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    I'm seeking a talented Python programmer with experience in Pytorch, specifically in the areas image segmentation. I will provide you with a specific dataset of images to work with, so you should be comfortable working with image data. Your primary tasks will be to: - Create an image segmentation model to partition images into meaningful regions. Ideal candidates for this project should have: - Strong proficiency in Python and Pytorch - Extensive experience in computer vision tasks, including object detection and image segmentation - Prior experience working with image datasets

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    I need an AI developer who's proficient in machine learning, particularly in the context of speech recognition. Key Points: - DEVELOP THE APP THAT GIVES FEEDBAC...an AI developer who's proficient in machine learning, particularly in the context of speech recognition. Key Points: - DEVELOP THE APP THAT GIVES FEEDBACK ON MISTAKES IN SPEECH. - DEV ELOP THE LEARNING APPROACH - EDUCATE AI TO TEACH STUDENTS Ideal Skills: - Strong background in AI and machine learning, with a specific focus on speech recognition. - Experience in developing and deploying machine learning models. - Familiarity with tools and libraries commonly used in this field, such as TensorFlow or PyTorch. - Past projects or experience related to speech recognition software dev...

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    I'm in need of an expert who can help me address a GPU compatibility issue I'm experiencing with TensorFlow and PyTorch. Despite having installed the latest drivers for my NVIDIA GeForce GTX 3060, I'm still facing issues with these frameworks. Key Responsibilities: - Diagnose the root cause of the incompatibility - Implement a solution that allows seamless use of TensorFlow and PyTorch on my Windows 10 system with the NVIDIA GPU Ideal Skills and Experience: - Proficiency in TensorFlow, PyTorch, and GPU utilization - Strong understanding of Windows 10 environment - Previous experience in resolving compatibility issues with these frameworks

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    I have a dataset of images and I'm looking for someone experienced in U-Net algorithm. Project description: - Write PyTorch U-Net training model on top of provided base code (, , , ). - Train the model until achieving a validation dice score of min. 0.875. - Deliver source code and trained model until Wednesday 10 pm (Vietnam time zone).

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    I am looking for a P...am looking for a Python developer who can implement concepts from a research paper. - The developer must have solid experience in Python, ideally with an intermediate understanding of complex programming concepts. They should be comfortable with an intermediate level of complexity in translating research concepts into code. - Knowledge and experience with the PyTorch framework is a must. The freelancer will need to use it to implement the code from the research paper. This project will require a good understanding of data structures, algorithms, and object-oriented programming in Python. Experience with prior work involving code implementation from research papers would be advantageous. Please only bid if you meet these qualifications and c...

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    ...Engineer to develop a classification model that works with Google Mediapipe Pose Detection and has run trained ML models on web application (using JavaScript) The main task will be training the model to recognising the pose and creating a script for data generation from youtube videos. The trained model should work with the web mediapipe library and classify the given pose on a WebApp (JavaScript). (Eg: Push up and Push Down) You can refer this blog for reference: This project requires expertise in machine learning algorithms and techniques, as well as experience with Google Mediapipe and data preprocessing. The successful candidate should have a strong understanding of supervised learning and be able to optimize

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    I have collected the dataset in CSV format and now require an expert to develop a multi-class logistic regression model for me. Key requirements: - The dataset is ready and available in CSV format which can be used for the model. - You should have expertise in developing logistic regression models for multi-class classification. - Proficiency with Python is a must as I prefer the model to be developed using this language. Technical Requirements: Proficiency in Python and familiarity with libraries such as NumPy, Pandas, Keras, and TensorFlow. Knowledge of statistical learning, logistic regression, and gradient ascent optimization. Ability to write clear and concise documentation and well-commented code.

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    ...Lyrics Generator** **Position:** AI Music Lyrics Generator Developer **Location:** Remote **Type:** Full-time/Contract **About Us:** We are a cutting-edge tech company dedicated to revolutionizing the music industry through innovative AI solutions. We aim to empower musicians, artists, and producers by providing them with advanced tools to enhance their creativity and productivity. **Job Description:** We are seeking a talented and experienced AI Developer to create an advanced AI Music Lyrics Generator. This bot will be capable of analyzing uploaded instrumentals and generating both the lyrical flow and content to match the music. The lyrics produced must be clean and suitable for audiences aged 18 and above. **Key Responsibilities:** - Develop ...

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    I'm seeking a skilled machine learning expert with expertise in PyTorch for a natural language processing task. Your primary task is to develop a model that can understand the empathy patterns in English text. I'll provide you with the data. Key Requirements: - Proficient in PyTorch and machine learning - Experience in natural language processing - Understands the nuances of empathy detection in text data - Previous projects involving empathy learning in English text would be a plus. Deliverables: - A well-structured PyTorch model that can accurately understand the empathy in English text - Detailed documentation on the model, its architecture, and usage This project requires someone who's not only technically skilled but also understands the ...

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    ...convert text in images to answers, and I'm looking for someone with the right skills and experience to help with this personal research project. Key Requirements: - I need an AI model that can accurately convert text in photographs to answers. The model should be able to understand the text in the images and provide relevant responses to the queries. - The AI model should be trained to high accuracy standards, achieving results of 90% or higher. This level of precision is crucial for the success of the project. - The primary images that the AI model will analyze are photographs. The model should be specifically designed to handle and extract text information from photos. Ideal Skills and Experience: - Experience in training...

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    I'm working on a Python project that involves ML and NLP. The code currently has a ...working on a Python project that involves ML and NLP. The code currently has a number of errors that need to be rectified. Key Points: - The errors are a mix of syntax, runtime, and logic errors. This will require a comprehensive understanding of Python and how it works within the context of ML and NLP. - The code utilises TensorFlow and Keras for the ML components. Experience with these libraries are essential to identify and fix errors. - The input format for the code is text data, so experience in handling and processing this kind of data is necessary. If you're a Python expert with experience in ML, NLP, TensorFlow and Keras, and you're confident in your d...

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    ...website. The website aims to serve as a platform connecting job seekers with employers, facilitating the job search and recruitment process. 2. Scope: The recruitment website will provide a user-friendly interface for job seekers and employers to register, search, and manage job postings and applications. It will include job search, resume upload, employer profile creation, job posting, application management, and communication tools. 3. Functional Requirements: 3.1 User Registration and Authentication: • Users (job seekers and employers) should be able to register on the platform. • Authentication mechanisms should be implemented to ensure secure access to user accounts. 3.2 Job Seeker Features: • Job seekers should be able to c...

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    ...expert to urgently develop a sophisticated multi-modal sentiment analysis and emotion recognition system. This system aims to analyze and understand human emotions expressed through various modalities, including text, images, and audio. The primary objectives of this urgent project include: 1. Multi-Modal Data Integration: Develop algorithms to effectively fuse information from text, images, and audio sources to capture the holistic context of emotional expression. 2. Text Analysis: Implement state-of-the-art NLP techniques to extract sentiment and emotion from textual data. This involves sentiment polarity detection, emotion classification, and fine-grained sentiment analysis. 3. Image Analysis: Utilize deep learning architectures such as convolut...

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    ...learning to curate content based on user preferences. The dashboard will feature an AI-driven recommendation system that not only presents news articles but also provides analytical insights into trending topics and sentiment analysis of news content. Objectives: Main Goal: Develop a web application that personalizes news content for users based on their reading habits and preferences. Secondary Goals: Implement data visualization features to display trends and sentiment analysis of news articles. Minimum Requirements: Content Aggregator: Develop a system that pulls news data from various APIs or web scraping. User Profile Management: Create functionality for users to register, login, and specify their interests and preferences. Recommendation Engine: Implement a ...

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    I'm seeking a Junior AI Oracle Developer to assist with market trend analysis in the cryptocurrency space. The primary focus for this project is Python. Key Responsibilities: - Utilize Python to create AI-driven models for market trend analysis in the cryptocurrency sector. - Conduct in-depth research and data analysis to inform these models. - Regularly report on market trends based on AI insights. Ideal Candidate: - 1-2 years of experience in AI and Python. - Strong understanding of market analysis and trends, particularly within the cryptocurrency sector. - Prior work with Solidity, TensorFlow, PyTorch, or Keras would be beneficial but not essential. - Ability to adapt and learn quickly in a fast-paced environment. Please be prepared ...

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    I'm in search of a skilled machine learning develope...search of a skilled machine learning developer with expertise in GPT (Generative Pre-trained Transformer). My goal is to have an AI model that can both correct and standardize postal addresses. The addresses will be provided in CSV files and the output of the model should be accessible via an API for integration into our system. Key requirements: - Proficiency in machine learning with a focus on GPT - Experience in addressing data correction and standardization - Transformers - Pytorch, TensorFlow, Keras, Pandas, Numpy, seaborn, Matplotlib The ideal candidate will have a proven track record of developing AI models, particularly in the realm of addressing data, and be able to provide a detailed timelin...

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    As an AI Engineer, I'm looking for a specialist to develop an AI system that is proficient in machine learning and computer vision. In particular, I need the system to excel in image recognition and data analysis. Ideal Skills: - Proficiency in machine learning and computer vision - Extensive experience with image recognition and data analysis - Skilled in Python, TensorFlow, and PyTorch The AI Engineer must also have a solid understanding of the Python programming language, as well as experience working with TensorFlow and PyTorch frameworks. The ideal candidate will be able to demonstrate a strong track record in developing and implementing AI systems that can successfully perform image recognition and data analysis tasks.

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    I'm seeking a...scientist or machine learning engineer to help me with a project on fraud detection. Key Points: - The purpose of the project is to identify fraudulent activity in a social network. - The dataset will be provided in CSV format. Before applying Graph Neural Networks (GNN) for node classification, there are specific feature engineering tasks that need to be completed. Ideal Skills: - Strong background in machine learning, particularly with graph neural networks and node classification. - Experience with feature engineering specific to time-based data (e.g., Von Mises distribution). - Familiarity with fraud detection techniques and best practices in the field. I'm looking to have this project completed as soon as possible. Pleas...

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    We are looking for profficient ML developers to help with our project, we seek expertise in the below tasks: --Sglang/vllm llm deployment on cloud platforms, such as dstack sky and salad --Stable diffusion finetuning, and efficient cloud deployment --Can define custom model architectures in Pytorch --Experience in Transformers, Diffusers, and huggingface This project will potentially continue for a long period of time, so developers that delivered great work in early stages will have the chance to work long-term with us.

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    ...technology, and systems infrastructure to drive the implementation and scalability of the platform. Responsibilities: Design and develop a Layer 1 blockchain infrastructure specifically optimized for task distribution in decentralized environments. Design, implement, and maintain AI services using popular frameworks such as TensorFlow, PyTorch, Caffe2, and MXNet. Develop blockchain components, focusing on smart contracts and decentralized applications (DApps) integration. Manage cloud-based and on-premise GPU nodes, including deployment, scaling, and monitoring. Ensure system reliability and scalability through effective DevOps practices, including CI/CD pipelines, containerization, and orchestration. Optimize GPU computing resources and implement monitoring systems t...

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    ...context about the desired classification problem and the type of images for training/testing are yet to be determined and will be shared as the project goes on. The deliverable of your task will be a working Python code able to solve a given image classification problem, producing corresponding output, which will be discussed further after kickoff. For this task, proficiency in Python and familiarity with machine learning and deep learning frameworks are critical, specifically in areas related to: - Python, with emphasis on libraries for data analysis and manipulation (such as Pandas, Numpy), data visualization (like Matplotlib, Seaborn), and machine learning (including Scikit-Learn, TensorFlow, Keras). - Convolutional Neural Networks - Experience with ima...

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    ...integration for a timely project. More specifically, I'm currently using PyCharm and a variety of ML frameworks or libraries to test a range of custom signals. The ideal candidate for this project should possess the following skills and experience: - Proficiency in PyCharm IDE for Python - Familiarity with various machine learning frameworks or libraries, including but not limited to TensorFlow, PyTorch, Scikit-learn, Keras, MXNet, and Caffe - Experience in integrating different ML stacks The top priority is to have this project completed as soon as possible. Be prepared to share your approach and timeline for project completion during our discussions. Your adaptability and ability to handle tight deadlines will be highly valued ...

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    Project Description: We are seeking a highly experienced individual to lead the development and deployment of a decentralized AI and GPU-sharing platform. This long-term project requires a candidate with extensive expertise in AI, blockchain technology, and systems infrastructure to drive the implementation and scalability of the platform. More than 5 years of experience. Responsibilities: Design and develop a Layer 1 blockchain infrastructure optimized for task distribution in decentralized environments. Implement and maintain AI services using frameworks such as TensorFlow, PyTorch, Caffe2, and MXNet. Develop blockchain components, focusing on smart contracts and decentralized applications (DApps) integration. Manage cloud-based and on-premise GPU nodes, including ...

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    I'm looking for a skilled developer to lead the creation and deployment of a decentralized AI and GPU-sharing platform. Your primary goal will be to combine AI, blockchain, and systems infrastructure knowledge to create a high-performance and secure platform that's fully scalable. Responsibilities: Design and develop a Layer 1 blockchain infrastructure specifically optimized for task distribution in decentralized environments. Design, implement, and maintain AI services using popular frameworks such as TensorFlow, PyTorch, Caffe2, and MXNet. Develop blockchain components, focusing on smart contracts and decentralized applications (DApps) integration. Manage cloud-based and on-premise GPU nodes, including deployment, scaling, and monitoring. Ensure sy...

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    We're seeking Python developers to build an OCR model with machine learning/deep learning capabilities integrated into a web interface. The project involves converting screenshots of complex mathematical equations into editable LaTeX code, Word, or text/markdown formats. Responsibilities: - Develop an OCR model using Python and relevant machine learning/deep learning libraries. - Integrate the OCR model into a user-friendly web interface for easy upload and conversion of screenshots. - Implement preprocessing techniques to enhance image quality and improve OCR accuracy. - Handle complex mathematical symbols and equations during text conversion. - Conduct testing and debugging to ensure the functionality and accuracy of the OCR system. Work Flow: - Users should ...

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    I'm seeking an experienced Python - TensorFlow/PyTorch developer to build a Deep Learning model for brain tumor classification. You should be adept with the following tools and libraries: The primary objective of this project is to create a reliable classification system that can accurately differentiate between brain tumors (types). The project will involve the development of a 3D convolutional neural network (CNN) along with transfer learning that can process the provided MRI images effectively. Key requirements for this project include: - Extensive experience in machine learning, particularly with CNNs - Proficiency with medical image analysis, particularly with MRI images - Previous experience with brain tumor classification is highly desirable - Strong unde...

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    Role Overview: We are working on a project and seeking a highly skilled individual with a strong background in deep learning and c...in deep learning and computer vision. This role involves developing advanced computer vision models, including CNNs and Vision Transformers, vision-language models, and large language models (LLMs). The ideal candidate will have extensive experience in Python and PyTorch. Skills Required: - Theoretical and practical knowledge of deep learning, specifically CNNs, Vision Transformers, vision-language models, and large language models. - Proven experience in Python programming and frameworks such as PyTorch; familiarity with PyTorch Lightning is preferred. - Demonstrated capability in research. A record of publications in top-tier AI/ML ven...

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    I'm in need of someone to convert my existing Pytorch DDP code to Huggingface Accelerate framework. Key Project Details: - The primary goal of this migration is to move from existing Pytorch DDP, to Huggingface Accelerate architecture. - The code should be able to run on CPU-only mode, on a single GPU machine, and also on multiple-GPU machines. The GPU's are all Nvidia. - The code will need to be tested on my machines (CPU-only machine; machine with single-GPU; and machine with multiple GPUs) and execute smoothly without error using my datasets. If the code does not execute out of the box, you will need to log in to my computer to set it up to ensure smooth running. Pytorch environme...

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    I'm looking for a skilled AI en...with experience in finance, proficient in Python, TensorFlow, and PyTorch. Key Responsibilities: - Design and implement machine learning algorithms to analyze financial data - Develop natural language processing models to process and interpret financial texts - Implement computer vision techniques for data visualization and pattern recognition Ideal Skills: - Proficiency in Python, TensorFlow, and PyTorch is a must - Experience in the finance industry is a plus - Strong understanding of machine learning, NLP, and computer vision techniques - Ability to work with diverse and complex datasets If you're a proactive AI engineer with a keen interest in finance and a proven track record of implementing AI solutions...

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    I'm in need of an expert in Machine Learning with a strong proficiency in Python. The successful candidate will be assisting me with various stages of my project. Key Task...candidate for this project should have: - Advanced proficiency in Python with a strong background in Machine Learning. - Prior experience with data preprocessing, model development, and model evaluation. - Excellent problem-solving and analytical skills. - Strong communication skills to effectively communicate complex concepts. - The ability to understand business objectives and translate them into technical requirements for ML models. - Familiarity with libraries and frameworks like TensorFlow, scikit-learn, Keras, etc. Please provide examples of previous work in the field of Machine Learn...

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    ...an AI-driven project, I am seeking a freelancer experienced in machine learning to implement TensorFlow, scikit-learn, and PyTorch open-source tools to analyze and predict certain events. My project involves systemically analyzing data from different sensors, namely temperature (temp), relative humidity (RH), and other miscellaneous sensors. The outcome of this analysis should be predictive models capable of discerning behaviors, such as detecting when an AC unit has been turned on or off. Ideal characteristics: - Expertise in TensorFlow, scikit-learn, and PyTorch - Experience with influxdb / MQTT data handling - Strong statistical analysis skills - Knowledge in real-time data processing Your task would be to design systems that generate real-time ...

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    As a client looking to develop a project centered on image recognition on Handwriting Character Recognition, I require a proficient Deep Learning Engineer who has expertise in Python programming. The core of the deployment involves: - The development of an effective image recognition system - Efficient use and application of PyTorch as the preferred platform The ideal candidate for this project exhibits the following skills and experiences: - Significant knowledge and experience in Python - Extensive understanding of PyTorch - Prior experience with image recognition projects Please ensure you have a strong grasp of the above-mentioned skills before bidding on this project. I look forward to meeting a dedicated professional who can deliver on time and eff...

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    As a client looking to develop a project centered on image recognition on Handwriting Character Recognition, I require a proficient Deep Learning Engineer who has expertise in Python programming. The core of the deployment involves: - The development of an effective image recognition system - Efficient use and application of PyTorch as the preferred platform The ideal candidate for this project exhibits the following skills and experiences: - Significant knowledge and experience in Python - Extensive understanding of PyTorch - Prior experience with image recognition projects Please ensure you have a strong grasp of the above-mentioned skills before bidding on this project. I look forward to meeting a dedicated professional who can deliver on time and eff...

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    We are looking for an AI expert to train us in the deployment and fine-tuning phases of an AI model. The Training session will need to: - Provide comprehensive training on AI model deployment and fine tuning. - Ensure focus on enhancing performance and improving accuracy. - Propose innovative approaches for creating new features. Ideal Skills and Experience: - Proficiency in AI and ML concepts. - Familiar with Python, TensorFlow, and PyTorch. - Experience in deploying multiple types of AI models, with expertise in Natural language processing models, Mathematical models and recommendation system models being a notable advantage. Please note this project primarily requires guiding and training, not actual execution of tasks.

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    I urgently need an expert to install CUDA on my Ubuntu Linux system for Tensorflow and Pytorch

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    I urgently need an expert to install CUDA on my Ubuntu Linux system for Tensorflow and Pytorch

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    Description: We are seeking a proficient AI developer to finalize and improve an existing application for our online platform. This project involves completing the development of an AI-driven application, which includes automating processes and integrating proprietary templates. Project Objectives: - To complete the development of an AI application using existing source code. - Enhance the application's functionality with automated resume and document assessment features. - Ensure the seamless integration of specific, proprietary templates for resumes and cover letters. - Maintain and improve the user-friendly interface to align with our brand’s professional image. Requirements: - Strong background in AI and software development, particularly in projects i...

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    I'm seeking a machine learning wizard, proficient in div...learning wizard, proficient in diverse tasks including Classification, Regression, and Clustering. Ideal Candidate: - Expert in Python programming. - Comprehensive experience with prominent machine learning libraries including Scikit-learn, TensorFlow, and PyTorch will be essential. This project will require the development and fine-tuning of diverse machine learning models, hence requiring considerable expertise in the same field. Your role will not only involve model creation but also optimization and performance evaluation. Your ability to handle complex multi-dimensional dataset will be integral in this project. Please only apply if you possess these capabilities and are prepared for a power-packed mac...

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    Project Description: We are seeking a skilled AI Developer to join our project on a freelance basis. The goal is to develop an AI-powered tool that automates social media posting for small and medium-sized businesses. This tool will generate content, schedule posts, and analyze performance across multiple social media platforms. Responsibilities:Develop and implement AI algorithms suitable for content creation and scheduling. Integrate APIs from various social media a user-friendly interface for non-technical users. Ensure the system adheres to all relevant social media guidelines and privacy regulations. Work collaboratively with a remote team including a project manager and a content strategist. Required Skills:Strong proficiency in AI and machine learning, esp...

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    I'm seeking a computer vision expert with strong PyTorch experience to help me build a new set of images. This image base will significantly support the generation of training data for my project. Details: - Image Requirements: The task requires the creation of less than 100 images, specifically color images, and images under different light conditions. - Software Skills: Profound expertise in PyTorch is essential, as the work involves a library currently running on this platform. The successful candidate will be detail-oriented and possess a deep understanding of computer vision techniques. They will have previous experience creating image databases and incorporating different lighting conditions. Help me shape the future of my project with your unique skill s...

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    This should be a 10 min job for someone who knows what he/she is doing. Just a print out o...alternatives are also ok. Having experience with Grad-CAM will be ideal. - The final output should be in PNG format. Therefore, the ability to generate clear, high-quality images in this format is essential. Demonstrable experience in similar projects dealing with Language Model Visualization will be a significant advantage. Knowledge of Python/Pytorch is key as most ML libraries are often in Python. Efficiency, Accuracy, and attention to detail will be greatly valued. I look forward to seeing your applications. Note I have a fine-tuned Vision Transformer that can classify images. Now I want to see the attention maps when I give the model a new image. I want ...

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    ...analyzes and screens candidates' resumes, enabling recruiters to quickly identify top talent while significantly reducing manual screening time and bias. The WHO: Target Audience The main user of our platform is a professional who needs to streamline their recruitment process, particularly in the scope of CV screening and filtering. This allows them to improve the quality of hires and reduce time spent on manual screening. Our primary target customers include recruitment agencies, HR departments of large corporations, and small to medium enterprises. The WHAT: Product offers advanced AI-powered analytics to screen and filter the resumes of job applicants. It goes beyond simple parsing and keyword matching. The platform employs LLMs to pro...

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    I am seeking a Python developer with expertise in image processing and Pytorch to assist with AI image processing in Python code. Key Requirements: - Skilled in Python programming - Proficient in Pytorch - Experience with image processing using AI - Ability to work with and integrate AI image processing code The task involves handling image processing tasks using AI, most likely image classification, object detection and segmentation. The outcome of the task is to have a functioning AI image processing code. Please get in touch if you have the necessary expertise.

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    ...passion digital by devisively creating a web application named 'AI Art'. This endeavor is aimed at employing innovative AI technology to generate unique pieces of art. Needs: - Develop an AI image generator that churns out artwork based on specific keyword inputs, randomized selection, and sketches supplied by users. - Implement multiple methods for providing text prompts, namely through typing in a textbox, uploading a text file, and choosing from a predefined list. Features: - The app should incorporate a user authentication process to control access. - Users should be able to personalize the photos by applying different filters. - The platform needs to facilitate seamless downloading of the AI-generated photos in multiple formats. The ideal ...

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    I need the FADNet CNN to be trained, optimized (purged), quantized and compiled to be used on the Xilinx DPU. You should know about NN, PyTorch, Python and the Vitis AI tools Tasks to do: - Train the NN - Optimize (prune) - Quantize - Compile

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    ...General Language Model (GLM) on a high-performance computing system like Compute Canada's Graham cluster. Key Topics: - Model Architecture: I need to understand how to optimize and adapt the architecture of these models for specific tasks. This includes understanding the best practices for modifying the architecture and the implications of these changes on performance. - Hyperparameter Tuning: Assistance in identifying the most effective hyperparameters for the given task and how to adjust them on a high-performance computing system. Skills and Experience: - Strong command of Python, TensorFlow and PyTorch, as you will be helping me leverage these tools to perform the finetuning. - Proven experience in working with high-performance computing sys...

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    ... would allow you to train and test different models without taking hours/days to finish. Go to the notebook and obtain the dataset. 1.B Build an object detector. • using YOLO, and SSD. (need two separate notebooks) • Using the dataset, train, or fine-tune (a pre-trained model) to create an object detector. • Test on the test split of the dataset and report the results. • Show image examples of the detection performance. • Note, all platforms, i.e., mxnet, pytorch, tensorflow (and keras), have pre-trained models. You can use them, but you'll need to fine-tune and show your edits to obtain your own results. TASK 2 • Machine translation and seq2seq modeling • Build a seq2seq model for machin...

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    I require an experienced machine learning developer who can work with tensorflow and convert my existing code into PyTorch which will facilitate easier debugging. Demonstrable experience in ML libraries along with expertise in tensorflow and PyTorch is crucial for this project. The main purpose of my project is to create an explainability model. I will be providing the existing code and the selected freelancer will be expected to: - Analyze my existing code thoroughly - Ensure compatibility with tensorflow library - Convert the code into PyTorch for simplified debugging A strong understanding of machine learning principles and coding is highly beneficial for this task.

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    ...Networks (CNN), and experience with popular frameworks like Tensorflow and Keras. The project will revolve around object detection using images as the primary data source. Key Requirements: - Object Detection: The primary goal of this project is to accurately detect objects in images. It is important that the model is able to identify objects of a specific size, so having experience in this area will be crucial. - Deep Learning Expertise: You should be well-versed in deep learning concepts, particularly CNNs. This will be essential in developing an effective object detection model. - Framework Proficiency: Experience working with frameworks like Tensorflow and Keras is a must. You should be able to leverage these tools to implement the object...

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