Brain tumor classificationlavori

669/5000 We have a 3800-line CSV file that contains data extrapolated through searches on ecommerce engines. The columns are as follows: "name", "description", "link to the ecommerce site", "link to the eventual image". We need a classification for each of these products to indicate whether the product falls within those declared in a reference document (which will be delivered after an accepted project). The result must be a YES / NO wording for each product, assigned based on the analysis of the product page (the link is shown in the CSV file). Products and reference document are in Italian.

I'm looking for a machine learning expert to create a sentiment classification model for customer reviews. The main objective of this project is to classify customer reviews into one of three categories: Positive, Negative, or Neutral. The sentiment classification model should be able to accurately and reliably analyze the sentiment of a given customer review. Key requirements include: - Data Source: The data to be analyzed will be sourced exclusively from customer reviews. - Sentiment Detail: The model should identify and categorize the sentiment of reviews into Positive, Negative, or Neutral. Ideally, you should have: - Proven experience in machine learning, particularly in sentiment analysis - A strong understanding of natural language processing and text analytic...

I am working on a classification problem with logistic regression and L1 and L2 regularization. I have a code that kind of works but it needs to be cleaned up and checked that it employs the right methods.. more details will be shared over a chat

I am in need of an expert Flutter dev...existing app, similar to the one on for the main purpose of brain exercise. Similar websites, but we need Android app Key Features: - Integration of differing puzzle types (crosswords, sudoku, and word search). - Functionalities including a timer, hint system, and leaderboard. Ideal freelancer should have: - Demonstrated Flutter development skills. - Prior experience creating engaging, interactive mobile apps. - Experience integrating apps. - Familiarity with incorporating gaming elements into an app. Your role will be building a puzzle application that is both challenging and entertaining, stimulating the user's brain and adding value to our existing platform.

... Key Tasks: - Object Detection: I require the developer to implement object detection capabilities within my image recognition system. - Text Blocks Detection: I need a method to accurately detect and interpret text blocks within images. The ideal candidate should have: - A strong background in Machine Learning, especially with Python. - Extensive experience in object detection and image classification. - Expertise in text blocks detection would be a great advantage. The data available for this project includes some scanned exam files. The output I need requires cropped images from the required coordinates so that each different question is saved into different folder, and the name of the files are given as the number of questions. For example: "Math_14", "Mat...

We are seeking a talented Machine Learning Engineer to develop a classification model that works with Google Mediapipe Pose Detection and has run trained ML models on web application (using JavaScript) The main task will be training the model to recognising the pose and creating a script for data generation from youtube videos. The trained model should work with the web mediapipe library and classify the given pose on a WebApp (JavaScript). (Eg: Push up and Push Down) You can refer this blog for reference: This project requires expertise in machine learning algorithms and techniques, as well as experience with Google Mediapipe and data preprocessing. The successful candidate should have a strong understanding of

...inspire support and generosity from a worldwide audience. I am writing to seek your assistance and guidance on a project I am planning to initiate: creating a GoFundMe campaign to support my family during this incredibly difficult time. As the only person in my household who is currently able to work, I am facing immense pressure to sustain our family. My mother, who suffers from a traumatic brain injury, lupus, and a knee injury, is unable to work. Our situation has been further strained by my stepfather's departure under false pretenses, his subsequent filing for divorce, and his depletion of our financial accounts. To add to our challenges, my mother recently had to hire a new attorney for $8,000 because her previous lawyer, who has already billed us over $12,000, fai...

I need a skilled freelancer to install an...company, accessible I suppose by teamviewer or similar. The client is a waste recycling services company. The particular thing about this business is that there are various types of clients, Customer delivering waste to be proessed. Client who contracts waste management at home. Customer who buys recycled material. Entities that receive final non-recyclable garbage. Has waste reception, classification and separation process, manufacturing of final product Dispatch of recycled materials, final products and garbage. We do NOT want to activate the billing module, maybe export or exchange with the current system. Please present a work plan, estimating times, delivery dates, and value to be paid per delivery. Contact by ....for more...

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.

...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 extensive experience ...

I'm in need of an original NLP model that can match the performanc...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 met wit...

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 any rele...

The work will be done based on using segmentation and graph cut network

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 assign...

...- Proficiency in Python, with experience in data analysis and prediction - Previous experience in creating similar tools will be highly valued - Good communication skills to understand and meet the project's goals Looking forward to working with a skilled professional who can deliver on my investment analysis needs. I am looking for the data science projects which is related to stock market ,brain tumour detection …etc related to that And I need a person who can get the good data and explain the the code with which dataset ,how your gonna use this data and what type of algorithm gonna use in the project and is there any further changes in the algorithm as required and final prediction model is explained in a good way and help in preparing a report where what kind of...

...detailed and engaging descriptions, including: - Overview: Brief introduction to the product. - Details: Materials, dimensions, and features. - Features: Design inspiration, intended use, special characteristics. - Care Instructions: Guidelines for product maintenance. - Tag Optimization: Use relevant and varied keywords to improve searchability. - Category and Attribute Selection: Ensure accurate classification for each product. - Personalization Options: Clearly outline any available customization options. - SEO Optimization ( most important) : Integrate keywords naturally into the title, description, and tags. Requirements: Proven experience in managing and optimizing Etsy listings, preferably in the fashion or jewellery niche. Strong understanding of Etsy SEO and best practi...

I'm seeking an experienced consultant adept at various aspects of personal automation....of personal automation. These include: - Task management: Your expertise should cover automation of task scheduling, prioritization and reminders. - Financial management: I require automation for my finances, specifically tracking my budget and investments. - File Workflow and project management automation. - Setting up all digital systems to be reflective and assisting to having a second brain with at all times. Specifically i am looking for someone with a real skill and passion and experience in setting up digital automation to make life productivity 10X If you have prior experience in these domains, please apply. The ideal candidate is one who excels in streamlining processes to...

I'm seeking a creative illustrator to design a mental health-themed t-shirt for me. Your design should captivate the viewers by fusing: • Relevant symbols (quotes, brain, heart, butterfly) to effectively signify the cause. • A mood that is hopeful yet educative. • Aesthetic sensibility, to largely resonate with the mental health community. Skills/Experience: • Proven experience in T-shirt/merchandise illustration • Adept in creating meaningful, symbolic designs • Strong conceptual skills and understanding of the mental health terrain • Capacity to complete this project immediately Those who can infuse creativity with purpose, stretching beyond typical designs to create a powerful advocacy tool, are highly encouraged to bid. Time is ...

...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 interested in t...

I am in need of a 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 ...

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 have ongoing work related to our previous project 'Brain Care Catalyst Foundation'

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 ...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 experience, I l...

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 medical setting. - ...

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

...referred to as L-5-MTHF-Ca or simply as L-Methylfolate Calcium. As an alternative to folic acid, Methylfoca™ is appreciated for its good stability, solubility, and bioavailability. Its primary effects and benefits include: 1. Neurotransmitter Synthesis: L-5-MTHF is essential for the synthesis of neurotransmitters like serotonin, dopamine, and norepinephrine, which are crucial for mood regulation and brain function14. 2. Homocysteine Metabolism: It plays a critical role in the metabolism of homocysteine, helping to convert it to methionine, which is vital for the synthesis of proteins and DNA3. 3. DNA Synthesis and Repair: As the active form of folate, L-5-MTHF is necessary for the synthesis, repair, and methylation of DNA, making it particularly important during periods of...

...classifications (A, B, C) and demand patterns to inform strategic purchasing and product placement decisions. 3. Functional Requirements 3.1 Inventory Management Product data management: Maintain a comprehensive database of products with attributes (SKU, name, description, unit cost, etc.). Inventory tracking: Track stock levels across all locations (warehouses and branches) in real-time. ABC Classification: Classify products into A, B, and C categories based on Pareto analysis (annual demand value or other chosen parameter). Minimum reorder point (ROP) calculation: Automatically calculate optimal reorder points for each product considering lead time, demand variability, and safety stock. Purchase order generation: Generate purchase orders for suppliers based on calculated reor...

I'm looking for a skilled data scientist with a background in computational neuroscience and statistical analysis. Your primary task will be to analyze the imaging data I provide, which is central to my research in mathematical neurobiology. Key Responsibilities: - Processing and analyzing imaging data - Implementing computational neuroscience mod...Qualifications: - Strong background in computational neuroscience - Proven experience in statistical analysis - Familiarity with analyzing imaging data - Ability to translate complex data into meaningful insights - Strong communication and reporting skills If you have a keen interest in the intersection of mathematics and neurobiology, and can help me with analyzing my imaging data to shed light on brain function, I would love to...

...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. Being...

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

...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 apply if you can co...

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 w...excellent organization skills will be of immense benefit in carrying out these tasks effectively. Key tasks and qualifications include: - Reaching out and sifting through leads via phone call - Classifying those explicit in their disinterest in our services or no budget - Performing data entry tasks into CRM - Proficient communication, sales email skills - Exceptional organization and classification skills - Ability to work independently Previous experience as a virtual assistant, particularly in lead organization AND SALES , would be highly advantageous. if possible for every appointment booked by you there will be...

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.)

Project Description: I seek a 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 require a skilled photo editor to replace a person in a high-quality photo. The person I need replaced should be edited to blend seamlessly with the existing theme and background. Key Requirements: - Proficiency in Canva for ph...photo. The person I need replaced should be edited to blend seamlessly with the existing theme and background. Key Requirements: - Proficiency in Canva for photo editing - Experience in high-quality photo editing - Ability to match the new person seamlessly with the original theme and background Please include relevant samples of your work in your proposal. Thank you. My mom was sick with brain cancer. She passed away, and we love this family photo... but we would like mom to look more like herself. I have added other photos of mom you might be ab...

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 w...excellent organization skills will be of immense benefit in carrying out these tasks effectively. Key tasks and qualifications include: - Reaching out and sifting through leads via phone call - Classifying those explicit in their disinterest in our services or no budget - Performing data entry tasks into CRM - Proficient communication, sales email skills - Exceptional organization and classification skills - Ability to work independently Previous experience as a virtual assistant, particularly in lead organization AND SALES , would be highly advantageous. if possible for every appointment booked by you there will be...

We're in need of an experienced graphic designer to create a logo for our...experienced graphic designer to create a logo for our podcast, "The Life Sciences GenAI Exchange Podcast," that is sparked by ArisGlobal (include sparked by in the logo). The logo needs to stand out with a clean, professional, and easily identifiable design. Here are some specifications: • Color: Predominantly blue. • Style: Futuristic. • Imagery: Please incorporate elements of a DNA helix and a brain to represent life sciences and artificial intelligence. The ideal freelancer for this project would have significant experience in graphic design, particularly in creating logos. A strong understanding of how to use symbology effectively in design is crucial, as well as an appr...

I'm in need...scan and delivering a comprehensive written report in PDF format. The primary task includes: - Reading the CT scan primarily focusing on digestive organs and colon - Spotting any abnormalities that may show in the scan - Providing measurements of relevant structures in the report Ideally, the freelancer should be a health professional with significant experience in radiology, specifically in tumor detection, bone fracture detection, and organ segmentation. Familiarity with medical coding will be a plus. This requires an ability to deliver high-quality, accurate work under tight deadlines. Health professionals with proven experience in CT scan reading or radiology experts are preferred. Please provide any relevant certifications or experience in your proposal for...

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 writing a speech for leaders about emotion regulation and high performance. I want to understand how the brain processes emotion and thinking, I want to help them prevent burnout, make good decisions, create a positive culture. I want you to teach me the fundamentals of brain science and share any interesting or counter intuitive findings I could insert into my speech to make it engaging and hooky and teach them skills for high performance.

...villagers as to who fired it. Getting nothing they burned the entire village to the ground and left. The Navy told them to back the next day propaganda tape. They got ambused and after an over 4 mile firefight came back with 12 of the 48 guys they left with. One day he returned from a combat patrol to get a letter that he was being emergency discharged as his Father had suffered a major brain hemorage. He was back in the states in less than 24 hours to help take over the family business he had worked at since he was a little kid. There was no adjustment period for him so when he went to the local McDonald's and they refused to fill his drink all the way because he asked for no ice he pulled the worker over the counter as was normal for him for the last 2 years of his life i...

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, bed...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 classification is mandatory, along with familiarity with accessing various platforms to retrieve required data. Your efforts will significantly contribute to my data migration needs. The website in question is in Portu...

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 w...excellent organization skills will be of immense benefit in carrying out these tasks effectively. Key tasks and qualifications include: - Reaching out and sifting through leads via phone call - Classifying those explicit in their disinterest in our services or no budget - Performing data entry tasks into CRM - Proficient communication, sales email skills - Exceptional organization and classification skills - Ability to work independently Previous experience as a virtual assistant, particularly in lead organization AND SALES , would be highly advantageous. if possible for every appointment booked by you there will be...

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 ...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 o...

...who can help in segmenting brain CT images for disease diagnosis. Here's a more detailed explanation of the project: - Purpose: The primary goal of this project is to assist in diagnosing diseases using CT images. The segmentation process needs to be precise, as it plays a critical role in identifying abnormalities accurately. - Expected Accuracy: I'm looking for a moderately accurate segmentation, as this will primarily be utilized for research purposes. The results should be reliable and consistent. - Image Type: The CT images to be segmented are specific to the brain. Therefore, experience with this type of image segmentation is highly desirable. Ideal Skills and Experience: - Proficiency in medical image segmentation, particularly with CT images and the ...

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 who ra...

...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 problem statement and objectives but...