Smote for multiclass classification jobs

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 seeking a freelancer to contribute to a project I am designing for medical image classification, leveraging a Convolutional Neural Network (CNN) for optimum results. Key responsibilities will include: - Developing and implementing CNN architecture - Deploying deep learning models for image classification tasks - Ensuring robust medical image classification with accurate results As this project requires specialized skills, the ideal freelancer will have the following experience: - Proficient knowledge in leading AI and machine learning programming languages, especially Python - Experience with CNNs and a solid understanding of deep learning methodologies - Demonstrable expertise in the classification of medical images If you have e...

I'm...approach. The project is intended to be utilized as part of my BTech project. Key Project Elements: - The NLP model should be tailored for social media data from Twitter, Facebook, and Instagram. - It should be designed to tackle sentiment analysis, text classification, and named entity recognition tasks, similar to XLNet. - The model must be unique in its approach and not a reiteration of XLNet or any existing model. Ideal Freelancer: - Proven experience in creating NLP models from scratch - Extensive knowledge of XLNet and other advanced NLP models - Familiarity with social media data processing - Strong background in sentiment analysis, text classification, and named entity recognition - Excellent communication skills to ensure project objectives are ...

As part...with strong background in XLNet or similar models, to help me develop a performance-enhanced version of XLNet. Our goal is to employ this model for text classification, specifically focusing on sentiment analysis. Key Job Requirements: - Expertise in NLP and familiarity with XLNet - Strong understanding of text classification techniques - Competency in sentiment analysis The final model must exhibit: - Enhanced performance attributes similar to XLNet - Improved accuracy over its predecessors - Better compatibility with existing systems This innovative model will serve the core purpose of effective sentiment analysis through text classification based on user sentiment. Please ensure your proposal covers your experiences in these areas and includes a...

I'm seeking an expert in Excel analytics. This project involves working with existing but undisclosed business data to help me un...undisclosed business data to help me understand and optimize the business's performance through indicators like KPIs. The freelancer's task encompasses: - The creation of robust dashboards that effectively communicate KPI outcomes. - The execution of classification analysis to differentiate key data points. - Clustering the data into discernable patterns to aid business decision making. Ideal skills for this job include Excel proficiency, data analytics experience, and an understanding of key business metrics such as KPIs, dashboards, classification, and clustering. A background in business data analysis and the ability to...

I am looking for a skilled and experienced person to create compelling and optimized product listings for my Etsy shop specializing in handmade beaded jewellery. The ideal candidate will have a strong understanding of Etsy’s platform and SEO practices, with a creative flair for writing engaging product descriptions that attract and convert potential buyers. They will prepare the listings based on the photos and basic info about the product provided by me. Key Responsibilities: Make new listings and optimise existing ones - Title Creation: Develop clear, descriptive, and keyword-rich titles for each product. - Photo Selection: Ensure high-quality photos (provided) are used effectively in listings. - Description Writing: Write detailed and engaging desc...

...primary objectives of this urgent project include: 1. Multi-Modal Data Integration: Develop algorithms to effectively fuse information from text, images, and audio sources to capture the holistic context of emotional expression. 2. Text Analysis: Implement state-of-the-art NLP techniques to extract sentiment and emotion from textual data. This involves sentiment polarity detection, emotion classification, and fine-grained sentiment analysis. 3. Image Analysis: Utilize deep learning architectures such as convolutional neural networks (CNNs) to extract features from images and recognize emotional cues, facial expressions, and body language. 4. Audio Analysis: Employ signal processing and machine learning techniques to analyze audio signals and identify emotional content, includ...

I'm in need of a skilled individual or team to help me with a machine learning project focusing on image classification. The purpose of the models is primarily for classification, not any other form of analysis. Key Requirements: - The models will be working with image data, so experience in deep learning and image processing is a must. - The processing needs to happen in real-time. It's a critical aspect of the project. Ideal Skills: - Proficient in image processing and deep learning techniques. - Experienced in developing and deploying real-time machine learning models. - Strong background in image classification and neural networks. If you have a portfolio or past project that demonstrates your abilities in these areas, I'd be very interest...

...seasoned Python AI/ML developer who specializes in Natural Language Processing, specifically focusing on Text Classification. The task is complex and requires a high level of skill and understanding of AI/ML algorithms. Ideal Skills: - Proficient in Python - Strong experience with AI/ML - Expertise in Natural Language Processing - Track record of successful text classification projects - High attention to detail The successful candidate will deliver a robust and accurate Python AI/ML code that can effectively classify text materials. The developed software should accurately sort and classify written content according to specified categories. This could lead to further similar work for the right candidate. Your previous work experience in similar projects will be ...

The task involves integrating a machine learning model, specifically in the ONNX format, into a Flutter application to enable text classification into five categories based on user descriptions. This requires the development of a custom Flutter plugin that facilitates communication between Flutter's Dart code and native code on both Android and iOS platforms. The plugin will utilize the ONNX Runtime to handle the loading and execution of the model, with the Flutter application calling this plugin to process and classify text inputs. (My budget is no more than 30 euros but i will habe 3 models on the same application if you are successful so please do not waste both of our time if you dont have time or dont agree with the budget.)

I'm in need of a skilled professional who can develop a video analytics and processing tool for me. This tool will primarily be used to analyze video files in MP4, AVI, and MOV formats. The core requirements for this project are: - Vehicle Counting: The tool should be able to accurately count the number of vehicles in a given video file. - Vehicle Classification: It should also be able to classify the vehicles in those videos by type. The ideal completion timeframe for this project is within a month. Given the complexity of the task, I'm keen on working with someone who has prior experience in developing AI-based video analytics tools, particularly in the realm of vehicle counting and classification. If you've got the skills and the exper...

I am seeking a professional with experience in clinical prediction model development to create a tailored system for my organization. This project will focus on using patient demographic information, medical histories, and clinical observations to identify high-risk patients. The desired output of this model is twofold: 1. The Probability of high-risk classification - this will enable us to determine the likelihood of a patient being categorized as high risk. 2. The Severity level of risk - this information will quantify the degree of risk associated with each patient. Preferred skills and experiences for this project are: - Clear understanding of clinical data and how to interpret it. - Proven experience building predictive models, especially in a clinical or medic...

Implement a BERT model for text classification to filter emotions of Twitter posts based on their content.

I'm looking for an experienced developer Introduction This document outlines the requirements for a supply chain software application designed to optimize inventory management, automate distribution to branches, and classify products based on demand. 2. Business Needs Reduce inventory carrying costs: By optimizing stock levels based on demand and product value (Pareto analysis), the software will minimize unnecessary inventory holding. Improve stock availability: Ensure branches have sufficient stock to meet customer demand, reducing stockouts and lost sales. Increase efficiency in distribution: Automate order generation and shipment processes to branches based on real-time demand data. Enhance data-driven decision making: Provide insights into product classification...

...processes. This project aims to improve the classification accuracy of predominantly product and entertainment videos. The specialist should keenly and proficiently handle tasks including: - Video Editing: Refining the quality and premises of the videos. - Video Encoding: Converting video files from one format to another without compromising their quality. - Video Transcoding: Transforming videos into different formats for smooth viewership across several platforms. The ideal freelancer should have a proven track record of accuracy in video classification and experience in video processing techniques such as editing, encoding, and transcoding. The ultimate goal here is to enhance the search capabilities of the videos through improved classification accuracy...

I'm in need of a skilled data analyst experienced in machine learning methodologies for a medium-sized project. The task will include: - Working with a dataset comprising both numerical and categorical data - Applying data analysis methodologies to draw insightful conclusions I have a code for 3 classifiers , but the valuse for classification report is the same i want you to solve my problem

...seeking a skilled data scientist or machine learning engineer to help me with a project on fraud detection. Key Points: - The purpose of the project is to identify fraudulent activity in a social network. - The dataset will be provided in CSV format. Before applying Graph Neural Networks (GNN) for node classification, there are specific feature engineering tasks that need to be completed. Ideal Skills: - Strong background in machine learning, particularly with graph neural networks and node classification. - Experience with feature engineering specific to time-based data (e.g., Von Mises distribution). - Familiarity with fraud detection techniques and best practices in the field. I'm looking to have this project completed as soon as possible. Please only ap...

I'm in need of a competent virtual assistant for my growing mobile car wash business to help systematize my leads' pool. Your main responsibility will be to sort through different leads that come via phone call,text,email. screening out those who've explicitly stated they dont have the budget in our services. these leads are all warm and already interested in our business we just need them to book our services, and for you follow up until they book. In addition to this, you'll be tasked with performing data entry jobs as part of your duties. Having a keen eye for detail and excellent organization skills will be of immense benefit in carrying out these tasks effectively. Key tasks and qualifications include: - Reaching out and sifting through lea...

I'm looking for an experienced data analyst with expertise in python and data modelling to apply a model and predict greyhound results either winner / loser or position. I have attached a data file 8000+ races and 68 data features. The last two columns contain a finishing 'position' and winner classification. Once you have a model that you think is working I will send you a new data file which your model has not seen and you can provide your predictions. If the model work wells then I am happy to pay for it.

The task involves integrating a machine learning model, specifically in the ONNX format, into a Flutter application to enable text classification into five categories based on user descriptions. This requires the development of a custom Flutter plugin that facilitates communication between Flutter's Dart code and native code on both Android and iOS platforms. The plugin will utilize the ONNX Runtime to handle the loading and execution of the model, with the Flutter application calling this plugin to process and classify text inputs. (My budget is no more than 30 euros but i will habe 3 models on the same application if you are successful so please do not waste both of our time if you dont have time or dont agree with the budget.)

...skilled professional to develop a comprehensive methodology for classifying policies and measuring associated risks and compliance. The objective of this project is to establish a clear and efficient process for categorizing company policies based on their strategic importance, risk level, and compliance requirements. Key Deliverables: 1. Policy Classification: - Design a process to classify policies. - Include criteria for determining the strategic importance of each policy. 2. Risk Measurement Scale: - Develop a scalable framework to assess the risk associated with each policy. - This should include quantitative and qualitative measures. 3. Compliance Measurement Tool: - Create a mechanism to evaluate compliance levels for each pol...

I'm in need of a competent virtual assistant for my growing mobile car wash business to help systematize my leads' pool. Your main responsibility will be to sort through different leads that come via phone call,text,email. screening out those who've explicitly stated they dont have the budget in our services. these leads are all warm and already interested in our business we just need them to book our services, and for you follow up until they book. In addition to this, you'll be tasked with performing data entry jobs as part of your duties. Having a keen eye for detail and excellent organization skills will be of immense benefit in carrying out these tasks effectively. Key tasks and qualifications include: - Reaching out and sifting through lea...

I'm in need of a professional who can create a 3D Convolutional Neural Network (CNN) model diagram for a brain tumor classification project. I will share file. This will be based on my approach using 3D CNN and Transfer Learning for Brain Tumor Classification.

I need a visual representation of the system architecture for my .ipynb file. This will be based on my approach using 3D CNN and Transfer Learning for Brain Tumor Classification. The main purpose of this diagram is to provide an overview of the system architecture, similar to how it is in research papers. It should be clear, detailed and well-annotated to help me understand the flow of data and the various components involved in the process. Key Requirements: - The diagram should be in PNG format. - Include detailed annotations to help me understand the components, their interactions and the flow of data in the system. - Proven experience in creating architecture diagrams, especially in the context of machine learning or deep learning projects, would be highly benef...

I'm looking for a qualified data scraper for a specific platform-oriented task. Your task includes: - Extraction of product information such as Reference, type, value, bedroom, suite, garage, land area, useful area, total area, neighborhood, city, address, description, name of the condominium, development, pickup, registration date, date update, website, owner name, owner email, owner phone, owner category. pickup owner. - Download all images related to each product and save them in a separate folder named according to the product code reference. Ideal candidates will have demonstrated experience in web scraping, data mining, and handling a substantial volume of data extraction for digital products. Proficiency in automated image collection and classificatio...

I'm in need of a competent virtual assistant for my growing mobile car wash business to help systematize my leads' pool. Your main responsibility will be to sort through different leads that come via phone call,text,email. screening out those who've explicitly stated they dont have the budget in our services. these leads are all warm and already interested in our business we just need them to book our services, and for you follow up until they book. In addition to this, you'll be tasked with performing data entry jobs as part of your duties. Having a keen eye for detail and excellent organization skills will be of immense benefit in carrying out these tasks effectively. Key tasks and qualifications include: - Reaching out and sifting through lea...

Hi are you available for a session sometime within the next 8 hours? I am looking for someone to help teach me and help me to create a C# Web API using ASP.NET core which will be a middleware between an Angular front end and a deep learning model backend I have completed a basic start up from Microsofts tutorial - but I am struggling to understand how to link the C# Web API to the front end and to the back end The front end at this stage is a simple button that will endeavour to upload an image for classification - the backend at this stage is a sequence of image pre-processing steps to segment the area of interest from non-areas of interest

I am a business owner looking to establish a strong online presence. I'm in the market for an e-commerce website specifically aimed at selling my products. Key features required: - The main feature I need is a robust product catalog. My potential customers should be able to easily browse through my products. Inventory Classification: - The catalog needs to be sorted by price, therefore the ability to effectively categorize products by price is crucial. Ideal Freelancer: - An experienced website developer with a portfolio showcasing previous e-commerce projects. - Proficient with incorporating shopping platforms into a site. - Ability to make an easy-to-navigate product catalog. I need a smooth, hassle-free website that is easy to navigate and caters to customers...

I'm seeking a data mining expert to rework my project's problem statement, craft novel project objectives, and link the methodology with a literature review. I'm primarily focusing on Stacking classifier and Hybrid stacking models. The ideal candidate should have a strong background in these models to help develop a completely new approach for my project. Key requirements for this role include: - Expertise in classification models, especially Stacking classifier and Hybrid stacking - Strong experience in data mining and methodology development - Proven track record of combining insights from multiple studies - Ability to write a comprehensive literature review and identify gaps in existing studies Your role will be crucial in not only improving the p...

...skilled Python developer who can aid in creating, training, and testing a Convolutional Neural Network (CNN). Specific context about the desired classification problem and the type of images for training/testing are yet to be determined and will be shared as the project goes on. The deliverable of your task will be a working Python code able to solve a given image classification problem, producing corresponding output, which will be discussed further after kickoff. For this task, proficiency in Python and familiarity with machine learning and deep learning frameworks are critical, specifically in areas related to: - Python, with emphasis on libraries for data analysis and manipulation (such as Pandas, Numpy), data visualization (like Matplotlib, Seab...

I am seeking a Machine Learning engineer with proficiency in Python. You...engineer with proficiency in Python. You should be able to apply your skills to solve a classification problem with a text dataset. Key Responsibilities: - Develop and implement a suitable ML model for the text classification problem - Conduct detailed data analysis and preprocessing Ideal Skills & Experience: - Extensive Python programming experience - Wide understanding and experience in Machine Learning, specifically in classification problems - Experience in working with text datasets - Familiarity with popular Python libraries used in ML such as scikit-learn, pandas, and numpy If you have a strong grasp of Machine Learning techniques, particularly in text classificati...

I am looking for a proficient Python developer who has experience with Hugging Face and Gradio to create a small text classification application. This project involves the following key aspects: - **Functionality:** The primary objective of the application is to perform text classification. This means that it should be able to analyze given text and assign it to a specific category or label. - **Deployment:** The application should be deployed as a web application. Key Skills and Experience: - NLP, Machine Learning - Proficiency in Python. - Experience with Hugging Face - Gradio. - Prior experience in developing text classification applications. - Familiarity with web application deployment processes. Please note, the application does not need to support mult...

I am in need of a SharePoint expert who will be on hand for 4 hours daily to assist with various tasks relating to my SharePoint site. The selected individual will be primarily tasked with: - Document management: The organization, updating, and safeguarding of crucial documents. - Workflow automation: Streamlining business processes to improve effectiveness. - SharePoint site customization: Tailoring the site to suit our specific needs. At the moment, the specific SharePoint version being utilized is unspecified, so a basic understanding of multiple versions is beneficial. There's also a need to integrate Power Automate, so experience with this tool is essential. Ideal candidates must be proficient with SharePoint, organized, detail-oriented, and experienced in workflow aut...

I have the distilberd model in .onnx format. it cant be done with tflite as i have not used tensorflow in my project. i need a flutter developer to start the integration immediately. it is a model for text classification. my budget is no more than 25 euros for each model. i have 3 models in total all similar on the same application. please bid only if you have time and agree with the budget. i dont want any bargain

I'm in immediate need of a talented machine learning specialist to work on our classification and regression tasks, using numerical data. Key Requirements: - Proficient in ML techniques, particularly classification and regression - Strong understanding of numerical data structures - Able to deliver results in a timely manner, as the project is urgent

I'm looking for a skilled and experienced machine learning professional who can assist me in a project involving image classification for academic research. Key Tasks: - Data Preprocessing: Processing and cleaning the image data to make it suitable for training. - Model Training: Developing and training a machine learning model that can classify images effectively. - Feature Selection: Identifying the most relevant features from the data to improve the accuracy of the model. Goal: - The primary goal of this project is to classify images into specific categories. Final Use: - The classified images will be used for academic research. Ideal Skills: - Proficient in machine learning techniques, especially in image classification - Strong exper...

We are currently seeking a Machine Learning specialist, specifically with expertise in facial feature extraction, classification, etc. Basically, we have some clusters of human dataset (it's still in progress) including actors (actresses), sportsman, scientists, businessmen, and educators. We'd like to build a model to output the appropriate career according to the input image. If you read this, please include a word "talent" in your proposal so that I can filter some unreasonable bids. Although we have one specific task, the project's scope may expand based on the freelancer's input and the results obtained. Looking forward to your proposals!

...experienced Python - TensorFlow/PyTorch developer to build a Deep Learning model for brain tumor classification. You should be adept with the following tools and libraries: The primary objective of this project is to create a reliable classification system that can accurately differentiate between brain tumors (types). The project will involve the development of a 3D convolutional neural network (CNN) along with transfer learning that can process the provided MRI images effectively. Key requirements for this project include: - Extensive experience in machine learning, particularly with CNNs - Proficiency with medical image analysis, particularly with MRI images - Previous experience with brain tumor classification is highly desirable - Strong underst...

...text-based multilabel classification model. This project involves the following key elements: - **Model Development**: The core machine learning model is in place, but I need assistance with the writing and documentation surrounding it. Your help in creating a comprehensive thesis document is crucial. - **Incorporating Research Papers**: While I haven't specified a particular way to integrate research papers into the thesis, I'd like a freelancer who can analyze and incorporate these papers effectively. This might involve citing them as references, summarizing them in a literature review section, or making a detailed comparison of methodologies. The ideal candidate for this project should have: - Proven experience in text classification, and ideally, mu...

...You must be skilled in Python for this project. Experience in using Python for data analysis is a definite plus. - Dataset: I will provide the dataset which you will be working with, so you should be comfortable working with provided data. this is the question : In this question, you will use the dataset made available to the public by: S. Moro, R. Laureano and P. Cortez. Using Data Mining for Bank Direct Marketing: An Application of the CRISP-DM Methodology. In P. Novais et al. (Eds.), Proceedings of the European Simulation and Modelling Conference - ESM'2011, pp. 117-121, Guimarães, Portugal, October, 2011. EUROSIS. The data is related to a direct marketing campaign conducted by a Portuguese financial institution. The raw dataset has been modifi...

I am looking for a highly knowledgeable professional in the field of software engineering, possessing a PhD in computer science. This project requires expert skills in: - Software Requirement Classification, Deep Learning - Technical Writing The task at hand includes high level technical writing, utilizing your extensive knowledge in software engineering to produce comprehensive content. The ideal candidate should have proven experience in this specific area of computer science, with a strong background in academia and, ideally, technical content creation. Your role will involve presenting complex information in a clear, concise manner, with the ultimate goal of producing high-quality content. Your deep understanding of software engineering principles, research methods, and...

Detection algorithms that will provide the most accurate incident detection. You do not need to concern yourself about the specifics of the SIEM plugin or software integration, i.e., your task is to focus on accurate classification of malicious events using R. You are to test and evaluate two machine learning algorithms (each in two scenarios) to determine which supervised learning model is best for the task as described. Budget is fixed. Only comment if you able to do in this budget.

I am seeking a proficient software expert to build a Document Workflow Management System that will allow for efficient document creation, classification, and distribution within an organization. Key Requirements: - Ability to support different document types. Although it is not currently defined, this should not exclude the ability to handle varieties such as invoices, contracts, reports etc. - Facility for file sharing to enable seamless departmental collaboration. - A customized workflow for each document type, leading to automatic progression to predefined stages. - Implement conditional approvals based on document types, ensuring that only appropriate documents progress through the workflow. The ideal candidate should demonstrate robust experience in deve...

I need your expertise in classifying a set of numerical data. My project requires an understanding of Decision Trees for successful implementation. Key requirements are: - Deep understanding of Decision Trees/Deep learning - Proficiency in numerical data analysis - Proven experience in data classification Expected Results:- - More than 90% precision for class 1 - More than 20% recall for class 1 here is the dataset: Having the skill to interpret and classify my existing dataset accurately, you will secure this project. Looking forward to a fruitful collaboration!

...skilled web app developer to create an AI-powered text classification system. We are looking for a developer to make a web app that is able to accept any kind of raw text or a pdf and extract raw text from it. So, the initial page can have 2 options for Data Source: Raw Text and PDF (We might add support for other input formats as well in the future). Next, once we have the text available, it should split the text based on the lines. It can split on the full stop character. And then every line must be sequentially given to a ML model. This would be a text classification huggingface model, which can be instantiated via this code: from transformers import pipeline pipe = pipeline("text-classification", model="legal-text-...

Our client has provided us with the intended use document for software as a medical device, detailing its purpose and general description. While previous consultations resulted in a classification of this device as a class-1 medical device, we now require a comprehensive document that includes the following 3 elements: CLASSIFICATION - The classification of the device based on various medical device framework directives, a justification for this classification, and a list of applicable standards for this software as a medical device. ESSENTIAL REQUIREMENTS - Additionally, the document should outline the essential evidential requirements to demonstrate that the essential standards have been met. RISK ANALYSIS - Furthermore, it should inclu...

I'm seeking an expert in creating prediction models, with a specific focus on Linear, logistic Regression. This project entails building a robust prediction model, primarily using numerical data. There is no specific purpose identified yet, thus the model should be of a general nature and able to adapt to various predictions such as product sales, customer behavior changes or spam classification. Ideal Experience and Skills: - Proficient in creating Linear Regression Models. - Extensive experience with numerical data analysis. - Flexibility to adapt the model to different scenarios. - Strong analytical skills and attention to detail. Your creativity and expertise will greatly enhance this project's success.

I'm in need of a skilled professional to assist in the integration of my Facebook ads to HubSpot through Zapier. Key Tasks Include: - Set up automation: Your main task will be to automate lead capture from Facebook Ads to HubSpot. - Classify Incoming Leads: Moreover, leads coming from Facebook Ads need to be categorized in HubSpot by their lev...will be to automate lead capture from Facebook Ads to HubSpot. - Classify Incoming Leads: Moreover, leads coming from Facebook Ads need to be categorized in HubSpot by their level of engagement on Ads. Ideal Skills and Experience: - Proficiency using Facebook Ads, Zapier, and HubSpot - Prior experience in ad-tracking automation, especially involving lead capture - Strong understanding of lead classification and management based on en...

... cargo, track pants, parachute, shorts, capri, cargo shorts. - Fit: Relaxed, skinny, straight, flared, bootcut. - Color: All. - Pattern: Stripes, plaid, solid, checks, washed, frayed, distressed, camouflage, herringbone, houndstooth. - Trims: Button trim, rivet, belt, elastic waist, buckle, zip, and drawstring. The ideal candidate will have experience with machine learning and image classification, and a strong understanding of fashion, particularly men's trousers. The ultimate goal is a tool that can be used to classify men's trousers accurately according to these parameters from digital images....

I'm looking for an expert in machine learning who can build an algorithm to analyze a sizable set of numerical data- comprising over 70,000 samples. Your task will be to make use of the training and test data I will provide to yield the most accurate predictions for the test data. Although I'm open to recommendations, my initial thoughts are to base this on Classification or Clustering methodologies. Your expertise in selecting and utilizing the most efficient algorithm is crucial. Requirements include: * Proven experience in machine learning, specifically with Classification and Clustering algorithms * Strong understanding of how to handle and analyze numerical data * Ability to deliver accurate predictions using large datasets. In your bid, plea...