Adversarial autoencoder pytorch jobber

...an AI deep learning stock program. The ideal candidate will have relevant experience in stock program development and deep learning. Key Requirements: - Proven track record in AI and deep learning applications, particularly in stock market - Excellent programming skills - Ability to integrate various data sources Ideal Skills: - Proficiency in Python with TensorFlow, R with Keras, or C++ with PyTorch - Strong understanding of stock market dynamics - Experience with real-time market data, historical stock data, and news and social media feeds Please note, only developers with relevant experience in AI deep learning stock program development are allowed to participate. Explaining how to create an **AI-based stock prediction program** to a developer who is a beginner in stocks r...

I'm...Responsibilities: - Utilize EasyOCR, pdfplumber, and OpenCV for document processing. - Implement with Python, , and Label Studio for annotation and user interface. - Apply spaCy for Natural Language Processing and Named Entity Recognition (NER). - Leverage PyTorch and Hugging Face's Datasets and Transformers within a machine learning framework. - Store metadata in PostgreSQL. Ideal Skills and Experience: - Proficiency in OCR, PDF processing, and image handling. - Strong background in Python and Next.js. - Experience with spaCy, PyTorch, and Hugging Face's Transformers. - Familiarity with PostgreSQL. - Ability to work with low-quality documents. The goal of this project is to facilitate AI/ML data extraction from these PDF documents. I look forward to r...

...Support for fine-tuning pre-trained models (e.g., GPT or similar frameworks) using NVIDIA's Project DIGITS or equivalent hardware. Backend integration with frameworks like PyTorch or TensorFlow. Video Tutorial: A clear, step-by-step video guide demonstrating how to use the admin panel to train and manage AI models. Skills & Expertise Required Strong experience in building AI platforms and integrating APIs. Proficiency in backend development using Python (Flask/Django) or similar frameworks. Frontend development skills in React.js, Vue.js, or similar technologies. Familiarity with machine learning frameworks like PyTorch or TensorFlow. Experience with NVIDIA’s DGX OS or similar systems for offline AI model training. Knowledge of database management (PostgreSQ...

...Support for fine-tuning pre-trained models (e.g., GPT or similar frameworks) using NVIDIA's Project DIGITS or equivalent hardware. Backend integration with frameworks like PyTorch or TensorFlow. Video Tutorial: A clear, step-by-step video guide demonstrating how to use the admin panel to train and manage AI models. Skills & Expertise Required Strong experience in building AI platforms and integrating APIs. Proficiency in backend development using Python (Flask/Django) or similar frameworks. Frontend development skills in React.js, Vue.js, or similar technologies. Familiarity with machine learning frameworks like PyTorch or TensorFlow. Experience with NVIDIA’s DGX OS or similar systems for offline AI model training. Knowledge of database management (PostgreSQ...

...technical solutions. • Optimize performance of models and infrastructure for production environments. • Implement and manage secure data pipelines adhering to HIPAA standards. • Stay updated on advancements in machine learning and cloud technologies. Qualifications Technical Skills • Strong programming skills in Python, R, or Java. • Expertise in machine learning frameworks such as TensorFlow, PyTorch, or Scikit-learn. • Proven experience with AWS services (SageMaker, EC2, Lambda, S3, IAM). • Proficiency in Azure Cloud (Machine Learning Studio, Azure Functions, Data Lake). • Strong knowledge of HIPAA compliance requirements, including encryption, secure data storage, and auditing protocols. Experience • Bachelor’s or ...

...logistics platforms. Expertise in AI/ML integration and automation. Familiarity with North American trucking industry workflows. Proficiency in building scalable and secure applications. Strong communication and problem-solving skills. Technology Preferences: Cloud: AWS, Azure, or Google Cloud. Frontend: React.js for web/mobile. Backend: Python (Django/Flask) or Node.js. AI Frameworks: TensorFlow, PyTorch. Database: PostgreSQL, MongoDB. Telematics: Geotab, Samsara integration. Project Timeline: We’re aiming for a 3-month rollout with the following milestones: Discovery & Planning: 2–3 weeks. MVP Development: 2 months. Testing & Optimization: 1 months. Deployment & Support: Ongoing. Budget: Open for negotiation. Please provide a detailed proposal, timelin...

...conflicts Task 2: Comprehensive Validation Report Must include analysis of: Model Performance Results: Fraud detection accuracy rates False positive/negative ratios Quantum operation timing metrics Privacy preservation effectiveness Adversarial robustness scores Result Validation: Verify if detection rates are realistic for financial systems Confirm if cryptographic timing aligns with expected ranges Ensure privacy metrics meet industry standards Validate if ensemble improvement is statistically significant Required Skills: Strong debugging experience in PyTorch/Python Ability to validate ML model results Understanding of financial security metrics Experience with cryptographic systems Experience with LSTM and Isolation Forest Note: All code implementation is compl...

...high-quality output. Collaborate on project requirements and deliverables. Troubleshoot and debug AI/ML-related challenges. Document and present the project outcomes. Requirements: Proven experience in training and fine-tuning LLMs (e.g., GPT, BERT, or similar). Proficiency in using Text-to-Speech APIs like Google TTS, Amazon Polly, or similar. Programming skills in Python, TensorFlow, PyTorch, or equivalent frameworks. Experience with data preprocessing, model evaluation, and deployment. Excellent problem-solving and communication skills. Preferred Skills: Knowledge of NLP techniques and frameworks. Familiarity with cloud platforms like AWS, Google Cloud, or Azure. Experience in real-time or conversational AI applications. Location: Remote If you have the skills...

...transcriptions. Note: This project is strictly for model training. You do not need to handle front-end, WebAssembly integration, or deployment. We only require the trained model and associated training artifacts. Key Tasks & Responsibilities 1. Model Training & Optimization • Use our provided Italian audio datasets (hours of curated content). • Develop or adapt training scripts (e.g., in PyTorch) for Whisper fine-tuning. • Propose optimal hyperparameters, data augmentation methods, and training schedules. 2. Performance Evaluation • Measure accuracy using standard metrics (e.g., WER, CER). • Provide before/after comparisons if relevant. • Suggest further optimizations if the results fall below a certain threshold. 3. ...

I'm in need of a talented and experienced developer to build a large language model (LLM) primarily focused on generating...creative text. The model should be capable of creating imaginative pieces such as stories and poems. Key Requirements: - Expertise in machine learning, particularly in developing LLMs. - Proven experience in text generation models. - Ability to create a model that can produce highly creative and unique content. Ideal Skill Set: - Proficiency in Python and relevant ML libraries (e.g., TensorFlow, PyTorch). - Strong background in NLP (Natural Language Processing). - Experience with creative writing or story generation models is a plus. I'm looking for a professional who can deliver a cutting-edge model that exceeds my expectations in terms of creativ...

I am working on a research project for AI-based early detection of congenital heart defects (CHDs) using a 12,000-labeled echocardiogram dataset. I need an experienced freelancer to completely build and train models using Convolutional Neural Networks (CNNs) and Generative Adversarial Networks (GANs) to achieve accurate and reliable results. The task involves: Preprocessing: Augmentation and cleaning of the dataset. Model Development: Building and training a GAN-CNN hybrid model for CHD detection. Validation: Testing and validating the model to generate results, including metrics like accuracy, sensitivity, and specificity. Deliverables: Fully functional code (Python/TensorFlow/Keras, Google Colab preferred). Final results and visualizations (accuracy metrics, confusion matrix, et...

...designed. The objective is to collaborate with a research team to train a unique and specialized survey data analysis model. Main responsibilities: Configure and maintain training infrastructure (PyTorch, Python, GPU, etc.). Collaborate in the selection and cleaning of data. Adjust the Llama 3 model to respond to specific sociology prompts. Monitor and evaluate the quality of responses (metrics and validation). Document and version the entire experimentation process. Technical requirements: Proven experience training or adjusting LLMs (Hugging Face, DeepSpeed). Use of Python, PyTorch and NLP libraries. Knowledge of MLOps (Git, Docker, cloud orchestrators). Additional requirements: Clear communication and collaborative approach. Interest and/or experience in s...

...time-series data ingestion, ETL pipelines, and handling large data sets. Familiarity with Parquet or similar columnar data formats, plus database technologies. Quantitative & Financial Knowledge Strong understanding of options pricing and Greeks (Black–Scholes). Experience with Level 2 order book data and market microstructure is a plus. Programming & Libraries Python (NumPy, Pandas, Scikit-learn, PyTorch or TensorFlow, XGBoost, etc.). Familiarity with backtesting libraries or frameworks. Machine Learning & Statistics Ability to implement and tune ML models for time-series data. Knowledge of feature engineering, cross-validation, and overfitting mitigation. Project & Communication Clear communication, documentation, and version control (Git). Collaborati...

I'm seeking a high-level Deep Learning Engineer to help classify CIFAR100 images. The ultimate goal is a strong position on the Kaggle leaderboard. Key project requirements: - Model Optimization: The model should prioritiz...generalization capabilities. - Convolutional Neural Network (CNN): The model should be based on a Convolutional Neural Network (CNN). Therefore, deep expertise in designing, implementing, and fine-tuning CNNs is required. Ideal skills for this project include: - Extensive experience in deep learning and computer vision. - Proficiency in using Python and relevant libraries such as TensorFlow or PyTorch. - Prior experience with CIFAR100 or similar datasets will be a plus. - A proven track record of achieving high rankings on Kaggle competitions will be h...

We are seeking a skilled freelancer to set up LLAMA ...robust system that integrates seamlessly with a Flask-based interface (developed by our team) to manage fine-tuning and document workflows. Key Deliverables: - Deploy LLAMA 3.1 with FAISS in Docker, ensuring GPU optimization. - Integrate the setup with a Flask-based GUI for document uploads and fine-tuning management. - Provide clear guidance and best practices for fine-tuning the model using PyTorch. - Offer strategies for organizing and optimizing the FAISS vector database. - Deliver comprehensive documentation for replicating the setup internally. We require someone with experience in deploying LLMs and vector databases who can ensure the system is portable (Docker-based) and capable of delivering accurate, high-quality AI ...

I need an expert in machine learning, specifically with experience in fine-tuning the Wav2Vec2 model on custom data. The primary aim is to improve the model's speech recognition accuracy. Requiremen...model on our speech recordings with transcriptions. - The recordings primarily consist of conversations, so the model should be capable of understanding and processing dialogue. - Ultimately, the goal is to enhance the performance of speech recognition on our custom data. - Create future pipeline for 2nd layer of finetuning with Industry specific data Ideal Skills: - Proficiency in Python and Pytorch. - Extensive experience with Wav2Vec2. - Ability to work with labeled speech data and fine-tune models for improved accuracy. - Strong understanding of machine learning principles ...

...related field. • Experience: o Demonstrated expertise in AI and machine learning with published research (including conference papers). o Experience in mentorship roles or team leadership within AI-focused projects. • Skills: o Strong understanding of predictive modeling, algorithm design, and bias detection in AI systems. o Proficiency in tools such as Python, TensorFlow, Scikit-learn, PyTorch, and data processing frameworks. • Eligibility: o U.S. Citizen or Naturalized U.S. Citizen (required for NIH grant compliance). o Must demonstrate that this role aligns with their primary employment for the contract period. ________________________________________ Position Details: • Contract Duration: 1 year • Compensation: $15,000 (annual, project-ba...

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 will provide few images after you show the dome on those i will award the project.

I'm seeking a machine learning expert with extensive experience in computer vision and image processing. The project involves developing a multi-modal attention framework integrated...integrated with a Vision Transformer for enhanced copy-move forgery detection. Key Responsibilities: - Use publicly available benchmark forgery detection datasets to train and evaluate the model. - Focus on achieving high detection accuracy through the implementation of effective machine learning strategies. Ideal Skills: - Proficient in Python and relevant machine learning libraries (TensorFlow, PyTorch). - Strong understanding of Vision Transformers, CNNs and attention mechanisms. - Experience in developing and testing models on benchmark datasets. - Excellent problem-solving skills and atten...

...- Backend built on either Python or Node.js. - AI and machine learning implementations using TensorFlow or PyTorch. - Hosting on AWS or Google Cloud. - Payment integration via Stripe or PayPal. Deliverables: 1. A fully functional app and website featuring smooth navigation. 2. Real-time API integrations for live data. 3. A scalable backend capable of secure subscription management. 4. Deployment across app stores for both iOS and Android. Ideal skills and experience include: - Proficiency in React Native for frontend development. - Extensive knowledge and experience in backend development with Python or Node.js. - Familiarity with AI/ML frameworks, particularly TensorFlow or PyTorch. - Prior experience with AWS or Google Cloud for hosting. - Expertise in integrating paym...

Job Title: Data ...structured and unstructured data. ● DataStructures and Algorithms: ○ Proficient in manipulating arrays and lists, implementing searching and sorting algorithms. ○ Experience with recursion and analyzing time and space complexity. Additional Skills and Experience ● Familiarity with web frameworks such as Django or Flask. ● Exposuretodatascience libraries like Scikit-learn, TensorFlow, or PyTorch. ● Hands-onexperience in big data projects and advanced data transformation techniques. Qualifications ● Bachelor’sorMaster’s degree in Computer Science, Engineering, or a related field. ● Provenexperience as a Data Engineer or in a similar capacity. ● Stronganalytical and problem-solving skills. ● Excellentcommunication and teamwork capabilities.

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...

I'm in urgent need of an AI/Data Science expert for a crucial project involving quantum security. The primary focus is o...anomaly detection system designed to protect financial networks from quantum computing threats. Key Responsibilities: - Completing model training and evaluation pipelines - Troubleshooting and ensuring all program components operate smoothly Ideal Candidate: - Extensive experience with AI-driven anomaly detection systems - Proficient in Python, TensorFlow, and Elasticsearch - Familiar with adversarial testing frameworks - Able to work under pressure to meet tight deadlines Your expertise will directly contribute to the security of critical financial networks. If you have a strong background in this field and can assist me in finishing the program, pleas...

...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 ...

...freelancer with expertise in Python, AI/ML (particularly LSTM and Isolation Forest models), and program optimization to assist in finalizing our anomaly detection system. This project involves critical debugging, model fine-tuning, and simplifying workflows to meet an approaching deadline. Key Tasks: 1. Code Finalization and Optimization: Debug and refine critical scripts: : Ensure adversarial testing (e.g., FGSM, PGD, Carlini-Wagner) and anomaly detection are functioning correctly. : Focus on metrics like precision, recall, F1-score, and latency without retraining models. : Fine-tune LSTM and Isolation Forest models using efficient hyperparameter optimization techniques. Ensure seamless integration of pre-trained models with: New data formats.

...compression, high quality, and low maintenance costs: 1. Data Preparation: • Frame Extraction: Decompose the video into individual frames. • Block Segmentation: Divide each frame into non-overlapping blocks (e.g., 8x8 pixels) to create a set of image patches. 2. Feature Extraction with Deep Learning: • Autoencoder Training: • Architecture Design: Develop an autoencoder neural network tailored for image data, comprising an encoder and a decoder. • Training: Train the autoencoder on the image patches to learn a compact representation (latent space) of the input data. • Latent Vector Generation: Utilize the encoder to transform each image patch into its corresponding latent vector, capturing essential features in a reduced-dimens...

...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...