Sahi hasan hadith classificationcông việc

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I'm seeking an experienced NLP professional to develop a text classification model for social media posts. The posts will be sourced from Twitter, Facebook, and Instagram. Key Responsibilities: - Design and implement a robust NLP model to classify text from various social media platforms. - Ensure the model is able to handle the unique characteristics and challenges of each platform's posts. Ideal Skills: - Proficient in NLP techniques, particularly in text classification. - Experience working with data from Twitter, Facebook, and Instagram. - Strong programming skills, preferably in Python or R. I look forward to your proposals.

I'm looking to create a Muslim-centric AI, similar to OpenAI, that is specifically tailored to offer Islamic educational content. This AI should embody Islamic values, and be 100% accurate with its information. Key Features: - The AI's primary function will be to provide Islamic educational content, including Quranic interpretations, Hadith explanations, and Islamic history lessons. - Initially, the AI should be accessible via a web application and through WhatsApp integration. Ideal Skills and Experience: - Deep understanding of Islamic teachings and values. - Proven experience in AI development, particularly in creating educational content. - Skills in developing web-based applications and integrating them with WhatsApp. I want this project to culminate in an AI that...

I'm looking for a freelancer who can create a AI platform which will create a list of all active companies in India by scouring the internet and then create and update database. Post ...then create and update database. Post which the platform will run analytics of all active companies in India. This includes Small and Medium Enterprises (SMEs), Large Corporations, and Startups across various sectors such as Technology, Manufacturing, Healthcare, Etc. Key Requirements: - The database should include, but not be limited to, the following details: * Revenue data * Industry classification * Company Titles * City * State * Website * Sector - The freelancer should have experience in data collection, creation, analytics, platforms and AI . Familiarity with Indian compa...

Briefing pour mission freelance : Identification et classification des bénéficiaires effectifs des entreprises Contexte : Nous fournissons une liste d’entreprises pour lesquelles nous avons besoin d’identifier le ou les bénéficiaires effectifs/majoritaires. Ce travail est essentiel pour nous. Description de la mission - Recherche des bénéficiaires effectifs : Identifier le bénéficiaire effectif/majoritaire de chaque entreprise sur la base de recherches via des plateformes comme , , LinkedIn, des articles de presse, ou tout autre outil pertinent. Si plusieurs bénéficiaires sont identifiés, préciser celui qui détient la majorité. Classification des entreprises : Un...

I offer various options to help you organize and clean up your accounting records in QuickBooks. Here are the services I provide: - Review and Correction of Transactions: I examine existing transactions in QuickBooks Online and correct any errors or discrepancies in the accounts. - Bank Reconciliation: I ensure that bank transactions match the records in QuickBooks Online. - Classification of Expenses and Income: I correctly organize and classify transactions into the appropriate categories. - Duplicate Removal: I look for and eliminate duplicate transactions or unnecessary records that may inflate financial reports. - Inventory Regularization: If you manage inventory, I verify the accuracy of inventory records and adjust quantities as necessary. - Missing Data Update: I complete an...

...principales : - **Mise en œuvre des tâches NLP** : - Classification de texte. - Analyse des sentiments. - Traduction de langues. - **Configuration des appels** : - Paramétrage des appels entrants et sortants via VAPI. - **Réponses automatisées** : - Mise en place des réponses sur WhatsApp Messenger via VAPI. - **Personnalisation VAPI** : - Développement et ajustement de la configuration en fonction des besoins spécifiques d'OMONDE CANADA. ### Compétences et qualifications requises : - Expertise avérée en Traitement du Langage Naturel (NLP). - Expérience solide dans la configuration et le déploiement de VAPI. - **Maîtrise parfaite du françai...

...the caching mechanism to load advertising content in advance to ensure a smooth experience. Configure creatives and jump links in the background to support dynamic updating of advertising content 2. Video classification and list page Function: Video category display (such as popular, recommended, category tags). Video list waterfall or grid layout display. Supports search function to quickly find video content. Paging function can be loaded to scroll to load more videos. Supports display of video cover, title, duration and other information. suggestion: The backend provides classification API and video list interface, and the frontend dynamically renders content. Picture and video covers support lazy loading to improve performance. Video data storage supports paging que...

I'm seeking a professional with expertise in malware detection and classification to leverage the MalConv architecture for my project. The primary objective is to classify known malware types using a publicly available malware dataset. Key requirements: - Proficiency in machine learning and specifically in the application of the MalConv architecture for malware classification. - Experience with publicly available malware datasets. - Ability to deliver a robust and efficient classification model. Please note that the specific types of malware to be classified have not yet been determined, so flexibility and a broad understanding of different malware types will be beneficial.

I'm in need of a Keras model that can effectively detect faults in industrial machinery by analyzing noise generated by these machi...Data Overview: - The training dataset contains approximately 400 time series recordings, while the testing dataset has around 1000. Please note that the testing dataset includes all the data from the training set. - All data is in the form of numeric, pre-normalized acoustic recordings. - No cleansing or other pre-processing required. Ideal Skills and Experience: - Proficiency in time series classification. - Strong skills in machine learning, particularly in predictive modeling The proposal should include:- - How do you choose the best window (start time to end time) of observations ? - What model (CNN, RNN, Tree-based, SVM, etc.) would you pr...

I require a highly accurate image classification and object detection system for MRI scans using the YOLO algorithm with GhostNet as the backbone. The primary objective is detecting tumors within these scans. Ideal Skills & Experience: - Expertise in machine learning, particularly in object detection and image classification - Extensive experience with the YOLO algorithm and GhostNet - Background in medical imaging analysis, specifically MRI scans - Proven track record of high accuracy in previous projects

I'm seeking a translator to convert an Islamic book from Urdu into English. There are at least three books I need translated. This...text. - Special attention may be needed for the introduction and preface, as well as key sections in the main body of the text. The translator should be able to identify important sections of the text and ensure that these are translated with particular care. Ideal skills and experience: - Native-level or near-native proficiency in Arabic, Urdu, and English as many arabic terms and Quranic/hadith in arabic are cited. - Extensive knowledge of Islamic terminology. - Prior experience in translating spiritual texts. - Ability to create a formal yet accessible translation. - Strong attention to detail and ability to identify significant sectio...

I'm seeking a professional for comprehensive data labeling tasks involving both images and text. The primary goal of this project is to prepare this labeled data for training a machine learning model. Key Responsibilities: - Labeling both image and text data - Classifying images into various categories Ideal Skills: - Extensive experience in data labeling - Proficiency in image classification - Knowledge and understanding of machine learning model training This task is crucial for the development of a robust machine learning model. Your attention to detail and understanding of the labeling requirements will be key to the project's success.

I am seeking a Python expert with strong data analysis skills to assist with my scientific data project. Specific tasks include data cleaning, conducting statistical analyses, visualizing results, and comparing different models. Ideal freelancer should: - Be proficient in Python, particularly with libraries useful for data analysis such as numpy, matplotlib, seaborn, and scikit-learn. -...particularly with libraries useful for data analysis such as numpy, matplotlib, seaborn, and scikit-learn. - Have experience with scientific data. - Be capable of performing data cleaning, statistical analysis and model comparison. - Have a strong skill set in data visualization. - Be able to deliver clear and comprehensible visualizations of complex data sets. - familiar with regression and classifi...

I'm looking for a Python script to manage Virtual Credit Cards (VCCs) using the Revolut Business API. The script should be able to create VCCs, retrieve transactions, and classify them. Key Requirements: - The script needs to be compatible with Windows as it will be executed on a desktop application. - It should be executed as a de...d Key Requirements: - The script needs to be compatible with Windows as it will be executed on a desktop application. - It should be executed as a desktop application, not through command line or as a web application. Ideal Skills: - Proficient in Python and familiar with the Revolut Business API. - Experience in developing desktop applications for Windows. - Skills in data retrieval and classification.

I have a 30 GB .DAT file containing binary data that needs to be processed and classified using a Convolutional Neural Network (CNN). The output from the model should be classification labels. Ideal candidates for this project should have: - Proficient experience in machine learning, specifically with CNNs - Ability to handle and process large datasets - Familiarity with .DAT and binary data - Skills in data preprocessing and feature extraction - Experience in delivering classification labels from a trained model Your expertise in these areas will be key to the successful completion of this project.

...methods or techniques to efficiently solve a research problem, which helps the reader to assess the validity and reliability of the study. Research methodology constitutes of: Research Design: Descriptive, Conclusive, Causal or Exploratory Sampling Technique: Probability or Non-Probability Data Collection: Tools used for data collection( for eg: questionnaire, survey, etc) Data Preparation: Classification and Tabulation of data Data Analysis: Hypotheses Testing (e) Results(theoretical or empirical) The findings of the study are to be summarized as: Data interpretation: Interpret and elaborate findings of the research Recommendation: Suggestions based on critical analysis of the results. (f) Implications of theory and practice  The total size of the project document should not ex...

Bonjour , je souhaite créer un logo pour une entreprise de diagnostic immobilier. l'idée serait de s'inspirer du logo du dpe pour la classification énergétique des logements. Le nom de l'entreprise de diagnostic immobilier est : proxidiag. C'est une entreprise de proximité qui se déplace en clientèle sur bordeaux , sa métropole et plus généralement en gironde.

...notifications). Integration with third-party APIs for visa requirements. 1.3 Backend Development The backend will act as the core of the system, connecting the website, admin panel, and mobile applications. Key Features: Robust API development for seamless integration. Scalable architecture to handle high traffic. Secure data storage with encryption and GDPR compliance. AI modules for: Document classification and verification. Fraud detection using machine learning algorithms. Predictive analytics for application processing times. Integration with external visa services APIs. 1.4 Mobile Applications The mobile applications will mirror the website's functionalities, optimized for iOS and Android platforms, offering users a seamless experience on the go. Key Fea...

...Development: Architecture: Design and implement an RNN-T architecture suitable for nested entity recognition, potentially incorporating: Encoder: Bidirectional LSTMs or GRUs for capturing contextual information. Prediction Network: A connectionist temporal classification (CTC) or similar approach for joint acoustic and language modeling. Attention Mechanisms: To improve focus on relevant parts of the input sequence. Training: Train the model using an appropriate optimization algorithm (e.g., Adam) and loss function (e.g., Connectionist Temporal Classification loss). Hyperparameter Tuning: Conduct thorough hyperparameter tuning (e.g., learning rate, dropout rate, hidden layer sizes) to optimize model performance. Evaluation: Metrics: Evaluate model performance using releva...

...and improving trial efficiency. Approach Data Collection: Utilize a dataset of clinical trials, including trial status, phases, conditions, demographics, and other relevant features. Feature Engineering: Extract and create new features such as trial length, condition count, and trial phases. Handle missing data and ensure consistency in feature representation. Model Development: Implement classification models such as Random Forest, XGBoost etc to predict trial outcomes. Use SHAP and LIME for model interpretability to understand feature importance and predictions. Evaluation: Evaluate model performance using metrics like accuracy, precision, recall, and F1-score. Conduct cross-validation to ensure robust results. Expected Outcome The AI model will predict the likely outcome of ...

We are a management co...AI models (e.g., for natural language processing, data analysis, sentiment analysis) within the application. Research Functionality: Develop functions for: Keyword-based searches and filtering across multiple data sources. Generating concise summaries of research findings using natural language processing models. Identifying and categorizing relevant information with the help of AI-powered classification models. Analyzing financial data and identifying trends using specialized AI models. Assessing risk levels based on the combined output of multiple/single AI models. Deliverables: Fully functional web application with all required features. Comprehensive documentation, including user manuals and technical specifications. Source code and any necessary proj...

Halal Core Features: - *Halal Knowledge Base:* A comprehensive database of Islamic knowledge, including Quranic verses, Hadith, and scholarly interpretations. - *Halal Product Verification:* A feature that allows users to upload images of food products and receive instant verification of their halal status. - *Halal Location Finder:* A GPS-based tool to locate nearby halal restaurants, hotels, and grocery stores. ### Additional Features: - *Personalized Recommendations:* Suggest halal food items, travel destinations, and events based on user preferences and location. - *Halal Certification Verification:* A tool to verify the authenticity of halal certification logos and institutions. - *Halal Travel Guide:* Provide information on halal-friendly accommodations, attractions, and ...

...intervals. Implement error handling and ensure the accuracy of data extraction and analysis. Deliverables: A fully functional system that: Monitors Telegram for order and L1-related updates. Extracts and processes data from PDFs and websites. Analyzes the significance of updates using AI. Sends timely notifications for significant orders or L1 announcements. A trained AI model tailored for text classification and significance analysis. Modular source code with clear documentation. Deployment and testing support to ensure the system functions smoothly. Requirements: Experience in building automation systems for processing Telegram notifications. Strong understanding of AI-based decision-making systems. Ability to extract data from PDFs and websites efficiently. Knowledge of financ...

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I'm seeking a Python expert to develop custom SDK flows for HyperScience. The primary task will be focused on data extraction and processing from forms. Ideal candidates should be: - Proficient in Python - Experienced with HyperScience SDK - Skilled in data extraction and processing - Able to understand and navigate form-based documents Please note, the project does not involve document classification or workflow automation, but these skills may be beneficial.

I'm currently working on a pressing machine learning task involving a binary classification problem with a clinical trial dataset. The specific outcome to predict is the trial status, determining whether the trial is completed or not completed. - Dataset: The dataset is publicly available and has already undergone preliminary data cleaning. - Urgency: This is an urgent task and timely delivery will be appreciated. Ideal candidates for this project would be those with strong skills in machine learning, particularly in binary classification, and experience with clinical trial datasets. I am open to suggestions on further preprocessing steps or methodologies, but the initial data cleaning has been completed.

I'm looking for a FileMaker (Claris 2024) database expert to develop a custom script for my coin collection database. The script should include a pull-down menu allowing me to select from multiple classifications for each coin when running a report by classification. Key Requirements: - The script should allow me to run a report by selecting a classifications from a pop-up menu of various classifications, such as bullion, burnished, mint state, varieties and pedigrees. Each coin can have several different classifications, shown in several pop up fields in the main table. - Each of these classifications should remain separate but selectable. - The script should be highly customizable, allowing me to adjust settings based on my needs. Ideal Skills: - Extensive experie...

...which is available on the image of each disc including the artist, song title, record label, catalogue number, genre, unique identifiers, and any other relevant details observable from the images. The final catalogue will also need to include a condensed size version of each photo. - Artist - Song Title - Record Label (exact wording) - Catalogue Number (if applicable on disk) - Genre (basic classification e.g., Jazz, Blues) - Unique Identifiers (full transcriptions of labels) - Any other information found on each photo - Condensed size version of each photo The ideal candidate for this project should have previous experience with data entry and basic music cataloguing. Being able to accurately transcribe and classify information from the images is crucial. . Please be mindful t...

I have a...dataset containing match results and player statistics, and I need a machine learning expert to help me build a model that predicts match outcomes to enhance betting strategies. Key Responsibilities: - Collaborate with me to create a predictive model using classification algorithms. - Provide mentorship and clear explanations of the techniques and methods used. - Utilize your football knowledge to enhance the model's accuracy and effectiveness. Ideal Candidate: - Extensive expertise in machine learning, particularly with classification algorithms - Strong football (soccer) knowledge (nice-to-have but not a must-have) - Excellent communication skills for teaching and brainstorming sessions - Able to provide insights and suggestions to improve the model and t...

...koshish karta hoon taaki tax filing mein koi dikkat na aaye. Mere liye ITR file karna bohot zaroori hai, taaki main apne financial record ko properly manage kar sakoon aur apni tax obligations ko pura kar sakoon. Main fast aur accurate ITR filing karne ka plan bana raha hoon, jisme saari income, deductions aur exemptions ko dhyan mein rakha jayega. Objectives: 1. Apne ₹15,000 mahine ke income ko sahi tarike se document karna. 2. ITR filing ka process jaldi aur accurately complete karna. 3. Apne financial records ko transparent aur organized rakhna. 4. Tax savings ke liye applicable deductions ko claim karna. Scope: Monthly income: ₹15,000 Filing: Fast and hassle-free ITR filing Target audience: Self-employed individuals with moderate income Timeline: Research and...

Topic: Development and Implementation of a Graph Isomorphism Recognition Algorithm 1. Develop an algorithm and a desktop program to establish the isomorphism of two given graphs using the exhaustive search method. 2. Create a demonstration and testing program that solves the following tasks:  The classification task for a given set of graphs.  The classification task for the vertices of a given graph.  The classification task for the edges of a given graph. 3. Conduct a study on the computational efficiency of the developed graph isomorphism recognition algorithm. 4. Develop an intuitive, user-friendly interface. The task assumes the use of the C++ programming language and an integrated development environment such as Borland C++ or Microsoft Visual C++.

... The following tasks are required in the coursework. (1) Implement exploratory data analysis and gain an understanding of the data set and its features. These concepts will be covered as part of the module content. 2) Implement cluster analysis and understand the characteristics of developers in each cluster. 3) Implement classification and build machine learning models for predicting whether a developer is in high income (compensation) based on developers’ information. Note: for developers in this data set, low compensation is defined as annual compensation less than $55,000, otherwise, as high compensation. The compensation is provided in different denominations based on the developer’s location. However, the converted value

I'm looking for a FileMaker (Claris 2024) database expert to develop a custom script for my coin collection database. The script should include a pull-down menu allowing me to select from multiple classifications for each coin when running a report by classification. Key Requirements: - The script should allow me to select from various classifications currently in separate fields, such as bullion, burnished, mint state, varieties and pedigrees. - Each of these classifications should remain separate but selectable. - The script should be highly customizable, allowing me to adjust settings based on my needs. Ideal Skills: - Extensive experience with FileMaker (Claris 2024). - Strong understanding of database management and scripting. - Proven track record of developing user-fr...

I'm looking for a program that primarily focuses on analyzing text data within the engineering field. Key Responsibilities: - Perform data retrieval and organization, specifically on text data. - Implement features for text classification and keyword extraction. Ideal Skills: - Proficiency in programming for data analysis. - Expertise in engineering-related text data analysis. - Experience with implementing text classification and keyword extraction features.

Project Objectives: 1. Crop the single tooth image from all folders just keeping only one relevant tooth image and removing...Step ] 2. Removal or Unification of all background color of Images [ Code will done ] 3. Extract features for single root canal , two canal , and multi canals images 4. Implement Deep Learning / Machine Learning Model for Classification of root canal images [ single / two / multiple ] 5. Create annotation masks for root canal area in each image [ Creation of polygon bounding boxes around root canal images ] 6. Training Semention model so that it can automatically find the root canal are in new images 7. Performance Evaluation in both cases of root canal type classification and estimation of root canal / root canal regions on test images. Relevant plots...

Project Objectives: 1. Crop the single tooth image from all folders just keeping only one relevant tooth image and removing...Step ] 2. Removal or Unification of all background color of Images [ Code will done ] 3. Extract features for single root canal , two canal , and multi canals images 4. Implement Deep Learning / Machine Learning Model for Classification of root canal images [ single / two / multiple ] 5. Create annotation masks for root canal area in each image [ Creation of polygon bounding boxes around root canal images ] 6. Training Semention model so that it can automatically find the root canal are in new images 7. Performance Evaluation in both cases of root canal type classification and estimation of root canal / root canal regions on test images. Relevant plots...

I'm facing performance issues with an image classification model built in TensorFlow. The main concern is low accuracy during training and evaluation. The model has been fixed for data loading and training errors, but further optimization is needed. Ideal Skills and Experience: - Extensive experience with TensorFlow - Strong background in image classification tasks - Proven track record in model tuning and optimization - Ability to troubleshoot and resolve performance issues - Experience with data preprocessing and augmentation techniques

I'm looking for a highly skilled professional with equal expertise in Python backend development and computer vision model development. Key Requirements: - Extensive...development and computer vision model development. Key Requirements: - Extensive experience in Python backend development - Proven track record in developing computer vision models Ideal Skills & Experience: - Proficient in Python, with a strong knowledge of backend development - Experienced in using computer vision libraries such as OpenCV, TensorFlow, or PyTorch - Previous work on image classification projects - Comfortable handling both publicly available and custom datasets Your role will be crucial to the success of this project, as both backend development and computer vision model development are...

I'm seeking a seasoned frontend developer to craft a sleek, modern interface for a cryptocurrency address platform. The backend, built on Flask, is complete; your task is to develop the frontend. The design sh...the UI such as transaction history display and balance checks. - Implement a seamless and intuitive user navigation experience. Ideal Candidate: - Demonstrated experience in React and SPA development. - A keen eye for sleek, professional UI design. - Previous work with cryptocurrency platforms is a plus. This platform offers insights into cryptocurrency addresses, including validation, type classification, balance checks, transaction history, and features like risk scoring and scam prevention. If you can create a frontend that meets these requirements, I would love to...

I'm looking for an expert in deep learning to help me classify numerical data. This project involves the detection of Human Activity Recognition (HAR) within this data set. Key Requirements: - Proficiency in deep...learning to help me classify numerical data. This project involves the detection of Human Activity Recognition (HAR) within this data set. Key Requirements: - Proficiency in deep learning techniques and algorithms - Experience with numerical data classification - Familiarity with anomaly in Human Activity Recognition (HAR) detection - Strong programming skills, preferably in Python - Capability to use deep learning frameworks like TensorFlow or PyTorch Please provide a portfolio of your past work in deep learning and numerical data classification. I look...

I'm looking for an experienced deep learning and image processing specialist who can help me classify images related to shop lifting and burglary. Key Responsibilities: - Develop a deep learning model capable of classifying images captured in retail environments and public spaces. - Focus on i...and burglary. Key Responsibilities: - Develop a deep learning model capable of classifying images captured in retail environments and public spaces. - Focus on identifying potential instances of shop lifting and burglary. Ideal Skills: - Proficient in Python with extensive experience in image processing. - Deep understanding of deep learning techniques, especially in the context of image classification. - Prior experience in developing security monitoring systems would be a signifi...

I'm looking for a skilled data scientist with machine learning expertise to classify image data related to voters. The project involves using machine learning techniques to categorize images of voters, which may include their demographic details, voting behavior, etc. Ideal Skills and Experience: - Proficiency in machine learning algorithms, particularly for data classification. - Extensive experience in handling and processing image data. - Familiarity with voter-related data is a plus. - Strong programming skills, particularly in Python and libraries such as TensorFlow or PyTorch. - Excellent problem-solving skills and attention to detail.

A model will be trained to perform detection and segmentation from a mammography dataset. For this purpose, it is envisaged to use the yolo method and u-net model. The trained model will be applied to another dataset, segmentation will be done, segmented parts will be classified. Resnet50 etc. models will be used for classification. The necessary datasets will be provided by me.

I'm seeking a machine learning expert to develop and train an image classification model on my fully labeled dataset. The goal is to achieve an accuracy of 96% or above. Ideal Skills: - Proficiency in machine learning and image recognition - Experience with model development and training - Ability to achieve high accuracy rates Your task will include: - Developing a model for image classification - Training the model on my fully labeled image dataset - Achieving a minimum accuracy of 96% Please provide evidence of your previous work and successes in this area.

I'm looking for a skilled data scientist or machine learning engineer who can develop a precise image classification model for nature images. The model will specifically need to classify images into three categories: animals, plants, and landscapes. Key Requirements: - The model should deliver high accuracy, ideally within the 95-100% range. - Proficiency in deep learning and computer vision is a must. - Prior experience in developing image classification models is highly desirable. Your expertise will play a crucial role in achieving the desired accuracy and performance of the model. Please provide examples of similar projects you've worked on in your proposal.

I'm seeking a machine learning expert to develop and train an image classification model on my fully labeled dataset. The goal is to achieve an accuracy of 96% or above. Ideal Skills: - Proficiency in machine learning and image recognition - Experience with model development and training - Ability to achieve high accuracy rates Your task will include: - Developing a model for image classification - Training the model on my fully labeled image dataset - Achieving a minimum accuracy of 96% Please provide evidence of your previous work and successes in this area.

I'm seeking a machine learning & AI expert to develop a system that can process drawings or illustrations. The main tasks will be object detection and image classification. Key Requirements: - Develop an AI system that can automate the process of image analysis - Enhance the system's accuracy in detecting and classifying objects within the images Your experience and skills in machine learning, object detection, and image classification will be key to the success of this project.

...handle Hadith text compilation, deduplication, and other AI-powered tasks: --- ### **Job Title**: AI-Powered Hadith Compilation, Deduplication, and Audio/Video Production ### **Job Description**: I am seeking an experienced freelancer or team proficient in AI tools for text processing, natural language processing (NLP), and multimedia production to help compile, deduplicate, and process a large collection of Hadith texts. The goal is to create a well-organized, deduplicated, and searchable database of authentic Hadiths, followed by the production of an audiobook and video for educational use. The project will be broken down into the following tasks: --- ### **Scope of Work**: #### **1. Hadith Text Compilation and Deduplication** - **Da...

This project focuses on leveraging deep learning techniques to solve complex image analysis problems. It includes the following key aspects: Model Development: Designing and training convolutional neural networks (CNNs) for tasks such as classification and segmentation. Applications: Special emphasis on applications in medical imaging, including the analysis of MRI images for disease diagnosis. Performance Optimization: Implementing advanced methods to enhance model accuracy and reduce computation time. Explainability: Utilizing Explainable AI techniques to ensure model transparency and reliability. This work demonstrates a strong ability to develop, deploy, and interpret deep learning models for impactful solutions.