Pytorch to onnx to tensorrt jobs
...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. Requirements: - Fine-tune the Wav2Vec2 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 under...
(⚠️urgent project. please only bid if you’re passionate and available to work intensely) Key Steps: 1. Model Selection: Use open-source models like: • Text Only: LLaMA 2, Mistral, Mixtral, Falcon. • Multimodal (Text + Images): LLaVA, OpenFlamingo, Gemma, PixArt. 2. Dataset Preparation: • Gather proprietary text + file data for training. • Clean and preprocess data using tools like langchain and datasets. 3. Fine-Tuning: • Fine-tune the model using LoRA, QLoRA, or PEFT techniques for efficiency. • Use Hugging Face Transformers or Deepspeed for training. 4. Exporting the Model: • Save the model weights and tokenizers. • Convert to ONNX or TorchScript for optimized inference. 5. Self-Hosting: • Deploy the ...
...________________________________________ Job Description: We are seeking a highly qualified Ph.D. holder in Computer Science with expertise in artificial intelligence (AI) and machine learning to join our NIH-funded research initiative as a mentor and strategic advisor. Our research focuses on leveraging AI and machine learning models to address health disparities among underserved populations by analyzing stress markers and developing predictive models that improve diagnostic accuracy while addressing algorithmic bias. Key Responsibilities: • Mentorship and Guidance: o Provide strategic oversight and mentorship to a team of researchers and developers working on AI-driven health modeling. o Offer expert input on the development and implementation of pred...
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 ...attention framework 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 an...
...developer or team to create a comprehensive sports app and website. The project includes key features such as live match updates, AI predictions, fan engagement tools, match highlights, and a tiered subscription model. Key Features: - Real-time match updates sourced from APIs like Opta Sports or Sportradar. - AI-driven predictions concerning matches, player performance, and betting tips. - Interactive fan engagement tools including polls, quizzes, and forums. - Exclusive content comprising match highlights and in-depth analysis. - A structured subscription model with Free, Starter, Premium, and Elite tiers. Tech Stack: - Frontend development using React Native. - Backend built on either Python or Node.js. - AI and machine learning implementations using TensorFlow or PyTorch...
Job Title: Data Engineer Location: Remote Working Hours: 8 AM IST Notice Period: 10 Working Days Contract Terms: 3 Months with the potential to extend for more than a year Overview Weare looking for a highly skilled and motivated Data Engineer with 4-8 years of experience to join our dynamic team. This role is ideal for individuals with advanced technical expertise in Python programming and relational databases, a strong background in data modeling and transformation, and the ability to process structured and unstructured data. The ideal candidate will thrive in a fast-paced, agile environment, collaborating effectively to develop features and solve complex problems. Key Responsibilities ● Design, develop, and maintain scalable data pipelines and sy...
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
...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 in mind are f-AnoGAN, VAE (reconstruction), VAE (restoration), and an unsupervised method. I attached a paper to give you more clarification and details. You 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 PyTorc...
...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 skilled AI developer to help us under a NDA to enhance an existing AI-driven system. The main purposes of this system are: - Extract key data from any type of CV in PDF or Word format and can c...
...specialties, view their profiles, and book appointments at preferred times. • Real-Time Availability: Check real-time availability for doctors and facilities to ensure instant bookings. • Reminders and Notifications: Receive reminders for upcoming appointments to avoid missed schedules. 2. Telemedicine Services • Virtual Consultations: Connect with doctors through video or audio calls for consultations from the comfort of your home. • Secure Chat: Exchange messages with healthcare providers for follow-up queries or initial assessments. • E-Prescriptions: Receive prescriptions digitally after teleconsultations. 3. Medical Records Management • Access to Reports: View and download lab reports, radiology results, and other diagnostic findin...
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 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 complex concepts
...The Global Visa Application System aims to streamline the visa application process through advanced AI-driven automation and a user-friendly interface. The platform will cater to users worldwide, providing seamless access to visa application services via a website, admin panel, and mobile applications (iOS and Android). The system will include advanced features like AI-powered document verification, chatbot assistance, and application status tracking. 1. Scope of Work 1.1 Website Development The website will serve as the primary interface for users to create accounts, submit visa applications, track their progress, and receive notifications. Key Features: User registration and login (social media/email integration). Dynamic dashboard for users to...
...training of a Recurrent Neural Network-Transducer (RNN-T) model for the challenging task of Nested Entity Recognition (NER) in biomedical literature. Nested NER aims to identify and classify multiple overlapping entities within a given text, such as genes, proteins, diseases, and drugs. Key Responsibilities: Data Preparation: Data Collection: Gather and curate a high-quality dataset of biomedical literature annotated with nested entity labels. Data Preprocessing: Clean and preprocess the text data, including tokenization, sentence splitting, and handling special characters. Implement appropriate data augmentation techniques to enhance model robustness and prevent overfitting. Create suitable input and output representations for the RNN-T model, considering factors like ch...
>>>Step 1: Define the Use Case Before jumping into development, decide what aspect of video compression you aim to improve. Examples include: High Compression Ratio: Focus on reducing file size for storage or bandwidth. Low Latency: Optimize for live streaming. Energy Efficiency: Design for mobile devices with limited power. Content-Awareness: Enhance quality in specific regions of interest (e.g., faces in video conferencing). This decision will guide your algorithm choices and implementation. >>>Step 2: Research Video Compression Understand Existing Standards: Study widely used codecs: H.264, H.265, AV1, VP9. Learn about the techniques used: Spatial Compression: Transform coding (DCT or wavelets). Temporal Compression: Motion vectors and inter-frame prediction. ...
...skilled freelancer to help me customize my Raspberry Pi 5 and Hailo setup for various AI and machine learning applications. The main uses will be computer vision tasks, natural language processing, and data analysis and prediction. Key Requirements: - Setup and configuration of Raspberry Pi 5 & Hailo - Customization for AI and machine learning tasks - Proficient in working with computer vision tasks, natural language processing, and data analysis - Proficiency in Docker for deployment. - Previous experience with object detection vision AI apps. - Knowledge of working with live camera feeds. - Ability to ensure seamless integration with a USB webcam, IP camera, and Raspi Cam - user and tool database interface for tool checkin/out management - copy tmux, tmuxinator, pow...
...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 resource-constrained devices. App Development Use Android Studio for app creation. Imple...
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.
I need a training framework to train a Mask2Former model using Hugging Face, with the implementation provided in a Colab notebook. Requirements for the training framework: 1) Framework: Hugging Face must be used. 2) Model: Use the configuration file configs/coco/instance-segmentation/swin/ (from Hugging Face). 3) Training: The model should be trained from scratch. 4) Data Augmentation: - Use Albumentations for data augmentation. - Ensure data augmentation can be visualized with images (preferably during training). 5) Data: - Use any publicly available sample dataset in YOLOv8 format. - Limit the training to only one class (my dataset will also have only one class). 6) Metrics: - Display metrics during
Title: Facial Landmark detection on edge devices Target Model: ONNX format for maximum portability. Input for the Model: Face Bounding box Output: The model should output an estimate of 478 3-dimensional face landmarks. Project Output: Training Code, Inference Code in Python, list of datasets used Hardware Optimization: ● Primarily target NVIDIA Jetson Nano for edge deployment. ● Minimise CPU and RAM usage for efficient resource utilisation. ● Consider optimisations for both CPU and GPU (NVIDIA CUDA) execution. Use Case: The above model will be used to calculate the head pose and also the emotions of the face Title: Custom YOLO object detector for edge devices Target Model: ONNX format for maximum portability. Input for the Model: Frame Output: The model should detect ...
...MyExpenses Overview: MyExpenses is a mobile application designed to help users manage their daily and monthly expenses efficiently. The application leverages user-friendly interfaces and AI-powered analytics to provide users with insights into their spending habits, set budgets, and achieve financial goals. Core Features: Expense Tracking: Allow users to log daily expenses with a simple and intuitive interface. Categorize expenses (e.g., Food, Transport, Entertainment, Bills, etc.). Include support for adding notes and photos for each expense entry. Budget Management: Users can create monthly budgets for specific categories. Provide visual indicators when nearing or exceeding budget limits. Option to carry over unused budgets to the next mont...
...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. - Knowledgeable in software deployment processes across various platforms. The most crucial aspect of t...
...MyExpenses Overview: MyExpenses is a mobile application designed to help users manage their daily and monthly expenses efficiently. The application leverages user-friendly interfaces and AI-powered analytics to provide users with insights into their spending habits, set budgets, and achieve financial goals. Core Features: Expense Tracking: Allow users to log daily expenses with a simple and intuitive interface. Categorize expenses (e.g., Food, Transport, Entertainment, Bills, etc.). Include support for adding notes and photos for each expense entry. Budget Management: Users can create monthly budgets for specific categories. Provide visual indicators when nearing or exceeding budget limits. Option to carry over unused budgets to the next mont...
We are seeking a seasoned AI expert to lead the development of our real estate platform, Plentara. This platform leverages AI-powered Natural Language Processing (NLP), visual search, and predictive analytics for property search and planning. We need a visionary professional capable of not only implementing advanced AI features but also collaborating on the development of the entire platform, including the website. Key Responsibilities: - Lead the integration of NLP into our platform, with the main aim of enhancing property search capabilities. - Develop NLP enhancements to improve the platform's understanding of user queries. Key Responsibilities Collaboration Across Teams: Collaborate with GIS specialists, backend developers, and UI/UX designers to ensure sea...
...developer with expertise in cryptocurrency trading, machine learning, and algorithmic trading to create a fully autonomous crypto trading bot. The bot should be capable of analyzing market trends, executing trades, and adapting its strategies based on performance using machine learning techniques. Responsibilities: Bot Development: Design and implement a crypto trading bot that can trade autonomously across multiple exchanges (e.g., Binance, Coinbase, Kraken). Data Collection & Preprocessing: Integrate with APIs to pull historical and real-time market data (price, volume, order book, etc.), and preprocess data for training machine learning models. Machine Learning Models: Use machine learning algorithms to analyze market trends and build predictive models. The...
I'm looking for a highly skilled professional with equal expertise in Python backend development and computer vision model development. Key Requirements: - Extensive experience in Python backend developm...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 developm...
...Agency with AI Automation Chatbot Project Overview The AI Agency website will serve as a platform to showcase the agency’s expertise in artificial intelligence, machine learning, and automation solutions. It will also feature an AI-powered chatbot to provide instant, dynamic interactions with users, offering a personalized experience, answering queries, and automating workflows. Website Features 1. User-Friendly Interface • Clean, modern design optimized for UX/UI. • Fully responsive for all devices (desktop, tablet, mobile). • Multi-language support. 2. Homepage • Hero Section: Highlight the agency’s mission, key services, and unique AI offerings. • Call-to-Action: Encourage users to book a consultation or lea...
To develop a Python-based application for automatic background removal from images using pre-trained machine learning models like U-2-Net or DeepLab. Develop Core Functionality: Load and integrate a pre-trained model (e.g., U-2-Net or DeepLab). Process input images to detect and remove backgrounds. Provide options to export the 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: Open...
I'm in need of a seasoned AI developer to build an advanced software solution tailored for digital pathology. The main objective is to design an AI-enhanced tool that aids pathologists in identifying and categorizing cervical cancer within histopathological images. This innovative solution is intended to improve both diagnostic precision and speed. Project Timeline: - Duration: 3-5 months Key Responsibilities: - Image Pre-processing and Augmentation: The developer will be responsible for preparing the raw images for model training. - Model Training and Validation: This involves the use of Convolutional Neural Networks (CNNs) and Transfer Learning techniques. - User Interface Design and Integration: The developer will also need to design and incorporate ...
...am seeking an experienced Python developer to create a custom text-to-speech (TTS) solution capable of generating speech in a personalized voice. This project is intended for personal use, primarily for creating audio 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 ...
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 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 forward to your bids.
I'm looking for an intermediate-level freelancer who can develop three Python files for me. These files should execute trained machine learning models on new data, generate vi... 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 smo...
Project Title: Automated Pancreatic Segmentation System Project Description: We are seeking an experienced developer to create an advanced AI-based pancreatic segmentation system for medical imaging. This project involves developing PanSegNet, a robust segmentation model designed to analyze CT and MRI scans with high accuracy. PanSegNet will combine the strengths of nnUNet and Transformer networks, incorporating a novel linear attention module for efficient volumetric computation. The system will support both cross-modality (CT, T1-weighted MRI, and T2-weighted MRI) and cross-center accuracy, providing a critical tool for the diagnosis and follow-up of pancreatic diseases. The final product should be user-friendly, well-documented, and ready for deployment in clinical workf...
Seeking a skilled Machine Learning Engineer to deploy the GraphCast model for global weather prediction. The tasks involve integrating historical datasets and live data to enable accurate forecasts. Key Responsibilities: - Deploy the GraphCast model from Google DeepMind’s 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
I'm looking for a skilled data scientist with machine learning expertise to classify image data related to voters. The project involves using machine learning techniques to categorize images of voters, which may include their demographic details, voting behavior, etc. Ideal Skills and Experience: - Proficiency in machine learning algorithms, particularly for data classification. - Extensive experience in handling and processing image data. - Familiarity with voter-related data is a plus. - Strong programming skills, particularly in Python and libraries such as TensorFlow or PyTorch. - Excellent problem-solving skills and attention to detail.
I'm encountering error messages with my 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 ...
Hi 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....
Hi There : One of our clients is planning to build an AI tool, we have identified the following tech stack to build the product. Please advise us on your capabilities for the 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. ○...
...We are seeking a skilled freelance Object Detection Specialist to develop a comprehensive solution for object detection in autonomous driving. This project is part of a university research initiative and involves dataset acquisition, preprocessing and model training, testing. Responsibilities: 1. Dataset Acquisition: - Research and identify suitable datasets for object detection in autonomous driving scenarios. - Ensure the dataset includes diverse and representative samples of various objects and conditions. 2. Preprocessing Pipeline: - Develop a robust preprocessing pipeline to clean, augment, and prepare the dataset for training. - Implement techniques such as normalization, resizing, and data augmentation to enhance model performance. 3. Model Tr...
...AI developer to create a management tool. The ideal candidate should possess the following skills: Technical Skills Natural Language Processing (NLP): Expertise in language models like GPT for advanced conversational interactions. Understanding of tokenization, embeddings, and coherent text generation. Strong analytical and programming skills with a proven track record in app 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, ...
...looking for a skilled Data Scientist / Machine Learning Expert to build an AI/ML model that predicts car valuations based on existing historical data. The model should account for car depreciation trends over time, varying depreciation rates for different manufacturers, and original prices (OTR). Project Requirements: 1. Inputs: The model should take the following inputs: • Car Make (Manufacturer, e.g., BMW, Ford, Toyota) • Car Model • Year of Manufacture • OTR (On the Road Price) – original price when new • Current Date • Mileage 2. Outputs: The model should return: • Predicted car valuation for the specified date. • Depreciation rate (yearly or overall) for the car. 3. Key Features: • The model should identify an...
Description: I am looking for a skilled machine learning engineer to design and train a custom neural network model for CIFAR100 classification. The model will be trained from scratch (no transfer learning) and should balance accuracy, model size, and computational efficiency. Project Requirements: Dataset: CIFAR100 Model Specs: - Parameter count: ~500K to ~2-4M (the fewer, the better) - FLOPs: ≤220M (the fewer, the better) - Accuracy: ≥75% on CIFAR100 test set Higher parameters expecting higher accuracy. Training Configuration (default values, not changable): - Epochs: 50 - Weight Decay: 3e-4 - Optimizer: SGD (momentum=0.9) - Scheduler: CosineAnnealingLR Additional Notes: No pre-trained weights or transfer learning. The model will be validated by resetting its wei...
...a skilled and cost-effective freelancer to develop a machine learning-based system for automated root canal detection in Intra-Oral Periapical (IOPA) X-ray images. The goal of the project is to create a tool that accurately identifies root canal structures, enhancing diagnostic precision and minimizing errors in endodontic treatments. The system should include the following key components: Data Preprocessing: Implement techniques such as resizing, contrast enhancement, and segmentation to prepare the dataset for analysis. Feature Extraction: Extract key features such as tooth shape, root canal structure, and intensity variations to aid accurate detection. Model Development: Develop and train a deep learning model (e.g., U-Net, CNNs) to an...
...interior system is an AI-powered platform that allows users to visualize interior redesigns by uploading images of their rooms and customizing them with wallpapers, furniture, lighting, and other design elements. It will integrate vendor product catalogs and provide cost estimates for renovations, serving as both a design tool and a product marketplace. This system will be available as a web-based platform, with optional mobile app support for enhanced features like Augmented Reality (AR). System Features 1. User Image Capture and Upload Users can upload images of all four walls of a room. Guidelines for capturing photos (e.g., lighting and angles) to ensure high-quality uploads. Automatic alignment and stitching of wall images to create a seamless panoramic or...
I am looking for an experienced Machine Learning developer to help with fine-tuning and customizing an existing state-of-the-art (SOTA) open-source model. The project will involve the following tasks: Model Fine-Tuning: Fine-tune the provided SOTA model using 2-3 specific datasets. Relational Learnable Embeddings: Incorporate relational learnable embeddings into the model to enhance its capabilities. Novel Changes & Model Improvement: Implement additional novel changes and optimizations to further improve model performance. Comparison with Other SOTA Models: Compare the fine-tuned model's performance against other SOTA models in the field. Mathematical Equation: Provide detailed mathematical equations or formulations for the customized algorithm and model arc...
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.
Freelance Developer for AI-Driven Marketing Automation Platform Overview:We are seeking a highly skilled and innovative freelancer to help build a cutting-edge AI-driven marketing automation platform. The platform will integrate SEO, paid ads management, social media management, and email marketing into a unified solution designed to revolutionize digital marketing. This project will require expertise in full-stack development, AI/ML technologies, and experience with digital marketing tools. Key Responsibilities Platform Development: Design and develop a robust backend system for processing and storing data. Build a responsive and user-friendly frontend interface for platform users. AI/ML Integration: Develop and implement AI models for content generation, keyword opti...
