Facial emotion recognition using matlablavori

I'm looking for a skilled iOS developer with experience in OpenCV to add an offline OMR (Optical Mark Recognition) feature to my existing iOS app. This feature should dynamically adapt to any template, with specific focus on reading QR Codes and using OCR. Key Requirements: - Template Reading: The OMR feature should effectively identify templates using QR Codes and OCR primarily. - Question Types: The system must be capable of handling True/False questions, Multiple Choice questions, and Matching questions. - Scoring Systems: Implement three scoring systems - Ideal Questions (ranging from 0 to 3 in 0.5 increments), Completion (scores of 0 or 1), and Perfection (scores ranging from 0 to 15). OMR Process: - Correct answers should be marked with green circles, inc...

...Skills: OpenAI API Expertise: Strong experience with OpenAI’s GPT models (GPT-3, GPT-4, etc.) and integrating them into web applications. Machine Learning: Proficiency in using machine learning techniques to fine-tune AI models for specific writing styles. A solid understanding of NLP techniques for style recognition, fine-tuning, and model adaptation is essential. Database Design & Management: Experience in building and managing databases to store and track client-specific writing parameters and content history. Frontend Development: Expertise in creating user-friendly, intuitive interfaces for content generation tools using frameworks like React, Angular, or similar. Backend Development: Experience in backend systems (e.g., Python, Node.js) to handle dat...

my company is called and I need classy designs for t-shirts

...must be designed with ultra-realistic details, including: • Lifelike skin, hair, eyes, and clothing textures with physically accurate shading. • Natural, well-proportioned body structure and realistic, fluid animations. • Advanced rigging for expressive facial expressions, detailed hand movements, and smooth body animations. • Physics-based clothing movement (realistic outfit behavior based on movement and interactions). • Fully customizable appearance, including hairstyles, makeup, and outfit changes. • Extreme attention to facial and body beauty, ensuring a highly attractive and engaging design. • Multiple animation sets for human-like emotions and physical interactions. 2.2 AI Behavior & Natural Human-Like Interaction The A...

I'm looking for a talented illustrator who can create a cartoonish character that resembles me, a black man, typing on a laptop. Key Details: - Art Style: The character should be designed in a cartoonish style. - Expression: The character should have a focuse...character that resembles me, a black man, typing on a laptop. Key Details: - Art Style: The character should be designed in a cartoonish style. - Expression: The character should have a focused expression, as if deep in thought or hard at work. - Final Format: The completed image should be delivered in JPEG format. Ideal Skills: - Cartoonish Character Design - Digital Illustration - Understanding of Facial Features and Expressions - Proficiency in Creating JPEG Images Please include any relevant samples of your wor...

I'm looking for a skilled animator who can create realistic 3D a...The animation should feature a mix of human characters, animal characters, and fantasy creatures. Key Requirements: - The animation must include AI voice, background music, facial expressions, and mouth movements for dialogues. - A keen understanding of creating engaging and entertaining content. - Experience in designing and animating realistic 3D characters. - Ability to incorporate various character types within a single project. Ideal Skills: - Proficiency in 3D animation software. - Strong audio-visual synchronization skills. - Creative storytelling abilities through animation. - Expertise in animating facial expressions and mouth movements. Please provide examples of your previous work that al...

I need a skilled photo editor to help me alter a few indoor wedding pictures. I want to insert a man into the photos and also modify his facial expressions to make it seem like he was present and smiling during the event. - Specific Task: Edit 1-3 indoor wedding photos to include a man. - Facial Modifications: Change his facial expression to a smile in each photo. Ideal candidates will have extensive experience in photo manipulation and facial editing, with a keen eye for detail and a knack for creating realistic edits. Please provide samples of your previous work in your bid.

...designed specifically for deaf individuals. This app will be integrated with a Samsung Galaxy Watch, and its primary function is to recognize when someone calls the user’s name and alert them through vibrations. In addition to this core functionality, the app will also incorporate emergency alerts, customizable vibration patterns, and message notifications. Key Features: - Name Recognition: The app will use voice recognition technology to identify when someone is calling the user’s name. - Custom Vibration Patterns: Users will be able to customize how different alerts feel, allowing for personalisation and increased usability. - Emergency Alerts: The app will provide alerts in emergency scenarios, enhancing safety and potentially saving lives. - Message Alert...

...app will alert the user through vibrations, and display the caller's name on the smartwatch. This technology has the potential to significantly boost a deaf individual's confidence in social settings, and could even be life-saving in emergency situations. Core Features: - Name Recognition: The app should be capable of identifying when someone calls the user. - Vibration Alerts: The smartwatch will vibrate to alert the user. - Name Display: The smartwatch will show the name of the person calling. - Voice Recognition: The app should also have the capability to recognize voice commands. I am seeking a freelancer with strong coding skills and experience in mobile application development, specifically for Android. Familiarity with designing apps for smartwatches is ...

I'm looking for a software developer who can create a program to detect specific logos within designs and ident...be provided via a .pdf shipping file. Key requirements: - The software needs to detect logos specifically. - The .pdf shipping file will contain the product name for the designs, not the design itself. - The software should be able to associate the product name with the corresponding customer purchase. Ideal skills for this project include: - Software development with experience in image recognition. - Familiarity with .pdf file processing. - Ability to create a system for tracking customer purchases against detected designs. Please note, the design files will not be included in the .pdf, only the product name. excel file could be used for list of design names ...

I'm looking for a skilled Flutter developer to create an app similar to for both iOS and Android. The main requirement is the integration of an existing AI module with a voice recognition functionality. This does not need to be a design-centric task, just a straightforward implementation. Ideal Skills and Experience: - Proficient in Flutter development - Experience in integrating AI modules into apps - Understanding of voice recognition technology - Prior work on cross-platform (iOS and Android) apps - Ability to deliver a clean, functional implementation without design input

...open-source models like LLaMA 2) and avoid building models from scratch. - Use no-code or low-code platforms (e.g., CustomGPT, Botpress, or Rasa) for faster development. Mandatory Requirements: * Show Similar Work: The freelancer must provide examples of similar chatbots they’ve built, especially those supporting Arabic language and trained on custom data. * Use Ready Models: The chatbot must be built using pre-trained models like OpenAI GPT or other cost-effective solutions. * Integration: The chatbot must be embeddable on a website or integrated with WhatsApp. * Training on Custom Data: The chatbot must be trained on the legal documents I provide and should reference specific legal articles in its responses. Deliverables: A) A fully functional chatbot trained on my pr...

I need a minimalist style logo to enhance my brand recognition. The logo should primarily utilize a blue and orange color palette. For the brand name trade rider An algo trading application Ideal Skills: - Graphic design - Logo design - Branding - Proficiency in design software like Adobe Illustrator or Photoshop Please, include relevant portfolio pieces in your bid.

...time. Include email and password authentication for secure user access. The community forum should include both user posts and comments, as well as anonymous sharing until the user feels safe. Include OAuth integration for secure and easy user login through social media accounts. Include voice, written and offline features." Incorporate advanced AI tools for detailed dream analysis and pattern recognition....

I'm looking for an expert in AI, specifically with experience using the Kohya cloth trainer. The purpose of this project is to train an AI model to recognize my national clothes from the provided images. I have a variety of training images in PNG format. Key requirements: - Proficiency in AI, especially with Kohya cloth trainer. - Experience in image recognition models. - Ability to provide step-by-step screenshots of the training process. I want to learn how to train the AI myself, so clear and detailed explanations of each step are crucial. The primary goal of the AI model is to identify my national clothes in various images. I would appreciate a freelancer who can help me achieve this in an engaging and informative manner.

I'm seeking a designer who can create a minimalist style vector logo for my brand. This logo is crucial for enhancing brand recognition and will be used across various platforms and materials. Key Requirements: - Expertise in minimalist design - Proficiency in creating vector graphics - Strong understanding of brand identity Color Specifications: I have specific colors in mind for this logo, so the ideal freelancer will need to be able to work with these preset colors.

...visually striking brochure tailored to resonate with your target audience. By combining clear and engaging content with an aesthetically appealing layout, the brochure will highlight your product features, key benefits, and company values while aligning with your brand identity. My goal is to craft a promotional tool that not only communicates your message effectively but also builds trust and recognition for your brand. To ensure the brochure reflects your vision perfectly, I’d appreciate it if you could share your brand guidelines, preferred style, and any specific elements or details you'd like incorporated. I look forward to collaborating with you and delivering a brochure that truly elevates your product marketing efforts. Best regards, Nitish sharma...

I've set up Kannel, SMSbox, and MySQL on my Ubuntu server and can send SMS without issues. I need assistance with permanently storing both delivery confirmations and failure notices from my SMS DLR reports into the MySQL database. Requirements: - I need the following specific data fields to be stored: Timestamp, Message ID, Recipient number, header, SMS content, and Delivery Status. - The selected freelancer should be able to handle both inserting new records and updating existing ones. Ideal Skills and Experience: - Extensive experience with Kannel and SMSbox. - Strong proficiency in MySQL database management. - Prior work with SMS DLR report processing is a plus. - Ability to write efficient and reliable scripts for data handling.

I'm in need of an expert in Optical Character Recognition (OCR) technology who can help extract specific information from lab reports. The primary aim is to retrieve patient details and test results from these documents. Key Requirements: - Proficiency in OCR technology - Experience with processing and interpreting medical lab reports - Ability to accurately extract patient details and test results - Competency in formatting and saving data into JSON Ideal Skills: - Medical data processing - JSON data structuring - Attention to detail - Data accuracy and verification Please note, the extracted information will be saved in a JSON format. Your attention to detail and ability to work with medical data accurately will be key to the success of this project.

...brochure aimed at prospective customers. The primary purpose of this brochure is to serve as promotional material for our products. Content to be Included: - Detailed product information: This should highlight the features, benefits, and differentiators of our products. - Company information: A brief introduction to our company, its mission, and values should be included to build trust and brand recognition. Ideal Skills: - Graphic Design: Proficiency in design software and an eye for aesthetics. - Marketing: Understanding of promotional material design and target audience engagement. - Content Creation: Ability to succinctly and compellingly present information. Experience: - Prior experience in designing brochures or similar promotional material is a plus. - A portfolio sho...

Are you a native British English speaker with a smartphone? This is your chance to earn $80 from the comfort of your home! Why Join This Project? Simple and Quick: Record 1,024 short phrases like "turn on the AC" using a mobile app. Flexible: Work at your own pace – start and stop anytime. The task takes less than 3 hours total. Inclusive: No age restrictions – kids, adults, and even seniors can participate! Guaranteed Approval: Follow our simple guidelines, complete the task, and you’re guaranteed approval – 100% success rate so far! Additional Perks: No Special Equipment Needed: All you need is a quiet indoor space and your smartphone. Invite & Earn More: Invite friends or family to join, and earn an extra $10 for each successful participant!...

...creates for my business. Create a platform that replaces actors in live-action footage with CG characters. The system should automate body motion capture, facial animation, and scene integration using open-source or one-time purchase software (no subscriptions). All source code programs and AI's and software programs used to build my software must allow my software to be used for profit and for my business. Key Requirements: 1. Motion Capture from Video: Track actor body movements and facial expressions from video. Using tools that have no subscriptions. 2. Facial Expression Capture: Automate facial animation using for real-time facial tracking. 3. Seamless CG Character Integration: Use Blender (free) for animation...

...language processing (NLP), and image recognition. A particular focus will be on sentiment analysis within the NLP component. Key Requirements: - Proficiency in machine learning algorithms and techniques. - Extensive experience in predictive analytics, image recognition and natural language processing. - Specialized skills in sentiment analysis. - Previous work in developing complex machine learning applications would be an advantage. - Good understanding of app development principles. Your task will be to create a machine-learning application that can: - Analyze and predict trends based on data (predictive analytics). - Understand and interpret human language and sentiment (NLP and sentiment analysis). - Recognize and interpret visual data (image recognition). NE...

We are seeking a skilled developer with expertise in blockchain development to build a high-performance arbitrage bot. The bot should operate within decentralized exchanges (DEXes) on the Binance Smart Chain (BSC) network. Key Requirements 1. DEX Integration: • The bot must support any DEXes on BSC. • It should work with all trading pairs available. 2. Arbitrage Features: • The bot must use both own funds and flash loans from AAVE to maximize arbitrage opportunities. • A minimum of 1,000,000 arbitrage opportunities per day should be identified and exploited. 3. Smart Contracts: • All necessary smart contracts for the bot’s operation must be developed and deployed as part of this project. 4. Data Integration: • The bot will be integrated with o...

...closely follow the attached reference PDF, keeping the order and connections intact. Logo Placement: EERO logo and Theater Design Company logo should be at the top of the diagram. Include the phrase "Wireless Access Point Diagram" under the logos. Graphic Design: Clean, stylized version of the current diagram. Use mainstream items with readily available images to ensure familiarity and ease of recognition. Resolution & Quality: Diagram must be created in 4K resolution for high clarity and detail. Final Design: Exclude any notes marked in red from the final diagram. Future Work Opportunity: Upon winning this project, there is an option to complete two additional diagrams for other configurations at 50% of the original project cost. These future diagrams will re...

I'm in need of a talented graphic designer who can animate my logo for social media use, specifically Instagram. The primary goal of this project is to enhance brand recognition through this animated logo. Ideal Skills: - Proficient in graphic design and animation - Experience with creating content for Instagram - Understanding of brand development and recognition strategies Please provide examples of previous logo animations you've created.

I need a professional Photoshop artist to enhance a portrait image. The focus will be on improving skin tone and texture, brightening and sharpening the overall image, and refining the overall facial lighting. This image is to be used as a headshot on LinkedIn so be guided accordingly.

We are seeking a skilled and reliable freelancer to assist in designing a WordPress website using a purchased theme and transferring content from an existing website. The ideal candidate will have experience in WordPress theme customization, content migration, and ensuring a seamless transition from an old website to a new WordPress design. Eliminator Pro plugin should be used for the new website. Subscription will be managed by us. The successful freelancer will be provided further details of the scope of work and a copy of the WordPress theme that was purchase. Here is a link to the new theme. Not all sections of this theme will be used.

I'm working on a personal pop music project and need a talented producer who can bring this vision to life. The music will require: - Vocal Harmony: I'm looking for intricate and engaging vocal arrangements that will add depth and emotion to the tracks. - Synthesizer Tracks: The use of synthesizers is key in creating the contemporary pop sound, so experience with this is a must. Reference artist: Joji Ideal candidates for this project would be those with a strong background in pop music production, particularly with vocal arrangements and synthesizer work. Your creativity and expertise can help make this project a standout.

...cutting-edge technologies to solve real-world problems. You will be responsible for designing, developing, and optimizing algorithms related to computer vision and generative models, contributing to groundbreaking projects in fields such as agriculture, healthcare, robotics, etc. Key Responsibilities: Design and develop algorithms for computer vision tasks such as object detection, segmentation, recognition, and tracking. Develop and optimize generative models, including GANs, VAEs, and other advanced architectures for various applications. Implement and fine-tune deep learning models to handle large and complex datasets. Collaborate with cross-functional teams to understand project requirements and deliver technical solutions. Evaluate and benchmark the performance of models, e...

...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 Features: User registration and login. Visa eligibility check...

...system to check all image and video uploads for faces and bodies. - Ensure only faces authorized to post from their account may appear in these uploads. - Implement a high-accuracy face recognition system capable of identifying authorized users and filtering out unauthorized faces. Ideal Skills and Experience: - Extensive experience in computer vision technology. - Proven track record in developing content moderation systems. - High proficiency in face matching technology. - Previous experience working on social media platform development is a plus. - Ability to deliver a system with high accuracy face recognition capabilities. Please note, the system must be built directly into the custom social media platform. Your role will be crucial in maintaining the integrity and...

...preferred A degree in Computer Science or a related field is preferred Perks and Benefits: To make this project as rewarding as it is exciting, we’re offering freelancers a range of benefits to ensure a fulfilling and engaging experience: Collaborate with Industry Experts: Gain hands-on experience by working alongside seasoned professionals in the Ed-Tech domain. Reputed Projects with Government Recognition: Be part of a project recognized by NSDC, NASSCOM, and Startup India, adding prestige to your portfolio. Opportunities with Leading Startups and MNCs: Contribute to transformative initiatives led by one of India’s fastest-growing startups, creating a lasting impact in the education and tech sectors. Flexible Work Setup: Enjoy an entirely work-from-home setup ...

Excel expert to analyze my data. Your goal will be to provide insights from my data, so experience in identifying trends, performance metrics and conducting predictive analysis is a plus.

...family-friendly tracks from artists like Bruno Mars, Coldplay, and others. • Optionally, add cool and original stock footage to enhance the story. Key Requirements • Length: 4–6 minutes, similar to a music video. • Quality: 4K minimum, with polished transitions and effects that elevate the visuals. • Transitions & Rhythm: Should align with the music’s mood, keeping the video engaging and cohesive. • Emotion: The final product should feel polished, vibrant, and memorable, capturing the joy of our family summer. • Stages of the Journey: Albufeira (Algarve coast): Sunny beaches, vibrant colors, and ocean vibes; Oeste (west coast): A mix of coastal and rural landscapes; Sintra: Romantic palaces, lush greenery, and a mystical atmosp...

...should: - Have a strong background in data analysis - Be proficient in Excel - Able to derive insights from data - Capable of cleaning, transforming and aggregating data before analysis - Be proficient in performing statistical analysis in Excel - Expertise in creating and manipulating Pivot Tables - Utilize complex formulas and functions for in-depth data analysis - Create data visualizations using Excel charts and graphs - Capable of integrating data from multiple sources - Skilled in generating comprehensive reports based on the analysis - Ensure data accuracy through validation techniques - Identify and analyze trends in the data over time - Experience in conducting scenario and sensitivity analysis Your goal will be to provide insights from my data, so experience in identi...

...features and benefits. - Design Values: Use a side-by-side comparison table with clear headings. Highlight the differences using contrasting colors or bold text for key features, ensuring easy readability. 9. Call-to-Action Banner: - Objective: Encourage readers to take specific actions, such as signing up for updates or joining the community. - Design Values: Create a visually distinct banner that stands out from the rest of the document, using bold colors and a concise message. Consider incorporating a QR code that links to the website. 10. Color Palette and Branding: - Objective: Ensure visual consistency throughout the document to enhance recognition and professionalism. - Design Values: Use a defined color palette that reflects the identity o...

I'm in urgent need of a highly experienced professional in Photoshop for facial editing and merging. The work primarily involves: - Modifying faces to achieve a natural and subtle look. - Combining two faces into one image. Please note, I am not looking for any overly glamorous or dramatic edits. Your ability to deliver natural, subtle edits will be key. Ideal skills for this job include: - Expert level proficiency in Photoshop - Exceptional attention to detail - Ability to deliver high-quality work under tight deadlines. Please, only apply if you are an expert in facial editing and merging in Photoshop.

I am in need of a highly skilled professional for an urgent task involving the merging of two faces. The main purpose of this project is to seamlessly combine two faces without compromising the quality or integrity of the final image. Ideal candidates should possess: - Extensive experience in facial editing and merging - Proficiency in using advanced photo editing software - A keen eye for detail and aesthetics Please refrain from contacting me if you do not meet these qualifications.

...features and benefits. - Design Values: Use a side-by-side comparison table with clear headings. Highlight the differences using contrasting colors or bold text for key features, ensuring easy readability. 9. Call-to-Action Banner: - Objective: Encourage readers to take specific actions, such as signing up for updates or joining the community. - Design Values: Create a visually distinct banner that stands out from the rest of the document, using bold colors and a concise message. Consider incorporating a QR code that links to the website. 10. Color Palette and Branding: - Objective: Ensure visual consistency throughout the document to enhance recognition and professionalism. - Design Values: Use a defined color palette that reflects the identity o...

I have 2 images of a model that require professional Photoshop editing. The main tasks involve face retouching and enhancem...background. Key Tasks: - Skin Smoothing: The model's skin should appear smooth and flawless. - Face Improvements: Overall enhancements to the model's face are needed to ensure the images are visually appealing. - Facial Feature Enhancement: This includes refining and enhancing the model's eyes and lips to make them stand out. - Facial Symmetry Adjustment: Please ensure the model's face is symmetrical. Ideal Skills: - Proficiency in Adobe Photoshop - Experience with portrait and model photo retouching - Ability to enhance facial features subtly and professionally - Strong understanding of facial symmetry Please only ...

I'm...and Android. This app will serve as a personal assistant, leveraging ChatGPT for advanced conversational abilities. Key Features: - Voice Recognition: The app should have robust voice recognition capabilities, allowing users to interact with their personal assistant seamlessly. - Convert Options and Store Favs to System: The app should be able to convert user options and store selected favourites for easy retrieval and use. Ideal Skills: - Proficient in Flutter and Dart. - Strong experience in mobile app development for both iOS and Android. - Previous work with integrating AI, specifically ChatGPT, into apps. - Skilled in implementing voice recognition technology. - Experience in creating task management features in apps. Please provide examples of simil...

Développeur Mobile (iOS & Android) avec Expertise en IA et Intégration de Modèles Open Source Description du Projet Nous cherchons un développeur ou une équipe expérimentée pour créer une application mobile (iOS et Android) utilisant des modèles d’intelligence artificielle open source pour la reconnaissance alimentaire. Le projet repose sur des frameworks comme TensorFlow, YOLO ou Fastai et des ensembles de données tels que Food-101. L'objectif est de développer une application performante, user-friendly, capable d'identifier des aliments à partir d'images et de fournir des informations nutritionnelles ou des recommandations. Responsabilités Adapter et entraîner des m...

I need a skilled illustrator to transform a personal image into a classic cartoon style caricature. The final product should exaggerate the person's facial features, while maintaining a happy and cheerful mood. Key Requirements: - Proficiency in creating classic cartoon style illustrations - Experience in designing caricatures - Ability to exaggerate specific features while keeping the overall likeness - Skill in conveying a specific mood or expression through illustration

...for authentic, local experiences. 4) Earn extra income by meeting travelers and showing them the best of your city or region. 5) You can even add your social media links (Facebook, Instagram, TikTok) to drive direct traffic and connect with more people! ? Why join? 1) It’s an exciting and flexible way to earn money while meeting people from all over the world. 2) You’ll gain visibility and recognition on a global platform, making it easier to grow your local guide business. 3) No upfront costs or commissions, you keep what you earn! 4) You can also offer Online Local Guide and Online Local Experiences, so even if you live in a remote or less touristy area, you can still connect with travelers from anywhere in the world! 5) Whether you're offering walking tours,...

I'm seeking a talented 3D artist to create a realistic VTuber model for streaming. The model should be expertly rigged and animated to convey a wide range of facial expressions, full-body movements, and hand gestures. Ideal skills and experience include: - Proficiency in 3D modeling software such as Blender, Maya, or 3DS Max - Previous experience in creating, rigging, and animating VTuber models - Strong understanding of realistic character design - Ability to create expressive and engaging animations - Experience with streaming-oriented designs Your work will play a crucial role in my streaming content. Therefore, the model needs to be high-quality, engaging, and capable of conveying a variety of emotions and movements. Please provide examples of your previous work in this a...

I'm looking for an expert who can assist me in analyzing long-term trends using Google Search data. The project will involve setting up the Google Custom Search API, responsibly extracting data, and then performing in-depth analysis and visualization.

I'm looking for a savvy social media marketer with a knack for content creation to help elevate my brand visibility with sales conversion o...for content creation to help elevate my brand visibility with sales conversion on Facebook, Instagram and LinkedIn. Key Responsibilities: - Craft and execute a comprehensive social media marketing strategy aimed at boosting brand awareness. - Utilize a diverse range of content types including images and graphics, video content, and text posts and articles to engage audiences and promote brand recognition. Ideal Skills: - Proven experience in social media marketing with a focus on brand building. - Proficiency in creating and curating diverse content types. - Familiarity with Facebook, Instagram, and LinkedIn's advertising platforms...

I'm looking for a talented designer to create a minimalist style logo for my brand. The primary goal of this logo is to enhance brand recognition. Key Requirements: - The logo should primarily be a symbol or icon, rather than text-based or a combination of both. - It should embody a minimalist design - clean, simple and uncluttered. - The design should be unique and memorable, helping to distinguish my brand in the marketplace. Ideal Skills: - Strong graphic design skills, particularly in creating minimalist designs. - Proven experience in logo design, with a portfolio showcasing previous work. - Ability to create a unique symbol or icon that can effectively represent my brand.

Project Overview: This project involves the development and training of a Recurrent Neural Network-Transducer (RNN-T) model for the challenging task of Nested Entity Recognition (NER) in biomedical literature. Nested NER aims to identify and classify multiple overlapping entities within a given text, such as genes, proteins, diseases, and drugs. Key Responsibilities: Data Preparation: Data Collection: Gather and curate a high-quality dataset of biomedical literature annotated with nested entity labels. Data Preprocessing: Clean and preprocess the text data, including tokenization, sentence splitting, and handling special characters. Implement appropriate data augmentation techniques to enhance model robustness and prevent overfitting. Create suitable input and output representation...