Cyclegan pytorchроботи

I'm in need of an expert in TensorFlow, Pytorch CNN to build a handwritten-digits-recognition model for me. The model will be trained on a combination of the MNIST dataset and a custom dataset . I need Training script and Model and inference example . Key Requirements: - The model needs to have an accuracy above 99%. - It will primarily be used in a script. Ideal Skills: - Expertise in AI, TensorFlow, Pytorch CNN - Experience with image recognition models - Ability to work with both MNIST and custom datasets - Proven track record of achieving high accuracy models

I have developed an anomaly detection model using a diffusion model on MRI scans to identify tumors. I'm currently swamped with other commitments and need an expert in medical imaging to implement three or four benchmark methods for me. The benchmarks I have i...have until February 1st Key Project Details: - Focus: The primary aim of this project is to detect tumors within MRI scans. - Data: I have pre-processed datasets ready for use with these benchmark methods. Ideal Skills and Experience: - Proficiency in medical imaging analysis, particularly with MRI scans. - Familiarity with the mentioned benchmark methods (f-AnoGAN, VAE). - Strong background in PyTorch and coding. - Ability to meet deadlines under pressure. Your expertise will greatly assist me in advancing this proj...

...data and current health reports. 2. AI Model Integration: • Use Python (TensorFlow, PyTorch, or Scikit-learn) to create a predictive model. • Implement algorithms like regression analysis or time-series forecasting. 3. Interactive Dashboard: • Build using Streamlit, Dash, or Tableau Public. • Include dynamic charts, real-time statistics, and heatmaps. 4. User Interface & Accessibility: • Ensure the dashboard is visually appealing and responsive. • Simple navigation for non-technical users. 5. Cost-Efficient Hosting: • Host on free-tier platforms like GitHub Pages, Streamlit Cloud, or Render. ? Tech Stack Preference: • Programming Languages: Python, JavaScript • AI Libraries: TensorFlow, PyTorch, Scikit-learn ...

...Produk Deskripsi: Sistem AI yang merekomendasikan produk, film, lagu, atau konten lainnya berdasarkan preferensi pengguna. Teknologi yang Digunakan: Machine Learning: TensorFlow, PyTorch, atau Scikit-learn. Dataset: MovieLens untuk rekomendasi film, atau dataset e-commerce untuk produk. Contoh Proyek: Rekomendasi produk untuk e-commerce. Rekomendasi musik berbasis genre yang sering didengar. --- 3. Pengolahan Gambar (Image Processing) Deskripsi: AI yang dapat menganalisis dan mengenali objek atau pola dalam gambar. Teknologi yang Digunakan: Computer Vision: OpenCV, TensorFlow, atau PyTorch. Pre-trained Models: YOLO, ResNet, atau Inception. Contoh Proyek: Aplikasi pengenal wajah untuk akses keamanan. Deteksi tanaman sehat atau berpenyakit untuk petan...

...Data extraction and database development: A minimum of 5 years of experience in structured data extraction and database creation. -CV Analysis: Proven familiarity with CV parsing and insights generation. Adaptive Learning Systems: Strong ability to design and implement systems that learn and improve over time. -Technical Tools: Proficiency in AI tools and frameworks such as Python, TensorFlow, PyTorch, or equivalent. - Problem-solving skills: Demonstrated ability to troubleshoot, innovate, and implement scalable AI solutions. - Must respond promptly to all queries and maintain clear, consistent communication with team members. - Must allocate and dedicate sufficient time to achieve agreed-upon results within specified deadlines. ______ The challenge: We are looking for a skill...

...Web Services) o Google Cloud Platform (GCP) • Features: o Compute services (e.g., EC2, App Engine) o Storage solutions (e.g., S3, Firebase Storage) o Serverless functions (e.g., AWS Lambda, Google Cloud Functions) ________________________________________ 5. AI/ML Integration For intelligent features like telemedicine, diagnostics, and personalized recommendations. • Libraries: o TensorFlow or PyTorch for machine learning models. o OpenCV for medical image analysis. • Natural Language Processing (NLP): o For chatbot and feedback analysis using libraries like SpaCy or NLTK. ________________________________________ 6. Payment Integration Secure and efficient payment gateways for transactions. • Gateways: o local payment processors. _______________________________...

I'm seeking a Python expert with a GPU-based system to help me debug and run my PyTorch machine learning model. I have a minor error that's preventing the code from executing. What I need: - Someone who can quickly identify and fix the issue - Experience with PyTorch and machine learning models - Access to a GPU-based system to run the code I appreciate your understanding and look forward to your bid.

I'm in need of an expert in TensorFlow, Pytorch CNN to build a handwritten-digits-recognition model for me. The model will be trained on a combination of the MNIST dataset and a custom dataset . I need Training script and Model and inference example . Key Requirements: - The model needs to have an accuracy above 99%. - It will primarily be used in a script. Ideal Skills: - Expertise in AI, TensorFlow, Pytorch CNN - Experience with image recognition models - Ability to work with both MNIST and custom datasets - Proven track record of achieving high accuracy models

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 determined, the id...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...

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 throu...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

...Intégrer le modèle IA à l'application mobile via TensorFlow Lite, CoreML ou ONNX. Concevoir une interface utilisateur intuitive et réactive. Configurer le backend pour le stockage des données utilisateur et les mises à jour de modèle. Effectuer des tests pour garantir les performances de l'application sur divers appareils. Compétences Requises IA et Machine Learning : Familiarité avec TensorFlow, PyTorch, YOLO, Fastai ou modèles similaires. Mobile Development : Expertise en Swift (iOS), Kotlin (Android) ou frameworks cross-platform (Flutter/React Native). Back-end Development : Expérience avec Python (Flask/Django) ou Node.js pour les API. Connaissances Open Source : Capacité à t...

...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 communication ...

...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...

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I'm seeking a skilled freelancer to help me customize my Raspberry Pi 5 and Hailo setup for various AI and machine learning applications. The ...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.

...Real-time traffic data, weather data, road conditions, historical congestion patterns. Output: Predicted congestion, alternate routes, estimated travel time (ETT). Techniques: ML Algorithms: Regression for ETT prediction, clustering for 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 c...

I am seeking an experienced iOS developer with expertise in PyTorch, CoreML, and ONNX to create a productivity app integrated with sophisticated lip sync functionality. This app will primarily serve as a tool for video voiceovers. Key Features: - A highly efficient productivity app - Advanced lip sync capabilities The lip sync feature will be primarily used for: - Syncing with voiceovers for videos Ideal Skills: - Proficiency in iOS app development - Extensive experience with PyTorch, CoreML, and ONNX - Prior work on productivity apps - Understanding of lip sync technology Please share your portfolio if you have previously worked on similar projects.

...Metrics: - Display metrics during training (at least every N epochs). - Calculate and save the metrics to a file after training. 7) Validation: - Evaluate the model on validation data after training. - Save the resulting images with predictions to a file. 8) Model Export: - Export the trained model to ONNX format. - Export the trained model to PyTorch format. 9) Colab Notebook: - Develop the notebook in your own Colab account. - Provide the notebook so that it runs correctly in my Colab environment. General Remarks: - Use only up-to-date and widely recognized Python packages such as pandas, numpy, and matplotlib. - Include thorough documentation in the code. - The Jupyter Notebook must be provided ...

...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 and categorizati...

...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 performance metrics. - Kn...

Consultor Freelance en Inteligencia Artific...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...

...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 and categorizati...

...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: Ability to solve...

...& 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: Please provide an est...

I'm looking for a highly skilled professional with equal expertise in Python backend development and computer vision model developmen...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...

...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: • MongoDB o...

To develop a Python-based application for automatic background removal from ...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...

...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 Qualifikatio...

I'm in need of a seasoned AI developer to build an advanced softwar...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 - Experience w...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 can develop t...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...

...767 MRI 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. Suppo...

...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 machine learning...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...

...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 flow down and genera...

...There : Looking forward to building AI-powered features for a product we are building. Please note we are using the following tech stack. Tech Stack: 1. Front-End: ○ Framework: React.js, Angular, or Vue.js. ○ UI Libraries: Tailwind CSS, Material-UI. 2. Back-End: ○ Framework: Node.js (Express), Python (Flask/Django), or Ruby on Rails. ○ APIs: REST or GraphQL. 3. AI Models: ○ Hosting: TensorFlow, PyTorch, or Hugging Face on AWS, Google Cloud, or Azure. ○ Pretrained Models: OpenAI GPT for NLP, Scikit-learn for predictive analytics. 4. Database: ○ SQL: PostgreSQL, MySQL for structured data. ○ NoSQL: MongoDB for flexibility. 5. Cloud Infrastructure: ○ AWS, Google Cloud, or Azure for hosting and scaling. ○ Kubernetes for container orchestration. 6. Authentication: ○ OAuth 2.0, Fire...

...skill set below. We prefer a full-time freelancer with the desired qualifications to execute the project but small teams can also apply. Tech Stack: 1. Front-End: ○ Framework: React.js, Angular, or Vue.js. ○ UI Libraries: Tailwind CSS, Material-UI. 2. Back-End: ○ Framework: Node.js (Express), Python (Flask/Django), or Ruby on Rails. ○ APIs: REST or GraphQL. 3. AI Models: ○ Hosting: TensorFlow, PyTorch, or Hugging Face on AWS, Google Cloud, or Azure. ○ Pretrained Models: OpenAI GPT for NLP, Scikit-learn for predictive analytics. 4. Database: ○ SQL: PostgreSQL, MySQL for structured data. ○ NoSQL: MongoDB for flexibility. 5. Cloud Infrastructure: ○ AWS, Google Cloud, or Azure for hosting and scaling. ○ Kubernetes for container orchestration. 6. Authentication: ○ OAuth 2.0, Fireb...

Project Overview: We are seeking a skilled freel...trained model to evaluate its performance. - Use metrics such as precision, recall, and F1-score to assess the model's effectiveness. - Perform validation on a separate dataset to ensure generalizability. Qualifications: - Experience: Proven experience in object detection, computer vision, and machine learning. - Skills: - Proficiency in Python and relevant libraries (e.g., TensorFlow, PyTorch, OpenCV). - Strong analytical and problem-solving skills. - Excellent written and verbal communication skills for report writing. Deliverables: 1. A well-documented dataset suitable for object detection in autonomous driving. 2. A preprocessing pipeline implemented in Python. 3. A trained object detection model with perfo...

...development. API Integration: Ability to connect multiple data streams via APIs. Experience in configuring and managing RESTful or GraphQL APIs for real-time data exchange. Expertise in AI integration and automated report generation. Machine Learning and AI: Designing and fine-tuning deep learning models for classification, prediction, and data analysis. Proficiency with frameworks like TensorFlow, PyTorch, or Hugging Face for model customization and training. Proficiency in designing and deploying machine learning models to analyze employee performance and optimize workflows. Backend Development: Developing backend systems to support chatbot interactions with databases and APIs. Knowledge of languages like Python, Node.js, or Java, and server management. Experience parsing da...

...experienced developer to deliver a custom AI/ML solution tailored to our specific needs. The project involves: AI/ML Development: Design and training of models using TensorFlow or PyTorch. Focus on computer vision tasks, including image classification, object detection, or segmentation. Backend Development: Integration of the AI/ML model into a robust backend using FastAPI, Django, or Flask. Development of RESTful APIs for seamless interaction between the model and frontend systems. Ensure scalability and performance optimization. Requirements: Strong experience with AI/ML frameworks like TensorFlow or PyTorch. Proficiency in backend frameworks such as FastAPI, Django, or Flask. Familiarity with deploying machine learning models in production environments. Experience w...

Build an AI/ML Model for Car Valuations Using Existing Data Project Description: I am looking for a skilled Data Scientist...for running the model locally or on a server. What I Will Provide: • A dataset with car valuation information, including: • Car Make, Model, Year, Mileage, Valuation Data, and OTR prices. • Example format of input and output to guide development. Expected Timeline: • 1-2 weeks for delivery. Skills Required: • Machine Learning and Data Science • Python (pandas, scikit-learn, TensorFlow/PyTorch if needed) • API development using Flask/FastAPI • Data cleaning and feature engineering Budget: • Open to negotiation based on experience and deliverables. Important: Please include examples of past ML project...

...CIFAR100. Resources & Environment: A cloud-based GPU instance (e.g., RTX 4090) will be provided for training. Desired Skills & Experience: Proven experience in deep learning, especially model architecture design and optimization. Familiarity with lightweight architectures and pruning techniques is a plus. Ability to carefully balance performance and computational constraints. Strong knowledge of PyTorch or TensorFlow,. *READ* Carefully So you have 2 options, you can deliver a: 1) Custom code (like mobilenet based code etc...) 2) Setup a NAS algorithm (for automated research) As soon as they meet the requirements, any of these 2 are ok. *Important* Once you've been assigned the project, before releasing milestone, there need to be A MILESTONE reached, some w...

Question: NaN Error During Gradient Calculation in CycleGAN Training; How to solve this Description: Hello, I am a master’s student in the Department of Electrical and Electronic Engineering, working on AI training for image correction (image-to-image transformation) using Python TensorFlow. My current setup involves training a CNN with CycleGAN. I am encountering an issue during training. Specifically: Training setup: 1,500 images, learning rate 2e-4, up to 20 epochs. The issue: During training, the first NaN error occurs when calculating gradients of forward generator and inverse generator both, at epoch 9. This makes others NaN also and training fails. When I set the learning rate to 2e-5, which is smaller, but the error also occurs around epoch 162. What I&rs...

...and identify root canals with high precision and recall. Evaluation: Measure the model's performance using metrics like accuracy, precision, and recall, comparing results with expert dental evaluations. Dataset: The dataset consists of high-resolution IOPA X-ray images collected from dental clinics, formatted as JPEG/PNG files. Preferred Skills: Experience with Python, TensorFlow, or PyTorch Knowledge of computer vision and medical imaging Familiarity with tools like OpenCV, Keras, or similar frameworks Experience in preprocessing and working with radiographic images is a plus Budget: Open to proposals, looking for a cost-effective solution. Timeline: We expect the project to be completed within 3-5 weeks. Deliverables: A fully functional model...

...interface. : For rendering 3D models and visualizations in the browser. CSS Framework: Tailwind CSS or Bootstrap for styling. 2. Backend Development Python with Flask/Django: For server-side logic, AI integration, and API development. Node.js with : Alternative for real-time updates and scalability. AI Libraries: OpenCV: For image stitching and processing. TensorFlow/PyTorch: For AI-based room reconstruction and enhancements. 4. Augmented Reality (AR) Unity with C#: For cross-platform AR development. ARKit (iOS) and ARCore (Android): For native AR features. 5. Database PostgreSQL: For structured data, such as user accounts and vendor catalogs. MongoDB: For unstructured data, such as uploaded images and design metadata. 7. Visualization and Rendering Blender

...other SOTA models in the field. Mathematical Equation: Provide detailed mathematical equations or formulations for the customized algorithm and model architecture. We can discuss the specific details of the model and datasets further, along with your proposed approach. Requirements: Proven experience in fine-tuning and customizing ML models. Strong understanding of machine learning framework PyTorch. Ability to implement novel changes to ML models CNN/transformers. Please provide examples of relevant past work or projects you've completed. Task 0 Hierarchical multimodal transformers for Multi-Page DocVQA GRAM: Global Reasoning for Multi-Page VQA image newspaper dataset(will share link later) Task 1 Till now when we give input embeddings to the transformers they just go...

I need a PyTorch expert to deploy the Swin Transformer from the official GitHub implementation for a segmentation task. I'll provide the link and the extracted stage weights, and you will build a U-Net decoder from them. The implementation should be in a Jupyter notebook. Key Requirements: - You will use a dataset that I have ready for training. - The training results should reach 93% accuracy, in line with the original paper. Ideal Skills: - Extensive experience with PyTorch. - Prior work with U-Net decoders. - Familiarity with the Swin Transformer. - Ability to deliver a Jupyter notebook implementation. Please note, the dataset consists of tabular data and is preprocessed and ready for use.

...the platform on a scalable cloud infrastructure (e.g., AWS, Azure, or Google Cloud). Documentation: Write comprehensive documentation for the platform’s architecture, APIs, and user guides. Required Skills and Qualifications Technical Expertise: Proficiency in full-stack development (e.g., Python, Node.js, React.js, Vue.js). Experience with machine learning frameworks (e.g., TensorFlow, PyTorch) and NLP tools (e.g., Hugging Face, OpenAI). Familiarity with database management (PostgreSQL, MongoDB) and DevOps tools (Docker, Kubernetes). Other Skills: Strong problem-solving skills and attention to detail. Excellent communication and ability to work independently. Preferred Experience Prior experience building SaaS platforms or marketing tools. Familiarity with clo...

...editors. Vue.js: A lightweight and flexible alternative for dynamic interfaces. Databases PostgreSQL: To store structured data like users, products, sales, and store configurations. For handling complex relationships and advanced queries. MongoDB: For unstructured data such as user behavior logs, real-time events, and navigation analytics. Artificial Intelligence and Machine Learning TensorFlow or PyTorch: To create custom AI models like product recommendations, price analysis, and trend predictions. Hugging Face Transformers: For text automation, such as generating product descriptions or automated responses. Web Server and Domain Management Nginx or Apache: To manage subdomains, redirects, and HTTPS configuration. AWS Route 53 or Google Domains API: For managing cus...