Fruit detection datasetpráce
Seeking help in building a robust supervised machine learning model using GRU, LSTM, and RNN for fraud detection system using the dataset CICIDS 2018. Specifically, the focus is on generating a classification model. Your primary task will involve: • Creating an efficient and accurate classification model • Implementing the model to best fit the data Ideal candidates will have the following skills: - Proficiency in Python or R - Extensive experience with supervised learning models - Familiarity with classification modeling.
I need a qualified statistician for a project entailing multiple regression analysis. The data for this project comes from a collection of recorded observations. Thus...type of data is crucial. Skills needed: - Proficient in statistical analysis - Advanced knowledge in multiple regression - Ability to handle and interpret recorded observation data Your task would involve systematically processing my raw data and applying a robust multiple regression analysis. I am interested in clear, in-depth insights that will help me understand the dynamics at play in my dataset. Excellent communication skills are necessary, as I will need a comprehensive but understandable explanation of the results. Familiarity with statistical software tools is a must, as they will likely be needed in thi...
- Constructing a dataset of US imports spanning the previous decade. - Performing both descriptive statistics and regression analysis on the formed dataset. The ideal person for this position should: - Proficiency in descriptive statistical analysis and regression analysis. - Advanced R scripting and data set creation ability.
My goal is to develop a system for skin cancer detection that leverages machine learning and image processing in order to achieve an accuracy level of over 95%. The system will use both melanoma and non-melanoma images in order to increase reliability and accuracy. Additionally, you need to create a user-friendly website using Flask to view the results and enable testing of the model. Finally, the project will be deployed to a cloud platform, allowing for easy scaling and access in the future.
...integrating a Firewall, Intrusion Detection and Prevention System (IDPS), and a Virtual Private Network (VPN). Firewall: The Firewall should be capable of inbound traffic filtering and proficient in intrusion prevention. I am primarily interested in tightening the security on our network perimeter. Intrusion Detection and Prevention System: The IDPS should provide real-time monitoring, anomaly detection, and should be capable of automatic blocking. Timely alerts against any suspicious activities and potential threats are crucial for our network safety. A specialist with extensive experience in network security systems, specifically firewalls, IDPS and VPNs, will be highly suitable for this project. Proficiency in traffic filtering, real-time monitoring, anomaly...
In English - I want to create a spreadsheet that will simulate trades in cryptocurrency history. The rules for buying and selling assets (crypto) and simulate gains, losses and value locks on diverse trade database. I will need to summarize the re...originar-se ad binance, eu posso mudar a moeda para testar o mesmo resultado no mercado mais volateis. 6 - Na planilha de negócios/ordens devemos indicar as operações abertas e os detalhes de seus resultados. 7 - Preciso ter uma área de criar as regras do item número 2 para fazer o cálculo. 7 - Durante o trade vamos observar O objetivo é testar uma sequência de regras de negociação. In attach - Dataset exemplo coins Plan Example - https://docs.google.com/spreadshe...
I'm searching for a competent developer to design a highly efficient scraper bot capable of extracting text content, images, and links from Website. This scraper bot should be set to exclusively focus on textual data, images and links. Ideal Ski...Solid understanding of data mining techniques - Strong skill in Python, or similar relevant languages - Knowledge of web protocols and markup languages - Past experience with scraping from Website A will be a plus. Job Expectations: - Extract everything in the text content - Ignore images and links during scraping - Validate data accuracy after extraction - Deliver complete, clean, and organized dataset. Beside making the bot highly efficient, it's equally important that it respects Website A's crawling policies to avoi...
As part of this exciting new project, I'm seeking an AI specialist who can aid in the development of a classification algorithm for ECG signals. The main objective of the project is the inception and implementation of a neural network-based algorithm that utilizes a Convolutional Neural Network (CNN) model, with a focus on detection and prediction of abnormal heart conditions and cardiac events. The ideal freelancer for this project would: - Have significant experience in AI and Machine Learning, specifically in creating and training neural networks. - Possess strong skills and knowledge in biomedical signal processing, with particular emphasis on ECG signal interpretation and classification. - Be well-versed in utilizing a Convolutional Neural Network model for such tasks. -...
...containing product data. While searching based on EAN is preferable, searching on the full product name is also acceptable. Scraping Requirements: Search Google Shopping (localized for The Netherlands) for the products listed in the CSV. Scrape the two lowest prices along with the names of the competing sellers. Maintain a reasonable delay between search attempts to avoid detection and blocking by Google Shopping. Export Results: After completing the scrape, export the results to a CSV file (see attachment ''). The exported data should include the two lowest offers, including shipping costs. Important Considerations: IP Blocking: Google Shopping is sensitive to scraping activities. Implement strategies to prevent IP blocking, such...
...that enhances the shopping experience for our users while providing insightful analytics. Feature Requirement: - Conversion of 2D images to 3D models for the try-on. - Analyse users' face shape and recommend glasses (simple rule-based option). We will provide a list (for eg: 1) round face- aviator and oval shaped glasses 2) square face - square and round shaped glasses etc.) - Accurate face detection to ensure precise alignment of glasses on the user's face. - Measure PD for accurate sizing. - Real-time rendering of 3D glasses models on the user's face, adapting to their movements and also allowing them to take images and store them in their account. - Controls for adjusting glasses, including resizing and repositioning. - Carousel mode - to try on a variety...
...proficient developer to write a code which utilizes YOLOv5 for object detection. The primary objective of the code is to accurately detect fire instances in various environments. - Task Specifics: The model should be capable of identifying fire in both indoor and outdoor settings. This demands an acute understanding and expertise in machine learning and image processing to fine tune the model for a high level of precision. - Ideal Skills: The ideal candidate should have proficiency in Python and be highly experienced in deploying machine learning models. Experience with YOLOv5 or similar object detection algorithms is mandatory. - Ultimate Objective: This code's success will be measured by its accuracy and speed in fire detection in diverse environme...
...application. While the specific functionalities were not stated, your focus will be broad. This means it's imperative you can comfortably maneuver and test all areas of the system - from user interface through to the payment system and account creation. Ideal Skills and Experience: - Extensive experience in software testing, especially web applications - Proficiency in test case design and bug detection - Working knowledge of web applications including interfaces, payment systems, and account creation - Proven ability to work under pressure and adhere to deadlines Please, it's needed ASAP. So, if you have a knack for identifying even the smallest of bugs, and can meet tight deadlines, this project is for you. Speed and efficiency are of the essence, without compro...
Hi, I want a python script for the dataset provided, design a multivariable linear regression model to predict purchases (in dollars) for any new customer using python programming language. Dataset attached Also, please advice how long will this take. As i need this asap within next 2-3 hrs
Thank you for this project, and I'm very happy to work for you.
...will: - Have a thorough understanding of CFR21 part 11 compliance rules - Be experienced at accurately interpreting and converting UTC datasets into clear, concise reports - Be familiar with the legislative and regulatory environment of the targeted countries - Be adept at creating PDF reports that are professionally formatted, organized, and easily digestible CFR21 part 11 pdf format using UTC dataset for Different Countries The pdf report is to be generated from InfluxDB , the developer needs to be experienced in writing efficient Flux Queries, write logics + code them as per requirement shared. PDF format is attached , however the form fields for user input is shared in a image which is attached in the project. You must use the requirements shared to generate pdf with...
I'm looking for an expert in the aviation sector who can craft a persuasive PowerPoint presentation that showcases the inter-relationships within the aviation industry. Key Focus Areas: - Airline partnerships and alliances - Airport and airline relationships Requirements: - Detailed understanding of the aviation industry, specifically partnerships, alliances, and relationships - Profe...knowledge of citation protocols to minimize plagiarism - Proven ability to visually represent complex relationships effectively The ideal freelancer for this project will have experience in the aviation field and a strong background in creating engaging, informative PowerPoint presentations. They will have strong research and citation skills, producing work that is original and low in plagiarism ...
...parameters and preferences easily. It should also provide real-time updates on bidding progress and results. Bidding Strategies: The software should support various bidding strategies, such as automatic bidding at specific times, bid increments, and the ability to adjust bids based on real-time data and competitor activity. Proxy Support: It should have the capability to use proxies to prevent detection and maintain anonymity while bidding. Notifications: The software should send notifications/alerts for important events, such as being outbid or winning an auction. Security: Strong security measures should be implemented to protect sensitive information, including login credentials for different websites. Customization: I would like the software to be customizable, allowing ...
I need a data science analyst with a Python background to assist me in analyzing trends in time series concerning hospital admissions. This project will involve the following: - Performing short-term trend analysis - Uncovering long-term trends - Identifying seasonal patterns - Spotting outliers - Help on understanding what time series model to choose if needed? The dataset we will be using will come from our own software, specifically designated for collecting this kind of information. Hence, building the analysis tool will assume a live data collected in a timely manner. The metrics available in our data are: - Admission location - Type of disease - Population data,- Length of stay Ideal candidates should have extensive experience in data science projects, a strong knowledg...
I've noticed suspicious pop-up ads showing up on my website, which leads me to believe there's possibly malware injected into my code. I am looking for a professional who can assist me in figuring out where the malware code is embedded an...my site. Here are my requirements: - Thorough investigation of all code and files on the website to find any potential malware - Ensure complete removal of any detected malware code As for the removal strategy, I am open to both manual cleaning and automated technology. The key for me is that the job is done thoroughly and securely. I seek freelancers who have proven experience in malware detection and removal. Additionally, having programming skills in several different languages is a plus, as the injected code could be in differen...
...parameters and preferences easily. It should also provide real-time updates on bidding progress and results. Bidding Strategies: The software should support various bidding strategies, such as automatic bidding at specific times, bid increments, and the ability to adjust bids based on real-time data and competitor activity. Proxy Support: It should have the capability to use proxies to prevent detection and maintain anonymity while bidding. Notifications: The software should send notifications/alerts for important events, such as being outbid or winning an auction. Security: Strong security measures should be implemented to protect sensitive information, including login credentials for different websites. Customization: I would like the software to be customizable, allowing ...
As an in-depth image recognition project, the primary aim is to accurately recognize different types of fruits. I am seeking a proficient programmer capable of creating a reliable solution, utilizing the provided dataset. Key project requirements: - Development of an image recognition software using ANY programming language - The solution should primarily recognize various types of fruits - The software should be able to adapt and learn from the given dataset. DATASET & TECHNIQUES WILL BE GIVEN This project allows a unique opportunity to apply and extend your skills in image recognition. I'm looking forward to receiving robust and creative solutions.
...will: - Have a thorough understanding of CFR21 part 11 compliance rules - Be experienced at accurately interpreting and converting UTC datasets into clear, concise reports - Be familiar with the legislative and regulatory environment of the targeted countries - Be adept at creating PDF reports that are professionally formatted, organized, and easily digestible CFR21 part 11 pdf format using UTC dataset for Different Countries The pdf report is to be generated from InfluxDB , the developer needs to be experienced in writing efficient Flux Queries, write logics + code them as per requirement shared. PDF format is attached , however the form fields for user input is shared in a image which is attached in the project. You must use the requirements shared to generate pdf with...
Project Description: Seeking a freelancer for a research project on digital marketing in India's pharmaceutical industry. It involves SPSS analysis and co-writing the research paper. I'll provide data and assist with literature review. Scope of Work: Statistical Analysis: Use SPSS for analysis on a dataset with 15 variables, covering digital marketing strategies and demographics. Research Writing: Collaborate on the research paper, covering Introduction, Literature Review, Methodology, Results, Discussion, and Conclusion. Incorporate statistics effectively. Continuous Collaboration: Work closely, welcome feedback, and engage in discussions. Skills Required: SPSS proficiency. Strong research writing skills, especially in digital marketing. Ability to convey statistica...
I'm seeking a talented graphic designer to perform some modifications on my existing logo. The task specifically involves a graphic change and changing the dimensions of the image. I want to put one fruit on logo not 3 on one logo. One apple, one peach, & one pineapple. So this will end up being three logos. Thanks
I'm looking for an experienced Python developer with a strong background in image processing. Here's what you can expect: - Developing an interface for image analysis and processing is our primary goal. - This includes, but is not limited to, tasks such as image smoothing, edge detection, image segmentation. - In addition to these, the interface will need to feature common image processing functions such as filtering, grayscale conversion, equalization, normalization and RGB color adjustment. - Enhancing image quality and automating image editing tasks will also be key functions. - While technical skills are important, so is creating a user-friendly interface. Ideal candidates would possess an understanding of Python with a strong emphasis on image processing details and ...
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Optimization Project for Frozen Fruit Distribution Center: a web application that performs accurate calculations of weight, dimensions, and container type (10, 20, or 40 feet, considering the need for refrigeration). Additionally, the application will allow the selection of packaging type (pallets, box, or bag) and the identification of the merchandise. Subsequently, it will provide the total weight of the container with the load. A 3D simulation feature will be incorporated, allowing users to adjust the arrangement of the merchandise in the container as needed. The application will also have a mobile version for tablets and mobile devices, providing flexibility in service management. The database will play a crucial role in obtaining information about containers and stored product...
I'm in need of a Python developer with spe...specialized skills in machine learning and data processing. This project mainly focuses on rumor detection on datasets such as pheme dataset for rumor detection using a Hidden Markov Model. The key responsibilities and skills needed for the job include: - Expertise in Python language - Proficiency in machine learning algorithms, with particular emphasis on Hidden Markov Models - Experience in natural language processing and text mining will be a plus The task will entail: - Constructing a Hidden Markov Model in Python - Training the model exclusively on used dataset for accurate rumor detection - Ensuring that the model focuses specifically on Twitter data Applicants who have prior experience in rumor...
As a business owner, I am in search of a proactive and highly skilled iOS developer to copy the app. Your primary task will be to mirror the 'Lie detection feature' of the App for our newly iOS app. The cloned app should include in-app purchases and integrate advertisements. Skills and Experience: - Proficiency in iOS development - An understanding of the essential features of the App, majorly the 'Lie detection' feature - Excellent problem-solving skills - Ability to maintain code and project clarity
I need an expert Python developer with knowledge in web scraping, particularly adept at scraping e-commerce and news websites. The specialist should be skilled in overcoming bot detection systems in these types of websites to ensure successful data extraction. Skills & Experience: - Expertise in Python language - Previous experience in scraping e-commerce and news websites - Deep knowledge of PlayWright Framework - Ability to circumvent bot detection systems. Although not mentioned in the questions, effective documentation of your process and findings will play a crucial role in the project. If you possess these skills and have substantial experience, then I look forward to receiving your bid.
I am experiencing some issues with my WordPress website and I need a skilled programmer to resolve them. Key Tasks - Maintenance of my website is required, with a specific focus on bug fixing. Spec...WordPress website and I need a skilled programmer to resolve them. Key Tasks - Maintenance of my website is required, with a specific focus on bug fixing. Specific Bug Fixing - I am currently dealing with Error 404, where I'm unable to access the links on my website. This is a pressing issue that needs to be resolved. Ideal Skills and Experience - Strong WordPress knowledge - Experience in bug detection and fixing - Understanding of Error 404 and its resolution. It's essential that the freelancer can promptly and effectively handle these tasks, ensuring the smooth oper...
...control systems, such as induction loops, keypads, RFID readers, or other authentication methods, to permit or restrict entry. All of these methods are connected to one of the ‘Commands’. These commands are divided into following: - O : only starts the opening movement - C : only starts the closing movement - O – S – C : is a toggle function between opening, stopping and closing Position detection: The controller uses feedback from an encoder and two (ore one) limit switches to determine the gate's precise position along the track, ensuring accurate opening and closing operations according to their respective motion curve. Safety protocols: To avoid any risk of crushing between the latch post and the gate leaf in closing motion, the h...
The primary focus of this small research project is to enhance the YOLO (You Only Look Once) algorithm's capability in detecting anomalous activities. The specific aspect that needs improveme...improvement is anomaly recognition in various situations such as: - Unusual crowd behaviors - Vandalism and property damage - Suspicious individuals or objects To accomplish this, we will utilize a variety of CCTV or mp4 footage. The ideal candidate possesses: - Strong background in AI and Machine Learning, specialising in anomaly detection - Extensive experience with the YOLO algorithm and its improvement - The ability to adapt the algorithm for detection under diverse scenarios Your contribution will be central to improving the security and ensuring the safety of many publ...
...integrating a Firewall, Intrusion Detection and Prevention System (IDPS), and a Virtual Private Network (VPN). Firewall: The Firewall should be capable of inbound traffic filtering and proficient in intrusion prevention. I am primarily interested in tightening the security on our network perimeter. Intrusion Detection and Prevention System: The IDPS should provide real-time monitoring, anomaly detection, and should be capable of automatic blocking. Timely alerts against any suspicious activities and potential threats are crucial for our network safety. A specialist with extensive experience in network security systems, specifically firewalls, IDPS and VPNs, will be highly suitable for this project. Proficiency in traffic filtering, real-time monitoring, anomaly...
...technologies described in the “Technology Description” section below. <Technology Description> This technology is a technology to improve safety by providing information on dangerous points when driving a car. Conventionally, information on dangerous points such as accident-prone points during vehicle driving is generated based on the occurrence of dangerous situations such as sudden braking detection and airbag operation. Therefore, there is a problem that information on potential dangers that are the possibility of future accidents cannot be provided. To solve this problem, this technology judges potential dangers from the content of speech and actions of vehicle occupants and provides information on potential danger points. Specifically, points where speec...
...that our blog pages and other dynamic content are not being crawled and indexed effectively by search engines. This role involves a straightforward task of connecting our services to enhance our website's visibility in search results. The ideal candidate will be responsible for ensuring a seamless integration, addressing any crawling and indexing issues, and implementing a captcha system for bot detection. Our primary issue is that our blog pages and other dynamic pages are not being effectively crawled and indexed by search engines. The successful candidate will be responsible for diagnosing and resolving these issues, ensuring our site is fully indexed and visible on Google search results. Responsibilities: Diagnose Crawling and Indexing Issues: Investigate why our ...
I'm in need of an expert in data entry for the digitisation of some collected online text data. The i...text data. The ideal freelancer will have: - A deep understanding of data entry processes and systems. - Proven experience in entering text data from online resources. - Exceptionally accurate data entry skills, ensuring high-quality information and minimal errors. - Experience in organizing data sets alphabetically. I need someone who can efficiently and accurately put together a comprehensive dataset. The data must be compiled in an organised set and should be alphabetically ordered. If you have an eye for detail and are confident in your ability to handle text data, this project could be a perfect fit for you. Your efficiency and accuracy will be crucial for the success ...
...project include: 1. Fall Detection: The primary goal of this solution is to swiftly and accurately detect instances of falls from the balcony, thereby enhancing the overall safety. 2. Balcony Monitoring: Besides fall detection, the system should keep a close eye on the entire range of activities happening on the balcony. From movement of people and pets to noticing items placed on the premises, the system should effectively capture all. 3. Sensor Range: The sensors employed in the system ought to be of short range, capable enough to monitor movements within the limited confines of the balcony. Ideal freelancers for the job will have expertise in sensor technology, camera surveillance systems and have experience in developing safety solutions. Knowledge of motion dete...
I am aiming to create a Unified Intrusion Detection System (IDS) Model using meta learning that focuses on identifying network threats, specifically, zero-day attacks. The IDS model should: - Perform a thorough analysis of network traffic to pinpoint intrusions - Be capable of adapting and evolving in response to the dynamic nature of zero-day attacks - Utilize meta-learning techniques for the successful detection across varying network distributions This project requires an individual with a strong background in cybersecurity, network security, and machine learning. Preferably, someone experienced with intrusion detection systems and knowledgeable about zero-day attacks. Expertise in developing adaptable security models is a major plus. The primary goal is to greatl...
...that our blog pages and other dynamic content are not being crawled and indexed effectively by search engines. This role involves a straightforward task of connecting our services to enhance our website's visibility in search results. The ideal candidate will be responsible for ensuring a seamless integration, addressing any crawling and indexing issues, and implementing a captcha system for bot detection. Our primary issue is that our blog pages and other dynamic pages are not being effectively crawled and indexed by search engines. The successful candidate will be responsible for diagnosing and resolving these issues, ensuring our site is fully indexed and visible on Google search results. Responsibilities: Diagnose Crawling and Indexing Issues: Investigate why our ...
In my project, I require a proficient Excel expert to aid in the critical analysis of a small dataset (less than 100 rows) and to design effective spreadsheets. Key Tasks: - Full Data Analysis: You will need to thoroughly examine a dataset and generate a clear understanding of its patterns, trends, and insights. You should have knowledge of statistical methods used in data analysis which can be applied to my data. - Spreadsheet Design: The designed spreadsheet must include automated calculations, data visualization with charts or graphs, and advanced filtering and sorting functionalities. Your design must streamline the data in an easy-to-understand way which encourages effective decision-making. Ideal Skills: - Expertise in Microsoft Excel including VBA programming. - ...
I need a meticulous expert to thoroughly clean my dataset, which is small in size, comprising less than 1,000 records. This data includes text, numeric, and categorical data types. Key areas to focus on include: - Identifying and rectifying missing values. - Removing duplicate entries. - Addressing inconsistent formatting. This task calls for a strong understanding of data handling, especially dealing with different data types. Proficiency in data analysis software and keen attention to detail are crucial for identifying and correcting these errors effectively. Your expertise should ideally include the use of Python, R, or SQL for robust data cleaning. Previous experience in undertaking similar data cleaning projects is a definite bonus. Please be prepared to walk me through yo...
I'm looking for a developer with experience in the fields of Opencv, Flask and Yolo, this project revolves around web development, with specific focus on creating a web application system with the integration of object detection. Required Skills and Experience: - Proficiency in Opencv, Flask and Yolo - A solid background in web development - Experience in developing web application systems - Working knowledge of object detection the project is nearly completed but there are some logical errors i am getting
I'm looking for skilled freelancers to work with a dataset of English text articles. The primary task involves: - Text data processing: experience in working with news articles is a must-have. - Language skills: proficiency in English due to nature and language of articles. - Analytical abilities: ability to interpret, analyze and present findings is crucial. Suitably experienced data analysts, data scientists or those with a background in Natural Language Processing are highly recommended to bid. Please share examples of prior work with news data if available.
I'm in need of an experienced software developer who can modify an existing GitHub repository () to help me develop a more efficient logo detection and reporting tool. Skills Required: - Strong knowledge of software development - Experience with GitHub and its repositories Tasks include: - Improving the accuracy of logo detection, especially for sporting brands and new logos - Enhancing the reporting capabilities, to yield more comprehensive and insightful reports - Customizing the user interface, to make the tool more user-friendly The final goal is to have a powerful brand monitoring tool that puts special attention to sporting brands. Your proposal should clearly state how you plan to improve the features requested. Include examples of similar
I'm looking for a skilled freelancer to reproduce a pre-existing Deep Learning Visual Question Answering project. The original project can be found at this GitHub repository, For efficiency's sake, it's acceptable to downsize the dataset for quicker training times—a key deliverable is to ensure the code runs smoothly. Key Details: - You'll need to be proficient in Python, as this is the preferred language for the task. - Deep learning frameworks are open to choice. Expertise in TensorFlow, Keras or PyTorch would be beneficial. - Time frame for project delivery is flexible, however, we can discuss any urgent deadlines further. Ideal candidates will have extensive experience in Python programming, and a strong working knowledge of one or more deep
There are many Medical Visual Question Answering Model(medical VQA) . One of them is PMC-VQA model by XiaoMan Zhang, available on paperswithcode and github, however the code is very troubling to run. i need someone who can reproduce/ run the code. It is OK to cut the PMC-VQA dataset intonsmaller dataset so that i know the code can actually run.
I am in need of an expert statistician or data analyst to perform statistical analysis on my collected data. The operations required include the Wilcoxon signed-rank test, KR-20, Spearman's χ2, p-value, and t-test (two-tailed). Key Responsibilities: - Apply the Wilcoxon signed-rank test, KR-20, and Spearman's χ2 to my dataset. - Determine the p-value and conduct a two-tailed t-test. - Deliver accurate results for me to make effective decisions. The Purpose: The main objective behind this analysis is for Hypothesis testing, where I aim to verify if the data supports my theoretical assertions. Required skills and experience: - Proven experience with statistical analysis including both parametric and non-parametric tests. - Proficiency with software commonly used ...
I'm seeking expertise in Excel to create bar charts from a dataset with simple variables. - Creating bar charts: I need someone adept in designing insightful and clear bar charts from the current data I have. -Ideal skills: Proficient in Excel, skilled in data visualization, and has a clear understanding of simple data variables. Prior experience in creating bar charts from Excel databases is preferred.
We need to classify various types of images after AI training. Currently we're using this library () and have replaced their images with ours and changed the categories names etc. to make it fit for our needs. But as we're expanding with our categories, the predicted outcome is getting worse. It is ...lassifier) and have replaced their images with ours and changed the categories names etc. to make it fit for our needs. But as we're expanding with our categories, the predicted outcome is getting worse. It is confusing between various categories. What we need is, either a classifier built on this library or any other library doesn't matter, to which we can feed our categories and training dataset and it produces accurate results when predicting
