior experience in machine learning and deep learning algorithms. * Proficient in LaTeX for writing j...

*READ the...localhost machine as a project. I'm in need of a skilled developer to build an application for a project. The main focus will be on exploiting the 'Academic World' dataset, incorporating relational (MySQL), document (MongoDB), and graph databases (Neo4j) which will be provided. Key Functionalities: - See .docx (My Approach) Section This is a project-based task, so I don't think there's a need to implement complex user authentication or intricate access control. Candidates with experience in web-based application development using MySQL, MongoDB, Neo4j will be ideal for this project. Understanding of library management systems and dataset manipulation will be highly valued. Your expertise in creating user-friendly interfaces will be ins...

I'm in need of an AI image generation model which will be trained on a dataset consisting of millions of PNG images. The aim is to use the generated images for both my website and social media content. Key Requirements: - Develop an AI image generation model using Python. - Train the model using a dataset of PNG images. - Ensure the generated images are of high quality and suitable for website and social media use. Ideal Skills: - Strong proficiency in Python for AI model development. - Experience with image generation using AI. - Familiarity with handling and processing large datasets. - Proven track record in developing AI models for practical applications.

I require sophisticated analysis conducted on two data sets, aimed at identifying patterns and generating valuable insights. The focus of this analysis should be a comprehensive examination of various chemical elements. Here's what I'm looking for: - Uncover patterns: Use statistics to identify any evident or subtle patterns in our dataset. I'd be particularly interested in seeing how these patterns may highlight similarities or differences between the two data sets. - Generate insights: Beyond just identifying patterns, I'd like to understand what these patterns mean - their impact, their implications, and how we can use them to our advantage. - Element-focused: The data sets contain a variety of elements which should be the focal point of your analysis. Ideal...