Data entry learningJobs

I'm seeking a proficient Python developer with experience in machine learning and TensorFlow expertise. My project involves: - Overcoming an existing obstacle with my existing code to make it run on Google Collab - Providing a Read me file explaining how to run the project and explain what is happening and also what changes are to be made must be mentioned. - Find and Explain how to use the dataset and what could be done to improve the accuracy of the model further. Ideal candidates have a solid background in Python and TensorFlow for handling machine learning tasks. Your experience with Google Colab will greatly benefit this project as you'll be troubleshooting code specific to this platform. The code for the paper attached below can be found at

I'm seeking a talented freelancer, preferably with experience in machine learning and image processing, to build a system capable of detecting forged signatures from a dataset of JPEG signed pictures. The objective here is to distinguish between forged and authentic signatures, hence your role will entail: - Designing a smart algorithm capable of signature analysis. - Implementing a system for inputting PNG images of the said signatures, both authentic and forged. - Testing the overall model accuracy using a provided train and test datasets. Ideally, you should have prior experience in implementing machine learning models specifically for image recognition purposes, as this will be critical in driving the project's success. Familiarity with software development ...

I need a data entry expert to transpose textual data from word documents into a database system. The data is ready for immediate start and the project will ideally suit someone with solid experience in data entry, particularly with word and MySQL or SQLServer. The ideal candidate for this job should: - Have proven experience with data entry. - Be proficient with Word documents. - Have working knowledge of database systems especially MySQL or SQLServer. - Be detail-oriented and accurate. Note that this is not a one-time job, as more projects of similar nature are lined up. Therefore, demonstrating good performance might lead to more future collaborations.

I require an efficient and experienced virtual assistant for 5-10 hours per week ongoing assistance. - Key Tasks: Your responsibilities would include email management, data entry, and calendar management, so a high level of competence in these areas is essential. - Communication: It's preferable if you're comfortable in using slack, email, project management software, and video conferencing tools. This will be our main mode of assigning and discussing tasks. - Skills: The ideal candidate will have prior experience as a virtual assistant, outstanding organizational skills, and attention to detail. Familiarity with Google Suite and project management platforms will be highly regarded. - Location: You can be located anywhere, as long as you have strong English skil...

I am looking for an experienced accountant or bookkeeper to create a detailed spreadsheet for my personal income and expenses for 2023. The dataset should incl...spending trends and potential savings. Ideal Skills & Experience: - Proven experience in personal finance management or accounting. - Proficiency in Excel or other spreadsheet software. - Strong analytical skills, and attention to detail. - Experience in creating custom income and expense categories. - Financial advisory experience is a bonus, but not a must. This endeavor is not just about data entry; it's about understanding my financial habits and helping me optimize them. Your task is to turn numbers into meaningful insights. I'm excited about working with someone who takes this stance on persona...

I'm in need of a deep learning expert with specific experience in Convolutional Neural Networks. The primary goal of this project is to bolster our search engine ranking through effective link building. To achieve this, I need you to develop and implement a CNN model. The model will be trained on textual data from websites, which I have available for this purpose. Your responsibilities will include: - Developing an effective CNN model - Training the model with the available textual data - Implementing the model for link building Ideal candidate should have: - Proven experience in deep learning, specifically with CNN - Previous success in link building through machine learning - Proficiency in Python and relevant deep learning libraries - Abi...

***EDIT*** To further clarify - I am not trying to redesign the existing "logo", rather I am looking for an "Icon" that can go along with the brand. Basically like an icon that would be used for an app icon or something like that .*** I'm in need of a savvy designer who can creat...unique spirit in an engaging and compelling way. While color preferences were not specified, your expert input will be appreciated on what would work best within the parameters of an abstract design. I want it to FEEL like the logo really embodies the brand. We are a software platform that leverages data analytics to help real estate investors find properties to invest in as fix & flip properties, or rental properties. You can check out our main page here First good ...

I'm a doctor looking to enhance my communication skills, specifically verbal communication and active listening. My goal is to improve my patient interaction and eventually boost my service enrollment rates. Key Requirements: - Customized Training: I prefer one-on-one coaching for a more personalized learning experience. - Communication Expert: The ideal candidate should have a strong background in communication training, especially in the context of medical services. - Results-Oriented: The end goal here is not just to learn, but to put these skills into practice effectively. Your role as a freelance communication expert would be to deliver tailored one-on-one coaching sessions focusing on verbal communication and active listening. By helping me master these skills, you wil...

...developer with experience in deep learning and graph neural networks to assist in building a link prediction model. Key Project Details: - Outcome: The main goal of this project is to achieve accurate link prediction. Your model should be able to accurately predict the likelihood of a connection between two nodes in a graph. - Data: The project will utilize open source data. Familiarity with handling and preprocessing graph data will be an advantage. - Dataset Size: The dataset is relatively small, with less than 1,000 nodes. Ideal Skills: - Proficient in Python: Strong programming skills in Python, with a focus on deep learning libraries like TensorFlow or PyTorch. - Deep Learning & Graph Neural Networks: Experience in building and traini...

I need a meticulous professional to complete a manual data entry project. This will involve inputting textual and numeric data with specific formats. The data will be sourced from physical documents. Key Skills & Experience: - Proven experience in manual data entry projects - Attention to detail, specifically regarding formatting - Proficient in Managing Physical Documents - Strong typing and data entry skills.

I'm looking for a skilled Deep Learning professional who can assist me in setting up and executing a high-quality local market link building strategy. Key Responsibilities: - Utilize Graph Neural Networks to develop an effective and scalable link building approach. - Conduct outreach and establish relationships with relevant websites in our niche. - Assist in creating and optimizing content to attract high-quality backlinks. Ideal Skills and Experience: - Proven expertise in Graph Neural Networks, and their application in link building. - Previous successful experience in executing local market link building strategies. - Strong communication and relationship-building skills. - Understanding of SEO and content optimization for link building purposes. If you have a deep un...

...Functionalities: • Automatic segmentation • A user-friendly interface • Capable of real-time processing The project requires the software to be adept at encoding both images of skin tumors and medical records. Your skills should cover complex data handling and feature extraction from these diverse datasets. Aiming for pristine results, I require the software to deliver a high accuracy level - above 95%. Experience in medical imaging and record processing is inevitably ideal and advantageous. This task requires a deep understanding of machine learning models, image processing, and artificial intelligence. Python programming, database management, and user interface design skills are crucial for the success of this project. The chosen freelancer will exhib...

I'm in need of a deep learning expert with a strong background in natural language processing. The primary goal of this project is to perform sentiment analysis on a sizable dataset written in English. Key Project Details: - Area: Natural Language Processing - Task: Sentiment Analysis - Language: English Ideal Candidate Profile: - Proven experience in sentiment analysis - Strong hold on deep learning and NLP - Proficiency in English - Experience with large datasets in English - Ability to work with unstructured textual data This project requires someone who can not only apply sentiment analysis techniques effectively but also understands the nuances of English language, and can handle the complexity of natural language processing to deliver accurate results. I...

1. Hi, I'm looking for a Ph.D. level (or equivalent) person with an understanding of math, AI, or ML. It would be great if we could read AI, ML, diffusion, RLHF, and reinforcement learning related academic papers together during [Removed by Freelancer.com Admin for offsiting - please see Section 13 of our Terms and Conditions]. 2. Another important thing is that I would like to have the meeting at 7pm EST. If you are from Europe or Pakistan, that time may NOT work for you. We will have a [Removed by Freelancer.com Admin for offsiting - please see Section 13 of our Terms and Conditions] chat for two hours on weekdays, for example. 3. If you read until here, please include links to some papers that you wrote in the related fields. Please include the link in the first sentence ...

...create a dynamic visualization dashboard for health data. - The dashboard will focus on a range of health data - It will need to display specific and diverse health metrics such as age, type of therapy given, time periods, and mortality - so be able to calculate mortality, time periods, - Each individual's health record data will be detailed in a specific manner ie data will be entered as numeric code -Each patient will have about 20 data points Ideally graphs will have consistent coloring eg PD patients orange, HD = green etc- to allow for intuitive understanding The ideal freelancer for this project needs to have: - Proficiency in Excel, especially in creating dynamic and interactive dashboards. - Experience working with health data...

...strong background in AI for an upcoming software development project. The software should primarily work to enhance business efficiency through intelligent data analysis and machine learning applications. Key Features: - Capable of performing complex data analysis. - Incorporate sophisticated machine learning algorithms. Purpose and Users: This tool will be used in construction industry by engineers and contractors for communication of Instructions and development of IPOs. Skills and Experience Required: - Expert knowledge of Python and Flutter. - Proven experience in AI, particularly machine learning. - Experience in developing data analysis tools. - Familiarity with developing software applications for construction co Summary: The envisione...

I am looking for a seasoned programming professional with expertise in C++ and a firm grasp on sorting algorithms, graph algorithms, and tree data structures. My project requires: - Demonstrated proficiency in C++. This is non-negotiable as all tasks will be carried out in this language. - A solid understanding of sorting, graph and tree data structures. - The ability to simplify complex concepts. Although advanced techniques might come into play, the difficulty level of tasks should generally cater to beginners. Think you're the right match? I'd love to hear from you. Let's make learning fun and efficient!

As a premier provider of construction machinery, I am seeking talented web developers to design a unique, comprehensive website. This digital platform should not only highlight our wide range of machinery but also provide information about our ongoing construction projects. Key Features: * A detailed product catalog showcasing our machinery. Each entry should include descriptions and specifications. * An image gallery demonstrating our machinery in action across various construction projects. * A contact form for customer inquiries and quote requests. Ideal candidates possess strong skills and experience in eCommerce website design and construction-related content. Familiarity with product-focused, image-heavy layouts is also important. The ability to effectively capture the essen...

...citizenry of my new and unrecognized country. The system should be highly secure and allow for easy modification of its data structure and content. Requirements: - The system should primarily focus on recording citizenry information, including basic details such as full name, birth date, citizenship ID, other relevant IDs (including if they hold foreign citizenships), income, bank details, and employment information. - It should be built on a blockchain architecture that ensures the security and integrity of the data. - It should be highly modifiable, with the ability to add new fields for additional information, update existing citizen information, and modify the data structure as required. This ability to modify should be restricted only to me and selected i...

...that is intended to guide the user through a large set of documents they will recieve further into the year. Key Job Requirements: * Craft an ambient soundscape that enhances the learning experience * Provide a serious and professional tone to the sound design * Some desired SFX includes movement of paper, notification feedback noises, whooshes, etc * Experience in sound mixing and design for educational or corporate content is preferred Ideally, the sound design would not distract, but rather encourage focus and enhance engagement on the content. It should foster a professional atmosphere to facilitate learning and comprehension. Showing experience with similar projects could be beneficial. The video as it stands already includes a background track and VO. The BGM is ...

I have a set of printed documents that need to be converted into an excel file. The data primarily consists of text, and the excel sheet has 1-5 columns. Key Responsibilities: - Inputting data from printed documents accurately and efficiently into the excel sheet - Ensuring that the text data is correctly organized within the specified columns Ideal Skills and Experience: - Proficiency in typing and data entry - Experience with Excel or other spreadsheet software - Attention to detail and accuracy to prevent errors - Ability to handle and convert printed documents to digital format Your work will be essential in transforming this printed data into a digital, easily accessible and analyzable format.

I am on the lookout for an experienced reinforcement learning specialist, particularly in the domain of website optimization. The main goal of this project is to apply reinforcement learning techniques for optimizing my website. Ideal Skills & Experience: - Deep understanding of reinforcement learning concepts - Proven experience in applying reinforcement learning in different scenarios, preferably site optimization - Strong problem-solving skills and ability to think algorithmically The Project: Since the specific areas to be optimized were skipped in the questionnaire, I would expect the expert to initially evaluate my website and suggest potential areas that can be perfected using reinforcement learning. Given the timeframe for this project - wi...

I need a small Flutter project specifically for Android. The app should be designed to help users track their daily calorie and nutrient intake. Here are the project details: - The app should allow users to manually enter the food they consume. - It should track the calories, proteins,...- The app should allow users to manually enter the food they consume. - It should track the calories, proteins, fats, and carbohydrates consumed on a daily basis. - The user should have the ability to view their past history of calorie intake. Ideal Skills and Experience: - Proficient in Flutter for Android. - Experience with developing health and nutrition apps. - Ability to implement manual entry features. - Knowledge of calorie and macronutrient tracking. - Efficient in delivering micro project...

I have a small PDF document of 1-50 handwritten pages that I need typed into a MS Word document. I would like the formatting of the original pages to be preserved in the Word document. Key Requirements: - Type handwritten content from a PDF file into MS Word. - Preserve the original formatting including any layouts, styles, or formatting used in the h...Preserve the original formatting including any layouts, styles, or formatting used in the handwritten pages. Additional Details: - I am not providing specific formatting requirements, so you are free to use your discretion to ensure the final Word document looks clean and professional. - The ideal freelancer for this project would be someone with a strong attention to detail and experience with data entry and document forma...

I need professional help to accurately enter and organize text data in an Excel sheet. The text has to be arranged in alphabetical order. I'd also appreciate some expert input in making the document more readable with the appropriate font styles. Ideal Skills and Experience: - Proficiency in Microsoft Excel including formatting - High accuracy in data entry - An understanding of best practices when it comes to data organization - Strong attention to detail and ability to follow specific instructions Requirements: - Type text data into Excel Sheet - Organize data in alphabetical order - Apply appropriate font styles to improve readability.

...tasks. Responsibilities: - Email Management: Handling and organizing my email correspondence, flagging important messages, and drafting responses. - Appointment Scheduling: Coordinating and scheduling my meetings, calls, and other appointments. - Social Media Management: Assisting in managing my social media accounts, creating and scheduling posts, and engaging with followers. I am looking for an entry-level virtual assistant with a positive attitude and excellent organizational skills. The ideal candidate should be based in Delhi-NCR, as some tasks may require in-person assistance. Communication: I prefer communication primarily through email. Therefore, prompt and clear email communication is essential. Key Skills: - Excellent written communication skills. - Proficient in...

I'm in need of a professional who ca...Deliverables: - An Excel spreadsheet with the collected email addresses - Inclusion of names of key contacts in these establishments with their own individual email address Ideal Skills and Experience: - Proficiency in conducting web research to gather contact information - Familiarity with the funeral services industry in the UK is a plus - Excellent attention to detail for accurate data collection - Experience in data entry and organization - Ability to deliver the project efficiently and on time Please note that providing only email addresses is not sufficient; the names of key contacts in these establishments are crucial for the success of this project. PLEASE BID PRICE TO COMPLETE THIS TO A HIGH STANDARD NOT TO TALK ...

...risk management, including the use of Stop Loss (SL). - Take into account the average price in favor of the trend and the second average price against the trend, as specified parameters. Note: The average price against the trend is only for the first entry, the following entries are in opposite directions; The exit must be the average price plus the take profit, in case there is a reentry, otherwise the exit is on the regular take profit. - Allow for the placement of pending orders or at market, as chosen by the user (myself). - Set the entry average price according to distance, multiplier, maximum lots, and in favor or against the trend. - Manage maximum drawdown to limit financial losses. 5. Development Platforms: - Python robot with Binance API. 6. Project Delivery: ...

...would collect essential customer information, including: - Full name - Phone number - Date of Birth - Residential Address - Biometric data (Fingerprint) - Father's name - Adhaar Number The fields for Full name, Phone number, Date of Birth, Address, and Father's Name are mandatory for registration. As an added layer of security or specificity, the system should be able to handle and process Aadhaar number entries. The portal must avoid duplicate entries by the entry operator. Ideal freelancer for this project should have prior experience in developing secure customer portals and database handling. Skills in using secure encryption methods for biometric data would be a huge plus. Proficiency in user-friendly UX/UI would also be appreciated to ensure cust...

I'm looking for an expert in Python, C# and machine learning, preferably with a background in options trading. The main goal of this project is to blend machine learning with options trading strategies. Key Responsibilities: - Develop machine learning models: I'm aiming for a basic level of complexity, such as linear regression and decision trees. - Code in Python and C#: You should be proficient in both languages, as the software will be primarily in Python, but will also need to interface with C#. Ideal Candidate: - Proficient in Python and C#. - Experience in developing machine learning models, especially in the realm of options trading. - Able to handle the complexity of blending machine learning with trading strategies.

I am seeking a skilled and detail-oriented Excel specialist to assist with data entry, data analysis, and formatting. Your job scope will require the following: - Accurate data entry into Excel. - Proficient use of SUM, AVERAGE, and COUNT Excel functions for detailed data analysis. - Knowledge in formatting Excel worksheets to ensure cohesiveness and professionalism. The purpose of this task is to effectively organize a large amount of data. The ideal candidate should have strong strategic thinking and problem-solving skills, as well as advanced Excel competencies within data organization. Previous experience in similar jobs will be a plus.

I need a skilled freelancer to copy and paste data from several websites into an Excel spreadsheet. Key Requirements: - Proficiency in data entry - Detail-oriented and precise - Familiarity with using spreadsheets Please deliver the data in the spreadsheet format. Let's discuss the specifics and get started on this project.

...main blog page: Will be minimalist like: On the sidebar, I’d like a search button, popular posts, archive and sharing entries on social media. Accessing the Blog Page: The blog page will be accessed in 3 ways: Via a "Latest News" link from the main page footer menu. Via a popup window on main page showing the latest blog entry Via a link to a blog entry ( which shows selected blog entry) I will need a way to add/edit/delete blog entries. If entering please send screenshot of a blog you thing will suit and examples of any relevant projects that you have completed. Generic pasted responses will be ignored. Blog entries will have a heading caption, text and can have images tables etc. See attached PDF for more details Ask an...

...will be provided on a per-article basis. Job Requirements:  Minimum of 5 years of experience in writing about the high-value product industry, including customer insights, market trends, and white papers.  Proactive approach to learning and understanding our industry and products, enabling you to gain deep insights into customer pain points. You will be responsible for developing high-quality, value-driven content that meets customer and market demands, ultimately driving business leads.  Proficiency in market research, customer needs analysis, and basic data analysis. Utilize these skills to deliver targeted content that effectively communicates product features, advantages, and solutions. Payment will be based on delivering per article. There is potential for long-t...

I need an experienced data entry specialist to transition both textual and numerical data. The successful freelancer will: - Accurately move the provided data consisting of text and numbers - Handle an estimated volume of 100-500 entries - Be adept at working within a provided format and template Proficiency in detail-oriented tasks, accuracy, and experience in similar projects will be vital for the successful completion of this project. Familiarity with different data formats and templates is a plus.

I need a customized data entry form in Google Docs for recording wildlife observations. The template should include the following seven fields: - Date and time of observation - Location of observation - Weather conditions - Species observed - Behavior observed - Number of individuals - Additional notes The ideal freelancer for this job is someone with experience in creating Google docs templates, especially with data entry forms. An understanding of data collection for ecological studies or a general appreciation for wildlife would be beneficial. As an end user, I should be able to efficiently navigate and fill in the form. Importantly, the design should be user-friendly and neat, allowing for definite distinctions between different fields.

We are looking for an experienced content developer to create engaging, high-quality training materials for various training programs that we run. The ideal freelancer will have experience with: - Developing both written and video content - Creating dynamic PowerPoints, Word documents, and PDF files - Designing long form training programs using simple & dynamic .ppt...responsibility will be to create content that engages learners and supports their educational needs. This role requires an individual with exceptional attention to detail, creative flair, and a solid understanding of effective training methodologies and tools. Proven experience in this field is crucial, and I will use your portfolio to ascertain your design and development talents. Let's enrich the learning e...

we need freelencers who can handle data entry jobs an also type an rethype ours screenshoots and documents perfectly...new freelancers are highly welcome

I'm looking for a diligent data entry professional to assist with transferring text from various online sources into a structured spreadsheet format. Key Points: - The task involves pure text entry, requiring accuracy and attention to detail. - The data will be sourced from online content, so familiarity with the web and online research is preferred. - The final output should be a well-organized and error-free spreadsheet, most likely on platforms like Excel or Google Sheets. Ideal Candidates: - Proficient in data entry with a keen eye for detail. - Comfortable navigating online sources and extracting information. - Skilled in using spreadsheet software like Excel or Google Sheets. - Able to complete the task accurately and within the stipu...

I am looking for a data entry freelancer to transcribe handwritten notes into a spreadsheet. Key Responsibilities: - Accurately transcribe handwritten text into a spreadsheet format - Organize and format the data in a clear and structured manner Skills and Experience: - Proficient in data entry, especially from handwritten sources - Experience with spreadsheet software like Excel or Google Sheets - Attention to detail is crucial to ensure the accuracy of the transcription - Ability to work efficiently and deliver quality results within the agreed timeline. Please note that the data will be provided in handwritten notes, and must be transcribed into a spreadsheet.

में पहले से इस काम को जानता हूं ओर कर चुका हू। मुझे अच्छा अनुभव है टाइपिंग और डाटा एंट्री में

I'm on the lookout for a detail-oriented freelancer to peruse thr...1026 specific entries in Companies House website here in the UK (). The main task is to: - Input the provided company number - Access their most recent accounts - Record the number of employees each company had last year. The ideal candidate will have: - Excellent attention to detail - Strong data entry abilities - Proficiency in using Spreadsheets Finally, I'd like the mapped data to be presented in the spreadsheet provided, the employee count should go next to the company number. Please note that industry sector or other details are not required. Simply focus on obtaining the employee count for each company. Your efficiency and accuracy will be much appreciated.

...and frameworks such as LangChain, ensuring our application development is as efficient as it is innovative. Collaboration : Ensure a smooth partnership with Data Engineering and Software Engineering teams for flawless integration of AI models into production systems. Continuous Learning : Keep up with the rapid advancements in AI/ML, including emerging tools, libraries, and best practices, applying this knowledge to propel our projects forward. Ethics in AI : Champion ethical AI development, prioritizing fairness, unbiased outcomes, and privacy. Machine Learning and NLP Expertise : Your background in machine learning and deep learning, particularly in neural networks and NLP, sets the foundation for success. Technical Proficiency : With Python fluency ...

...product matching purposes will be highly advantageous. Demonstration of past successful projects of similar nature would also be appealing. Main function: bot serves to matches 'client's product descriptions' to the company's product names. The user will then reply if the product name is 'correct, incorrect, not sure'. All replies must feed back the dataset and the bot for incremental learning (machine learning with human interaction). Scenario: our clients name the products based on their descriptions and not on their names. For instance, for a "Diet Coke" they name: "cola based soda with no sugar"; or "sugarless cola based soda"; or "cola soda, no sugar, fizzy drink"; etc. Combinations are endless. O...

We need an online Virtual assistant to help us with our company tasks such as social media posts, research data entry etc... The tasks are very simple, however, this will be ongoing, daily work for the foreseeable future. Must be reliable and consistent in order to be successful in this role.

I'm in search of a meticulous individual with strong attention to details to enter text data from scanned documents into my database. There's no strict timeline for project completion, but continuous progress is expected. Skills and Experience: - Proficient in data entry - Familiarity with scanning technology - High focus on accuracy and speed - Ability to handle large volumes of documents Your responsibilities will include: - Reviewing and interpreting scanned documents - Accurately entering text data as per the interpreted information. - Maintaining the workflow even without strict deadl

...website: 2. Scroll down you will see codes like this: AC9EFLA01 Click on the code. 3. A page will open on the side. Press all the down buttons: 4. Select the contents of that page. COPY 5. PASTE into word. 6. On some most pages there will be links. Click on the link. There will be an orange highlighted area. Copy and paste that under the hyperlink. 7. Save as the code name eg. Again, this is ridiculously simple, just time and attention to detail. If done well, have other Learning Areas like Math and Science we can award later. For now, just the

Hello, Greetings from Verbolabs! We are looking for a French Canadian VO artist for our ongoing project. Source Language: English Target Language: French Canadian Samples: E-learning VO sample If interested then please share your E-learning VO samples with us. Hope to hear form you soon. Regards

Data Science resource requirement 8-10 years - We're seeking an experienced Data Scientist with a strong background in financial data analysis to join our project. - You will be developing predictive models for financial forecasting and implementing anomaly detection systems to identify irregular patterns within financial datasets. - This role requires a blend of statistical analysis, machine learning expertise, and a deep understanding of financial markets. - Excellent communication with the ability to work individually and take the work responsibilities and ownership. Machine learning expertise required for the role: Machine Learning Tools - MLflow, Kubeflow Machine Learning Techniques - Anomaly Detection Machine Learning De...

...background in machine learning and cybersecurity. Ideally, you should have experience with: - Developing machine learning algorithms, specifically for anomaly detection - Implementing intrusion detection systems - Network security and infrastructure Though the specific tasks weren't outlined in detail, we expect these competencies to be integral to your role in this project. It will involve a large component of anomaly detection and general cybersecurity measures, utilizing machine learning as a tool for enhancing the efficacy of these efforts. In your application, discussing any relevant past work and presenting a detailed project proposal would be beneficial, though it wasn't explicitly stated as necessary. The desired outcome is the enhancement of o...