Tensorflow inception v3Jobs

...Websites Configure an AI model optimized to interface with our clients' websites and provide real-time responses to inquiries. Document-Based Integration Train an AI model to process large volumes of documentation and deliver precise, context-aware responses based on this data. Required Skills: Advanced experience with Docker for self-hosted environments. Deep knowledge of AI frameworks such as TensorFlow, PyTorch, or similar. Familiarity with deploying and optimizing large language models (LLMs) and technologies like Hugging Face Transformers. Ability to optimize AI inference for fast and efficient responses. Experience integrating AI systems with user-facing interfaces (e.g., chatbots). Proficiency in handling structured and unstructured data for training and inference. ...

I'm seeking a seasoned professional in the field of Reinforcement Learning (RL). The project primarily revolves around the application of RL techniques to solve complex problems. Although the specific objective and application domain have yet to be determine...specific objective and application domain have yet to be determined, the ideal candidate will have the ability to propose and implement innovative solutions across a variety of fields. Key Skills and Experience Required: - Deep understanding and practical experience with Reinforcement Learning - Ability to create and implement complex RL models - Experience with Python and RL libraries (e.g., TensorFlow, PyTorch, OpenAI Gym) - Strong problem-solving skills and creativity - Excellent communication skills for explaining c...

...into a bin while others continue to the end of the conveyor. 5. **Reporting**: - Generate a **detailed printout** for each identified coin, including: - Coin type - Key date or mint error description - Approximate value --- ### **Project Requirements** - **Experience with Machine Vision and Image Processing**: - Familiarity with OpenCV, TensorFlow, or similar technologies. - **High-Speed Processing**: - Must optimize software for processing large volumes of coins quickly and accurately. - **Integration Expertise**: - Ability to collaborate on hardware-software integration. - **Database Handling**: - Experience creating or managing searchable databases for the coin library. - **Strong Communica...

Global Visa System Scope. Scope of Work and Deliverables for the Development of a Global Visa Application System Project Overview The Global Visa Application System aims to streamline the visa application process th...(2 months): Mobile applications development. Integration of AI and payment gateway. Testing of website and admin panel. Phase 3 (2 months): Full system integration. End-to-end testing and deployment. Launch and post-launch support. 4. Technology Stack Website and Admin Panel: MERN Stack (MongoDB, , React.js, Node.js) Backend: Django Mobile Apps: Flutter AI Technologies: TensorFlow, PyTorch, OpenAI GPT models Cloud Services: AWS or Google Cloud for hosting and scalability Third-party Integrations: Stripe/PayPal for payments, Twilio for SMS notifications

...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 modèles open source pour la reconnaissance alimentaire. Développer une application mobile native ou cross-platform (iOS et Android) en utilisant Swift/Kotlin ou Flutter/React Native. Intégrer le modèle IA à l'application mobile via TensorFlow...

...Manage a secure database for colleges and user data. 6. Optimize search functionality for speed and relevance. 7. Ensure seamless backend and frontend integration with APIs. 8. Students should have a login dashboard to check their application status Required Skills: Frontend: HTML, CSS, JavaScript, React.js/Angular/Vue.js. Backend: Node.js/Django, API development (REST/GraphQL). AI: Python, TensorFlow/Keras, recommendation systems. Database: MySQL, MongoDB, cloud-based storage. Tools: Git, AWS/GCP, Docker/Kubernetes. Preferred: Experience in EdTech platforms, SEO, and payment gateways....

...insights into the challenges of nested NER in biomedical literature. Documentation: Code Documentation: Provide clear and concise documentation for all code, including comments, docstrings, and README files. Project Report: Prepare a comprehensive report summarizing the project methodology, results, and findings. Required Skills: Strong proficiency in Python and deep learning frameworks (e.g., TensorFlow, PyTorch). Solid understanding of Natural Language Processing (NLP) concepts, including tokenization, word embeddings, and sequence-to-sequence models. Experience with RNN-T models or similar sequence-to-sequence architectures. Familiarity with nested entity recognition and its challenges. Experience with data preprocessing, feature engineering, and model evaluation. Excellent ...

...based on our internal generated data using various AI models. (Please see the expectation flowchart) The sample data (all fields would be available as v1, v2 and so on. (many more would be there) and we would denote the result in a variable at the end). this would be available on in one record (the whole data strucuture) {"version":"1.9","data_set":"1","variable_set":"1","v1":"4","v2":"41.00%","v3":"1","v4":"0" } More about the project: I have an API, which allows me pull json / XML record (each record has over 400 Variables). Those records would also have two "result" values X,Y (so each record has an X and Y, which is deriv...

I’m seeking a freelancer to enhance my TensorFlow-based semantic segmentation model on the Cityscapes dataset. The current mIoU is ~40%; the goal is at least 80% mIoU using a novel and lightweight architecture (≤ 1M parameters). Requirements: - Experience in hyperparameter tuning, data augmentation, and fine-tuning. - Access to a GPU or high-performance computing resources. Responsibilities: - Design a novel, lightweight model architecture for semantic segmentation. - Optimize training processes and implement advanced techniques for performance improvement. - Train the model using high-performance resources. - Provide detailed documentation and actionable insights for further refinement. Deliverables: - A trained model achieving the target mIoU with a...

I need a freelancer to design and implement a Long Short-Term Memory (LSTM) model to analyze my training and test dat...contained in fully labeled CSV files. The goal of this project is to maximize the True Positive Rate. Key Responsibilities: - Develop an LSTM model using the provided CSV files. - Optimize the model to achieve the highest possible True Positive Rate. Skills and Experience: - Expertise in machine learning, specifically with LSTM models. - Proficiency in Python and relevant libraries (e.g., TensorFlow, Keras). - Experience with data analysis and optimization techniques. - Strong understanding of True Positive Rate and its significance in model evaluation. Please note, the data does not require any preprocessing. It is fully labeled and does not contain any missi...

...Programming Language C/C++: High performance; ideal for low-level codec implementation. Rust: Safe and modern, with great performance. Python: For rapid prototyping (pair with libraries like OpenCV or FFmpeg). Frameworks FFmpeg: Use as a base for processing video streams. Modify or extend using your custom algorithms. OpenCV: Useful for preprocessing (e.g., noise removal or region tracking). TensorFlow/PyTorch: Integrate AI/ML for adaptive compression or motion estimation. >>>Step 4: Algorithm Design Here’s where the real innovation happens. 1. Preprocessing Noise Removal: Use filters (Gaussian, bilateral) to improve compressibility. Downsampling: Reduce resolution or frame rate where appropriate. 2. Custom Transform Coding Replace DCT with wavelet transforms f...

I'm seeking a skilled freelancer to help me customize my Raspberry Pi 5 and Hailo setup for various AI and machine learning applicati...for tool checkin/out management - copy tmux, tmuxinator, powerline etc to this device from my old one Windows on-premise integration is a must among other platforms. Additionally, I will need the following software pre-installed on the Raspberry Pi 5: - TensorFlow - PyTorch - OpenCV Ideal Skills: - Expertise in AI and machine learning - Experience with Raspberry Pi and Hailo - Proficient in TensorFlow, PyTorch, and OpenCV - Knowledge in computer vision, NLP, and data analysis Your assistance will be essential for the successful implementation of this project. Looking forward to your bids.

...Android). • Backend: Firebase (Authentication, Firestore, Cloud Functions, Storage). • Analytics: Firebase Analytics and Cloud Messaging (FCM). Phase 2: Advanced Features and AI Integration Objective: Add advanced features for enhanced engagement and personalization. Key Features: 1. AI Video Analysis: • Record users performing Surya Namaskar. • Analyze posture using Google MediaPipe or TensorFlow Lite. • Provide personalized feedback and improvement percentage. 2. Real-time Leaderboards and Gamification: • Community challenges and daily/weekly goals. 3. Enhanced Event Management: • RSVP and registration for events. • Automated event notifications. Phase 3: Social Features and Marketing Tools Objective: Build community engage...

Implement a Shopify-V3 integration that allows merchants to easily register their Shopify store with V3, configure products/pages to display the 3D configurator, and ensure that product configurations appear in the Shopify cart.

...hotspot detection. Deep Learning: LSTMs for time-series data analysis. Frameworks: TensorFlow Lite for Android, PyTorch Mobile. Mobile App Backend Role: Handle data integration, API requests, and communication between the AI model and the app. Tech Stack: Node.js, Python (Flask/Django), or Java Spring Boot. User Interface Features: Interactive map displaying real-time traffic. Voice-guided navigation. Alerts for accidents or road closures. Framework: Kotlin/Java for Android, Jetpack Compose for UI design. 3. Deployment on Android Model Deployment Convert trained AI models to TensorFlow Lite or ONNX for Android compatibility. Optimize for performance on re...

I'm seeking an experienced data scientist with LSTM (Long Short-Term Memory) model expertise to help me develop an anomaly detection system. The model will be analyzing the movement data of dogs, specifically lookin...help me develop an anomaly detection system. The model will be analyzing the movement data of dogs, specifically looking for any unusual patterns or behaviours. Key details: - The data is stored in CSV files. - The primary purpose of the model is to identify anomalies in the movement of dogs. Ideal skills and experience: - Proficient in Python and its data science libraries (Pandas, NumPy, TensorFlow, Keras). - Extensive experience with LSTM models and anomaly detection. - Strong understanding of working with time series data. - Experience in handling and proces...

...tasks, and OpenAI API calls. Consultation & Communication: Ability to advise and guide on best practices for AI implementation, particularly around content generation and machine learning for style adaptation. Preferred Skills: Experience with fine-tuning OpenAI models on specific datasets or client data. Familiarity with additional tools or libraries for NLP, such as Hugging Face, spaCy, or TensorFlow, for content style learning. Experience with scalable deployment of machine learning models, particularly in a content generation context. ** I would like to hear also advices about same concept for ai graphic design . **...

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I am looking for a freelancer who can provide me with the Arduino Bluetooth code specifically designed for the Wifi Lora V3. The code should be optimized for performance and reliability. Please include a brief description of the code's functionalities and potential use cases.

hello i have task to complete my school demo app to add "forget password feature" , the app running on local (android studio) , an using tensorflow, flask, transferlearning, googlecloud storage, paging 3, and retrofit

I need a freelancer who can convert my OBJ file into a STP file for product design purposes. Key Requirements: - The STP file must retain a high level of detail to ensure it meets the needs of product design. - No modifications to the geometry are needed during the conversion. The freelancer must keep the file as is. Ideal Skills and Exp...are needed during the conversion. The freelancer must keep the file as is. Ideal Skills and Experience: - Proficient in file format conversions, particularly from OBJ to STP. - Prior experience in product design is highly desirable. - Ability to maintain high detail level during file conversion is crucial. Download the OBJ File Here:

Uniswap V3 - ETH to ERC20 / ERC20 to ETH function NextJS - Should start --> node

...development). Backend: Firebase (for database, authentication, and cloud functions). Programming Languages: Frontend: Dart (Flutter framework). Backend: Node.js for any additional server-side logic. Database: Firebase Firestore for real-time and scalable database solutions. Cloud Services: Google Cloud or AWS for hosting AI models and additional backend processes. AI and Machine Learning: TensorFlow or PyTorch for developing AI-based spending prediction models. APIs for currency conversion and real-time updates. Design: Figma or Adobe XD for UI/UX designs. Follow Material Design guidelines for Android and Human Interface Guidelines for iOS. Development Phases: Phase 1: Initial Setup and Core Features Implement user authentication. Develop basic expense logging a...

...developer for a long-term project, with a strong emphasis on machine learning. This role demands a blend of various skills and experiences, ideally with a focus on unsupervised learning. Key Requirements: - Expertise in programming languages, primarily Python, for AI model implementation and API interaction. - Deep understanding of machine learning principles and experience with frameworks such as TensorFlow and PyTorch. - Proficient in natural language processing, with familiarity in NLP libraries and techniques. - Skills in audio processing and voice recognition libraries. - Competent in data management, from collection to preprocessing. - Proven experience in integrating different technologies into a cohesive application. - Skilled in testing software and analyzing performan...

...experience in Machine Learning to design and deliver a practical 12-week course aimed at participants who want to acquire market-ready skills. Proven expertise in Machine Learning, especially in areas such as predictive modeling, data processing, and supervised/unsupervised learning. Previous experience as a trainer or course designer (online or in-person). Proficiency in tools like Python, TensorFlow, Keras, Scikit-learn, or similar. Ability to clearly explain complex concepts in a practical and approachable manner. Strong teaching skills and a focus on active learning. Must be fluent in Spanish (spoken and written). Design a 12-week structured course with theoretical and hands-on modules. Provide real-world examples and practical projects to ensure skill application. Optiona...

Baseline Experiments: Train baseline models (e.g., Logistic Regression, Decision Trees) and evaluate performance. Model Tr...Optimize models using metrics like precision, recall, F1-score, and AUC-ROC. Validation: Use cross-validation and threshold adjustment for robustness. Documentation: Log all experiments, ensure reproducibility, and provide visualizations (e.g., confusion matrices, ROC curves, feature importance plots). Requirements: Expertise in machine learning algorithms and tools (e.g., Python, scikit-learn, TensorFlow). Experience with data preprocessing and imbalanced datasets. Proven track record of working on high-quality projects. Deliverables: Comprehensive experimental results and comparisons. Well-documented methodology and logs. Visualizations and insights for pu...

...the form works correctly and all required fields function as expected. Optional Styling: Add custom CSS to style the form fields and checkboxes. Example: css Copy code .consent-checkbox { margin-top: 10px; margin-bottom: 10px; } 2. Add reCAPTCHA to Forms Steps: Register Your Site with Google reCAPTCHA: Visit the Google reCAPTCHA Admin Console. Register your website and select reCAPTCHA v3 or v2 Invisible. Note the Site Key and Secret Key provided by Google. Integrate reCAPTCHA with WordPress: In the WordPress admin, go to Contact > Integration. Click on the reCAPTCHA tab and paste the Site Key and Secret Key. Save your settings. Enable reCAPTCHA in Forms: Add the [recaptcha] tag to your Contact Form 7 template. Example: html Copy code [recaptcha] Test the Form: Su...

...models on Xilinx-based FPGAs through TVM. The goal is to execute AI models trained with TensorFlow on a Xilinx FPGA, specifically the Ultra96v2 board. We are following the guidelines to execute a TVM-compiled AI model using the Vitis AI DPU. We are looking for validated tips to solve each issue and require remote support or virtual meetings. The available platforms for remote assistance include Skype, Zoom, Webex, and Microsoft Teams. Currently, we are using TensorFlow version 2.18, PYNQ version 3.0.1, Vitis AI version 2.5, and TVM version 0.19. 1. TensorFlow Model Conversion Error While following the example (), to convert a TensorFlow AI model into a relay model, we encountered an error using the function

Consultor Freelance en Intelige...(Python, R, SQL, etc.). Facilitar la transferencia de conocimientos a nuestro equipo interno mediante sesiones de mentoría. Proponer las mejores prácticas y metodologías en proyectos de IA/ML adaptadas al sector financiero. Requisitos: Experiencia demostrable en la implementación de proyectos de IA/ML (se valorará experiencia en banca). Conocimientos avanzados en herramientas y librerías como TensorFlow, PyTorch, Scikit-learn, Pandas, entre otros. Experiencia en manejo y análisis de grandes volúmenes de datos, preferiblemente datos bancarios. Habilidad para d capacitar . Deseable: Experiencia en temas relacionados con análisis de riesgos, modelos de predicción de morosidad, seg...

...development). Backend: Firebase (for database, authentication, and cloud functions). Programming Languages: Frontend: Dart (Flutter framework). Backend: Node.js for any additional server-side logic. Database: Firebase Firestore for real-time and scalable database solutions. Cloud Services: Google Cloud or AWS for hosting AI models and additional backend processes. AI and Machine Learning: TensorFlow or PyTorch for developing AI-based spending prediction models. APIs for currency conversion and real-time updates. Design: Figma or Adobe XD for UI/UX designs. Follow Material Design guidelines for Android and Human Interface Guidelines for iOS. Development Phases: Phase 1: Initial Setup and Core Features Implement user authentication. Develop basic expense logging a...

...clean data for training NLP models, and ensure efficient handling of structured and unstructured data. Research and Innovation: Stay updated on the latest advancements in AI and NLP, recommending and implementing cutting-edge tools and techniques to enhance the platform. Additional Suggestions for Ideal Skills and Experience Specific NLP Expertise: Experience with NLP libraries/frameworks like TensorFlow, PyTorch, Hugging Face Transformers, or spaCy. Real Estate or Related Industry Experience (Optional): Familiarity with real estate, GIS, or urban planning domains to better understand user needs and dataset specifics. Integration Experience: Proven experience integrating AI-driven systems into scalable cloud-based architectures (AWS, GCP, or Azure). Problem-Solving Skills: A...

...training. Skills & Qualifications: Proven experience with algorithmic trading and cryptocurrency markets. Strong knowledge of machine learning algorithms (e.g., reinforcement learning, deep learning, supervised learning). Proficiency in programming languages such as Python (preferred), C++, or JavaScript. Familiarity with trading APIs (e.g., Binance API, Kraken API). Experience with libraries like TensorFlow, PyTorch, scikit-learn, or similar. Knowledge of crypto market strategies and technical indicators (e.g., RSI, MACD, moving averages). Strong understanding of risk management and backtesting frameworks. Ability to write clean, well-documented code and work independently. Prior experience in building autonomous trading bots is a plus. Project Requirements: Timeline: Plea...

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 visio...professional with equal expertise in Python backend 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...

...departments based on the user’s needs. • Personalized Recommendations: Suggest services or content based on user input. • Data Insights: Provide analytics on user interactions to improve business strategies. • Multilingual Support: Respond in multiple languages depending on user preferences. 4. AI Models and Tools • Leverage GPT-based models for conversational AI. • Use AI libraries like TensorFlow or PyTorch for backend customization. • Integrate with CRM tools (HubSpot, Salesforce) for lead management. Technical Specifications Website Development • Frontend: • HTML5, CSS3, JavaScript, React.js/Vue.js for interactivity. • Backend: • Node.js or Python-based frameworks like Django/Flask. • Database: &bul...

To develop a Python-based application for automatic bac...processed image with transparent or solid color backgrounds. Optimize Performance: Ensure quick processing times for high-resolution images. Fine-tune the model if necessary for improved accuracy. Create a Simple User Interface (Optional): A command-line interface for initial use. Optionally, a basic GUI or web interface for user convenience. Technical Requirements: Languages/Frameworks: Python, TensorFlow, or PyTorch. Libraries: OpenCV for image processing, Flask or FastAPI (if web-based). Output Format: Transparent PNG or JPG with a solid background. Deliverables: Functional Python script or application for background removal. Pre-trained model integrated into the software. Documentation for setup, usage, and further fi...

Necesito un programador de habla hispana experto en PHP, en el Framework Symfony para realizar un completo programa en base a este template: para gestionar un CMS. Ya tenemos toda la parte principal completa. Tendría que entender y ampliar el código de un antiguo programador para realizar formularios diferentes y mejorar la experiencia.

Baseline Experiments: Train baseline models (e.g., Logistic Regression, Decision Trees) and evaluate performance. Model Tr...Optimize models using metrics like precision, recall, F1-score, and AUC-ROC. Validation: Use cross-validation and threshold adjustment for robustness. Documentation: Log all experiments, ensure reproducibility, and provide visualizations (e.g., confusion matrices, ROC curves, feature importance plots). Requirements: Expertise in machine learning algorithms and tools (e.g., Python, scikit-learn, TensorFlow). Experience with data preprocessing and imbalanced datasets. Proven track record of working on high-quality projects. Deliverables: Comprehensive experimental results and comparisons. Well-documented methodology and logs. Visualizations and insights for pu...

...Methoden - Entwurf einer einfachen Vorverarbeitungs-Pipeline für eine Produktionsumgebung - Flexibel organisierbare Kollaboration mit unserem Entwickler-Team Voraussetzungen - Praktische Erfahrung im Umgang mit LLMs und der Umsetzung von RAG-Systemen (LangChain, LangGraph etc.) sowie mit Vektordatenbanken (Milvus, FAISS etc.) - Erfahrung mit gängigen NLP und Machine Learning libraries (Python, TensorFlow, PyTorch) - Vertrautheit mit Cloud-Diensten, VMs, Docker, etc. - Sehr gute Deutschkenntnisse für die Arbeit mit unserer deutschen Datenbasis (Fachtexte mit Rechtsbezug) - Kreative und kollaborative Einstellung: wir sind interessiert an deinen Ideen und Erfahrungen! Sonstiges - Freelancer erwartet eine marktübliche gute Vergütung, abhängig von der Q...

I'm in need of a seasoned AI developer to build an a...need to design and incorporate a user-friendly interface into the solution. Specifics of the Project: - The AI solution needs to be compatible with Whole Slide Images (WSI). - The training of the AI model will be conducted using raw images without annotations. Ideal Skills and Experience: - Deep Learning Frameworks: The ideal candidate will have a strong background in using frameworks such as TensorFlow, PyTorch, or Keras. - Model Development: Hands-on experience with Convolutional Neural Networks (CNNs) and Transfer Learning is a must. - UI/UX Design: Prior experience in user interface design is an advantage. This project is a unique opportunity to contribute to a critical health solution, and I look forward to seeing ...

...announcements. Key Requirements: Develop a script or tool that can generate high-quality, natural-sounding audio. Incorporate functionality to personalize the voice using audio samples (with permission for all provided samples). Ensure compatibility with the Windows operating system. Ideal Skills and Experience: Proficiency in Python programming and familiarity with relevant libraries (e.g., PyTorch, TensorFlow, or similar). Previous experience with TTS technologies and voice synthesis. Understanding of audio processing techniques to deliver high-quality outputs. Familiarity with ethical considerations, ensuring all outputs and processes respect intellectual property and data privacy. Additional Information: The provided audio samples for voice customization will be my own re...

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 techniques and algorithms - E...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 forwar...

I'm looking for an intermediate-level freelancer who ...on new data, generate visualizations of model performance, and compare and report on the performance of different models. The main tasks involve: - Creating Python files for executing machine learning models, generating visualizations, and comparing model performances - Troubleshooting and optimizing data ingestion into Elasticsearch - Configuring and verifying Kibana visualizations I use TensorFlow and PyTorch for my machine learning frameworks, so experience with these is crucial. The visualizations needed for model performance include Confusion matrices, ROC curves, and Precision-recall curves. The ultimate goal is to integrate these new functionalities into my existing program workflow, ensuring it runs smoothly a...

I have a persistent issue on my Shopify store where the wrong size variant is being added to the cart for all products. This problem has been ongoing since the inception of the store and needs urgent attention. Ideal Skills: - Shopify Development - E-commerce troubleshooting - JavaScript (for potential theme code corrections) - Liquid (Shopify's templating language) The ideal freelancer for this project should have extensive experience in Shopify development and troubleshooting e-commerce issues. Quick and effective solutions to this problem will greatly enhance customer satisfaction and ultimately, sales.

...scans (T1 and T2) from 499 participants. Include 1,350 publicly available CT scans for benchmarking purposes. 3. Performance Metrics: Achieve Dice coefficients of: CT: 88.3% T1 MRI: 85.0% T2 MRI: 86.3% Evaluate segmentation accuracy using Dice, Hausdorff distance (HD95), and Cohen’s kappa for inter- and intra-rater agreement. 4. Technology Stack: Deep Learning Frameworks: PyTorch/TensorFlow. Medical Imaging Tools: SimpleITK, NiBabel, ITK-SNAP. Data Preprocessing and Analysis: Python, NumPy, Pandas. Statistical Evaluation: SciPy, Scikit-learn. 5. Deliverables: Fully trained PanSegNet model for CT and MRI segmentation. Scripts for preprocessing, segmentation, and evaluation. Documentation for usage and integration into clinical workflows. Support for d...

I'm having some issues with my TensorFlow project on GitHub. I'm working with image data and I've run into an error message that reads: ": cannot compute DecodeImage as input #0(zero-based) was expected to be a string tensor but is a uint8 tensor." I need a professional to help me fix this issue quickly so that I can meet my project deadline. I only need assistance on fixing the code, not understanding the error message or coding in general. I would prefer if the freelancer could suggest changes for me to implement rather than making changes directly to my GitHub repository. Ideal Skills and Experience: - Proficient in TensorFlow and Python - Experience with debugging and troubleshooting code - Familiarity with GitHub - Able to

...repository - Integrate ERA5 datasets and the NOAA Weather API for data inputs. - Optimize the model for precise 10-day weather predictions. - Set up deployment on Vultr, ensuring scalability. - Provide clear and detailed user documentation. Requirements: - Proven experience deploying machine learning models in production. - Proficiency in Python, TensorFlow/PyTorch, and related frameworks. - Familiarity with ERA5 data and API integration (NOAA Weather API). - Knowledge of Vultr and cloud infrastructure. - Excellent model optimization skills for accurate predictions....

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 machi...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 atten...

...Comprehensive Report: A detailed report including: Problem definition and project scope. Dataset description and preprocessing steps. Model architecture and training methodology. Results and evaluation metrics. Challenges faced and solutions implemented. Requirements: Strong experience in machine learning and deep learning, specifically in CNNs. Proficiency in Python and relevant libraries (e.g., TensorFlow, Keras, OpenCV). Knowledge of real-time inference techniques. Experience in working with gesture recognition or sign language projects is a plus. Additional Information: The project should be completed with clean and modular code. Detailed comments and documentation within the code are essential. The freelancer should be available for discussions and feedback sessions....

...machine learning model during deployment and inference (shape mismatch). These issues need to be resolved to ensure the model performs as expected in a live setting. Key Requirements: - Expertise in debugging ML models - Experience with model deployment and inference troubleshooting - Strong understanding of machine learning principles Ideal Skills: - Proficient in Python and ML libraries (e.g., TensorFlow, PyTorch, scikit-learn) - Familiar with debugging tools and techniques for ML models - Excellent problem-solving skills Please note that the model is being deployed using custom model code, not a specific platform. It must train, inference, save, load full model, load weights, and print evaluation reports. Code already implements these steps. When model is fixed, it will flo...