Pytorch classification example työt

I'm seeking a proven expert in Artificial Intelligence for an ambitious project. The primary goal is to develop a new A...primary goal is to develop a new AI-based solution focused on English speaking. Though technology or software experience wasn't specified, proficiency with prominent AI tech and software is anticipated. Ideal skills and experience: - Expertise in AI and software development - Experience in language processing AI - Proven success with similar AI projects - Familiarity with Python, TensorFlow, PyTorch etc. is desirable but not mandatory Your role will extend from ideation to implementation, ensuring optimal efficiency and innovating throughout the process. Results-driven, creative thinkers with a keen eye for detail are encouraged to bid. Let's b...

I'm seeking a proven expert in Artificial Intelligence for an ambitious project. The primary goal is to develop a new A...primary goal is to develop a new AI-based solution focused on English speaking. Though technology or software experience wasn't specified, proficiency with prominent AI tech and software is anticipated. Ideal skills and experience: - Expertise in AI and software development - Experience in language processing AI - Proven success with similar AI projects - Familiarity with Python, TensorFlow, PyTorch etc. is desirable but not mandatory Your role will extend from ideation to implementation, ensuring optimal efficiency and innovating throughout the process. Results-driven, creative thinkers with a keen eye for detail are encouraged to bid. Let's b...

I'm looking for an experienced developer who can take a code base and dataset I provide, construct an Abstract Syntax Tree (AST) based on them, and then create an Autoencoder using TensorFlow to compress the resulting AST for a classification problem. Key requirements for this project include: - Proficiency in Python: You will be working with a Python code base and dataset. Familiarity with Python is essential for this project. - Understanding of AST: You should be able to construct an AST tree based on the provided dataset and code base. - TensorFlow Experience: I would like the Autoencoder to be developed using TensorFlow, so prior experience with this framework is a must. - Output format: The desired output format for the Autoencoder is JSON, so you should be comfortable ...

I'm in need of a TensorFlow expert to create an image classification model using Yolo. The model should be able to categorize images into more than 10 categories. We're aiming for basic accuracy for simple tasks, a good start in the right direction. Key Tasks: - Utilize Yolo with TensorFlow for image classification - Ensure the model can accurately distinguish between more than 10 categories - Focus on achieving basic accuracy for simple tasks, rather than advanced or research-level accuracy. Ideal Skills: - Strong proficiency in TensorFlow, with experience in image classification tasks - Prior experience working with Yolo in a similar context - Ability to balance model complexity and computational efficiency for basic accuracy - Strong communication skills...

...the possibility or the option of offering drinks or snacks for a determined price, and additionally having the option of whether it is possible to choose several books or games within the rented time. All of this must be limited by age. When uploading a photo of a game or book, the page must provide information about the game book, age classification, number of players, etc. As a user, I want to offer a library of games that can be played at home, for example, for an hour for two people, offering them two drinks and snacks for x value with the possibility of choosing two or three different games within that hour. The client will have the possibility of choosing these games in advance when making the appointment and the page must give them the possibility of showing them if...

I am seeking a developer with intermediate level experience IOS Swift. The main task will be to help me get the example working from the documentation at This is my first time working with IOS and the docs leave out some of the implementation. For example: ``` var totalUsageByCategory: [ActivityCategory:TimeInterval] totalUsageByCategory = (…) ```

I'm searching for a Python developer knowledgeable in numerical data analysis. The key task of this project will be developing a Python script for classifying images. This script will then ... Task would be to analyze a dataset containing different types of fish breeds Images and is required to classify them using CNN based on their location and chemical compositions in various parts of an ocean/location Ideal Skills: - Excellent grasp of Python programming - Strong understanding of image classification techniques - Proficiency in numerical data analysis - Expertise in data visualization methodologies Previous experience with projects involving Python, image classification and data visualization is highly preferred. The developer's understanding should be cle...

I’m seeking a proficient developer with experience in open source model registration on Azure ML. The task involves using a multimodel RAG to provide API's, designing verification and validation for the model, as well as working with the front and backend development team. Key Requirements are: - Expertise in Azure ML and open source frameworks. While TensorFlow, PyTorch, and Keras are all options, preference will be given to freelancers who are versatile and can recommend the best approach based on their experience. - Past work. Please provide examples of previous projects involving Azure ML and API implementation, especially those which required collaboration with a larger development team. - Collaboration capabilities. Direct collaboration with the front and ba...

...for a PyG expert to help me predict links in my e-commerce heterogeneous graphs. The main goal of the project is to predict links in the e-commerce data graphs. This task is essential for understanding and predicting customer behavior in my online store, which is crucial for improving services and increasing sales. Ideal skills and experience for the job include: - Expert proficiency in PyG (PyTorch Geometric) - Prior experience with link prediction on heterogeneous graphs - Strong understanding of e-commerce data and its characteristics Your role in the project will involve working closely with the e-commerce data, understanding the underlying patterns and relationships, and building a robust link prediction model that can be utilized to make informed business decisions. I...

I'm looking for a skilled Python developer who is well-versed in machine learning and GANs to implement a conditional GAN primarily for image generation as a part of my school project. Key Responsibilities: - Utilize Python to develop a conditional GAN. - Find an academic paper from the...generation as a part of my school project. Key Responsibilities: - Utilize Python to develop a conditional GAN. - Find an academic paper from the last 5 years that enhances the vanilla conditional GAN using a simple approach and use this incorporate their approach to this one. - Find a dataset suitable for the task. It's up to you to choose one. Requirements: - Proficiency in Python. Experience using PyTorch machine learning library. - Understanding of GANs and how they can be applied ...

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I need an experienced freelancer to replicate the design, layout & structure from an existing website to serve as a starting point for our own site. Key tasks involve: - Implementing the structure or an an existing example website on Wordpress. This includes the pages, placeholders for posts, menu structure, etc. - Utilizing Spectra blocks/Kadence theme, contact form 7 Ideal candidate should have strong skills in Wordpress and Spectra/Kadence theme implementation. Please include examples of past work in your application. You will be working from a clean Wordpress install.

...the specific goods and services that the EUIPO state "lack clarity and precision" and so need to be further specified/ amended for compliance, as provided by the EUIPO (again, as highlighted on pages 8 and 9 of the attached PDF) - Remedy the deficiency by consulting with the Harmonised Database (HDB) at Note: the link provided on p.9 of the attached PDF is defunct, so use the one provided here. - Communicate with the EUIPO on my behalf, ensuring that all necessary adjustments are made and any additional information they require is provided. To this end, review the support documents relating to this mark (VERCZE) on pages 1-15 of the attached PDF and the two Australian Certificates Of Registration

Hi Trong Hieu L. This is building on top of the pytorch DDP code you wrote for me about 6 - 12 months ago. I would like you to convert it to huggingface Accelerate framework. Test on vinbigdata and CXR8 dataset on 8 Nvidia GPUs. Much of the code should be similar to before. Only need to migrate to Accelerate. Are you happy to do it?

As someone skilled in machine learning and an expert in PyTorch, I'm seeking assistance with my next project. I need a professional to create a Graph Neural Network (GNN) predictive model leveraging my preprocessed data. Ideal Skills and Experience: - Advanced knowledge in Machine Learning, specifically predictive modeling - Proficiency in creating Neural Network models, especially GNN - Extensive experience in PyTorch Tasks: - Constructing a GNN predictive model - Evaluating and refining the model as required based on results The ultimate goal is for this model to provide accurate and useful predictive analytics. Your expertise and input will be invaluable to the project.

...preliminary chapters, I prefer to have 16 chapters of minimum thirty pages each. Present scenarios in SE. Integrity based SE scenarios. Successful scenarios based on total integrity and principal centerd behaviour. Self depleting and negative consequences on social behaviour of downward scenarios. Environment affected by negative shared entrepreneur use cases behaviour. Current major classification of SE in all aspects and possible improvement overview. Operating skills to manage negative SE to improve social and trade and environment resolution. A man life and SE relation to overcome negative energy generating usecases. How to overcome and work on those scenarios to improve or change state of mind to tackle challenges to overcome the negative results of effects to thes...

...collect and process data, then train and evaluate at least two machine learning models and lastly deploy them to a website. Please see below for further details: > Python (or a python package) is to be used everywhere it possibly can! **Data Collection** Data can be collected (legally) from anywhere. You may use data that you already have; or from sites that allow you to download the data, for example, [UCI Machine Learning Repository]() or [Kaggle Datasets](); or via web scraping; or via an API. We can restrict ourselves to data that would fit nicely into a spreadsheet. The content and amount of data are not the main consideration, as long as the data has: - at least 10 variables - three or more data types - two or more problems: missing

...potentially collaborating on this exciting project.I know how much ai powerful.i need an specific custom ai tool for single user/propt private usage,give turbo organic internet traffic on my same as AdWords work .before post this project.I already serach about 'build ai custom model 'and I found many platform allow to build dataset/host/run custom model free of cost ,like tensorflow/pytorch/colab/teachable machine /diagflow/streamlit/kaggle/clarifai/python anywhere/keras etc,I can't build because i haven't knowledge of programming,don't make me I have analytic account and several AI tool available for found where traffic come on organic internet traffic generator ai tool.i like appreciate if anyone responded is fixed because no need to buy any types

I am seeking a machine learning expert to conduct a classification project using numerical data. Here's what you should know: - Objective: To perform a classification task on numerical data using robust machine learning methods. - Data: The data for this classification task is numerical and has been cleaned already, ready to use straight away. - Skills & experience: You should have extensive experience in machine learning, specifically in classification tasks, ML Model interpertation using SHAP. LIME and ELI5 tools and should be familiar with handling numerical data. Your job will involve developing, training, and validating a machine learning model that accurately performs the classification task. While doing so, you'll need to ensure tha...

I need a data specialist who can help with a Classification project. I require the data to be analyzed, modeled, and algorithms to be developed for classification. Key Requirements: - Immediate start and completion - Experience with classification algorithms - Ability to work with various types of data For a detailed description go through the attached file. Time Limit: 4-5 hours

...data processing system built with Laravel for managing and methodically classifying textual data. This project involves the following elements: - Developing a solution tailored to automate data processing tasks - Focusing on systematic text classification The ideal candidate should possess the following skills and experience: - Expert knowledge of Laravel and its frameworks - A good grasp of textual data management - Proficiency in sophisticated data processing and text classification methodologies - Experience in developing effective classification models using Laravel We intend to develop a system that not only manages our data, but leverages powerful automation to expedite the process. The long-term goal is for this project to boost efficiency and provide ...

I'm looking for a skilled machine learning expert who's well-versed in Python to assist me with a project. Key Requirements: - Strong knowledge of Python - Experience in creating machine learning models - Understanding of common machine learning algorithms and techniques Please note that while I h...skilled machine learning expert who's well-versed in Python to assist me with a project. Key Requirements: - Strong knowledge of Python - Experience in creating machine learning models - Understanding of common machine learning algorithms and techniques Please note that while I haven't specified a particular framework, proficiency in at least one of the popular frameworks such as TensorFlow or PyTorch would be a plus. I'll provide more details about the p...

In this project, we're aiming to categorize video transcripts, identify key topics, and enhance the searchability of video content. The main goal is to differentiate between questions and sentences contained within a video transcription CSV data file. Following features are required: - TF-IDF, LSA, LDA, Word2Vec, and SentenceTransformer for text vectorization. - Utilise various models to evaluate the performance using an ROC curve. - The differentiation of the content type should be indicated in the 'label' column. The value can be 'question' for sentences that are actually questions, and 'sentence' for regular statements. - Development of a RESTful API with Flask. - Dockerization of the API. Ideal candidates for this project should have: - Proficien...

...Data Processing: All retrieved data will be processed to facilitate effective model training. This includes Exploratory Data Analysis (EDA) to identify impactful data, outlier detection for data quality, and feature engineering to determine the final model inputs. Model Development: Train two types of models using Deep Neural Network (DNN) and Long Short-Term Memory (LSTM) architectures: A classification model to determine the likelihood of an event's occurrence. A prediction model to quantify the value of the event. Implementation Platform: The system will be implemented on a cloud platform, such as Digital Ocean or Google Cloud Platform. Web Interface: A user-friendly web interface for system management will be provided, enabling model management, testing, and real-time ac...

...for a professional who can swiftly teach a computer to comprehend human language using Python or any other suitable programming language. Key Responsibilities: - Implementing text classification, sentiment analysis, and named entity recognition within the NLP model - Developing an effective teaching method that enables the computer to interpret and respond to human language inputs Experience and Skills: - Proven expertise in Natural Language Processing (NLP) and machine learning - Proficiency in Python or another programming language commonly used for NLP - Strong ability to develop and implement text classification, sentiment analysis, and named entity recognition algorithms - Demonstrated experience in creating and training NLP models - Excellent communication and coll...

I'm looking for a skilled developer who can help me deploy my PyTorch model into a standalone web application for real-time predictions. Key Project Details: - Purpose: The primary goal of this project is to make real-time predictions with my PyTorch model. The model is already trained and ready for deployment. The weights are in .pt format and it is a pose estimation model. I want to capture the realtime webcam input process the frames and plot out the output(Keypoints). I also want to display the FPS and latency of each frame. - Platform: I intend to use a standalone web application for this deployment. You should have experience in deploying machine learning models in web environments. - Model Maintenance: I do not foresee any updates or maintenance for the model. I...

I'm in need of an AI developer with...within images or video footage. - The system should be able to differentiate between different types of vehicles and work efficiently even in varied lighting conditions or backgrounds. Ideal skills and experience for this job: - Proven experience in computer vision, particularly in the field of object detection. - Proficiency in using AI frameworks and libraries such as TensorFlow, OpenCV, or PyTorch. - Familiarity with working on projects that involve processing images or video data. - A strong understanding of machine learning principles, particularly those related to computer vision. If you have a solid background in computer vision and are up for the challenge of developing an AI system that can accurately detect vehicles, I'd lo...

I am in need of the expertise of a machine learning professional to develop versatile classification models including Multi-Class Logistic Regression, Support Vector Machine, Random Forest, and Gradient Boosting Model. The goal is to predict NHL game results. Key aspects that need consideration are: * Team and player statistics. Required skills and experiences: * Proven track record in Machine Learning, specifically in the creation of classification models (Multi-Class Logistic Regression, Support Vector Machine, Random Forest, and Gradient Boosting Model). * Expertise in sports data analysis, particularly in the NHL. * Strong knack for accurate prediction success rate. * Able to provide a comprehensive report comparing the model results. In your proposal, please share...

We are looking for a Computer Vision Developer who can help with Image Classification and Object Detection tasks in an indoor environment. The primary focus will be on achieving a high level of accuracy, targeting 99% or more. Key Responsibilities: - Develop and implement image classification algorithms - Create and deploy object detection models - Ensure high level of accuracy in the indoor environment Ideal Skills and Experience: - Proficient in Computer Vision techniques - Strong experience in Image Classification and Object Detection - Proven ability to deliver high accuracy models, ideally in indoor settings - Expertise in using popular frameworks like TensorFlow, OpenCV, or PyTorch - Good understanding of optimization techniques for accuracy - Abili...

I need a skilled machine learning engineer with experience in applying the ViT-H SAM model for image classification tasks, particularly in classifying objects within images. The project will entail: - Training the model on a custom dataset that I will provide - Fine-tuning the model to improve the accuracy rate in object detection - Delivering a ready-to-use model capable of accurately classifying the objects within my images Ideally, you should posses: - A thorough understanding and practical experience in image classification - Strong expertise with the ViT-H SAM model - Proficiency in working with custom datasets - Excellent problem-solving abilities to navigate potential hitches while working on the project. By end of this project, I expect an efficient ViT-H SAM m...

I'm in need o...generation Ability to record video and images as evidence Basic integration with access control systems Dashboard visualization and reporting for administrators The system must leverage computer vision techniques such as object detection, facial recognition, motion analysis, etc. It should be able to process multiple simultaneous video streams. Proven experience in development with OpenCV, TensorFlow/PyTorch, and other computer vision libraries is required. Knowledge of cloud systems and serverless architectures is a plus. The project will be conducted remotely, and a functional MVP must be delivered for pilot testing with real clients within a 3-month timeline. Key Skills: Computer Vision/AI Deep Learning Python, C++ development Cloud computing knowledge (A...

...for an expert in Machine Learning with a strong understanding of different classification algorithms. The objective of this project is to classify numerical data with the ultimate goal of optimizing decision-making. - Your task will primarily involve: - Applying various Machine Learning algorithms for classification - Ranking these algorithms using Multiple Criteria Decision Making (MCDM) The specific algorithms to be used in the project haven't been decided yet, so I will need your professional guidance on the ideal ones to choose. In addition, the criteria for ranking the algorithms are open for discussion. - Required Skills and Experience: - Profound knowledge in Machine Learning and data classification - Experience in working with differen...

...likelihood of a connection between two nodes in a graph. - Data: The project will utilize open source data. Familiarity with handling and preprocessing graph data will be an advantage. - Dataset Size: The dataset is relatively small, with less than 1,000 nodes. Ideal Skills: - Proficient in Python: Strong programming skills in Python, with a focus on deep learning libraries like TensorFlow or PyTorch. - Deep Learning & Graph Neural Networks: Experience in building and training deep learning models, particularly in the context of graph neural networks. - Link Prediction: A solid understanding of link prediction techniques and their applications in graph data. - Data Handling: Ability to handle and preprocess graph data effectively. This is an exciting opportunity to contribu...

...Champion ethical AI development, prioritizing fairness, unbiased outcomes, and privacy. Machine Learning and NLP Expertise : Your background in machine learning and deep learning, particularly in neural networks and NLP, sets the foundation for success. Technical Proficiency : With Python fluency and familiarity with AI/ML libraries and tools, including LangChain, OpenAIs GPT, TensorFlow, and PyTorch, you re equipped to innovate. Distributed Computing : Experience with distributed computing for AI is essential, as is the ability to navigate the complexities of GPU or TPU utilization. Software Engineering Know-How : A strong grasp of software engineering practices, from version control to CI/CD pipelines, ensures quality and efficiency. Problem-Solving and Collaboration : Exceptio...

You need to classify in the Recursion Theory the following sequence of sets and their complements, that is, determine for each set in the sequence and its complement whether it is recursive, recursively enumerable (r.e.), and then classifying in creative, or productive. Giving a formal proof of the classification is a must. In the figure, I gave an example. If you can solve it correctly, I'll give you more.

...I'm seeking a skilled architect who can generate an accurate zoning compliance site plan for a commercial-use property. Critical requirements and information for this job include: - A focus on land use classification - Ability to translate and incorporate information specific to commercial land use into a clear and comprehensible site plan Expertise in land planning, civil engineering, or a related field is highly desirable. Familiarity with commercial properties and a strong understanding of zoning laws will be advantageous. You must have some experience in creating land use classification site plans. The final deliverable will be a detailed site plan, ready to be used in compliant with zoning laws. My goal is to ensure that the plan accurately and conclusively cl...

...TensorFlow, specifically skilled in the construction and fine-tuning of Convolutional Neural Network (CNN) models. I need help with offline image classification and object detection tasks. Key requirements: - Proficiency in Deep Learning and TensorFlow. - Expertise in Convolutional Neural Networks (CNN) - Experience with image classification and object detection tasks. - Capability to work on an offline model. Candidates with prior experience in similar tasks will be given preference. Accuracy and efficiency of the created model are paramount. The project involves the development of a deep learning model for medical image classification, particularly focusing on chest X-ray images. The model architecture is largely in place, but there are a few key tas...

I'm in need of a technical expert who can design a system for automatic content category of news articles based on their titles. This unique project's central purpose lies in enhancing and streamlining the way my information gets organized. Here's a detailed look at what the project involves: - Designing a system capable of categorizing news ar...categorization, like Python or R. - Excellent problem-solving abilities to face potential challenges in the development process. I am looking forward to embarking on this journey towards more automated and efficient content organization with a skilled freelancer. Apply now, and let's start this exciting journey to enhance content categorization. We are open to use elasticsearch for the text classification or any ot...

...needed: * Product search and product listing: Enable users to easily locate desired products and list their own products for sale on different marketplace’s on the app. * User profiles: Give users the ability to create personalized profiles. * Custom category menu: Marketplace’s made by any user should feature a unique category menu with primary and secondary categories for meticulous product classification. * Market Browsing: Can be set to public or private and if private can only join either by QR Code or link * Buyer and seller rating system: Implement a rating system wherein users can evaluate buyers and sellers, providing them with a score of up to 5 stars and leaving comments. *Theme: I want a dark grey background theme with a dark bronze writing * Phone numb...

I am looking for Automatic Number Plate Reader on indian Plates i am looking for who can provide immediate solution no data available for training, so anyone who have done this before with good accuracy on standard and non standard plates can bid. > vehicle Detection classification ( car, bus, truck, bike, auto) > number plate ocr of single and 2 line plate > green and yellow plate also consider. > need to run this solution without GPU, so we need solution which can run on ubuntu with lower config, openvino prefer only. who have already made this solution with 95% accuracy can bid,

...Python programmer with ML/DL (Pytorch) experience to help me significantly increase the accuracy of our current infrared facial recognition model. This project involves working with a collection of 550 images to train the model. Key Project Requirements: - Accuracy: The foremost goal is to increase the model's accuracy to over 60%. This would be measured by the percentage of images correctly classified. - Specific Expressions: The model must be able to accurately detect five specific facial expressions, which will be disclosed once the project begins. - Current Performance: Currently, the model classifies at an accuracy of 60%. Our target is to exceed this performance significantly. Ideal skills and experiences for this project include ML/DL proficiency, Pytorch fam...

I am seeking an experienced ML Engineer to develop a sophisticated image classification model for landscapes, particularly focusing on roads, tracks, and trails. It will need to accept Geojson files or Cadastre files. Requirements: - Build and train an ML model to identify and classify roads, tracks, and trails in landscape images. - Integrate the model with current software to replace or enhance existing classification features. Further Breif: 3 weeks deadline Skills and Experience: - Previous work with image classification models. - Experience in machine learning and artificial intelligence. - Ability to work with intricate image data related to

I've built an application using AppSheet and now it needs some enhancements. I want my sales better classified using logic expressions or formulas, specifically by sales type and by customer type. The targeted candidates should have: - Deep knowledge and understanding of AppSheet, google sheets - Proficiency in data classification using logic expressions and formulas. - Ability to work with little supervision and provide creative solutions.

As a business looking to stay ahead in a competitive market, I'm seeking a skilled AI developer equipped in machine learning, natural language processing, and computer vision. The ultimate goal is to automate tasks, enhance decision-making processes, and improve user experience. IDEAL SKILLS AND EXPERIENCE: - Expertise in TensorFlow, PyTorch and Open AI platforms - Strong background in Machine Learning, Natural Language Processing, & Computer Vision - Experience in Automation and UI improvements This project requires a seasoned AI developer who can work towards implementing AI technologies in our existing system. If you have the right skill set and experience, I welcome your bid. Let's revolutionize our operations together.

I am looking for a data analyst who can efficiently segment my email list for better and more targeted marketing campaigns. The task involves; - Exporting all relevant email addresses off the CRM; - Segmenting these into the three categories, according to their Organisation Type; - Cross Checking for any email addresses already unsubscribed in Mailchimp; - Loading and set...these into the three categories, according to their Organisation Type; - Cross Checking for any email addresses already unsubscribed in Mailchimp; - Loading and setting up the appropriate Audiences in Mailchimp. The perfect candidate would have: - Exceptional expertise in data analysis and segmentation, preferably in a marketing environment. - Proven experience with CRM systems and their classification functi...

...focus on analyzing both image and textual data. Key Tasks: - Develop a supervised learning model able to effectively amalgamate and process image and text data concurrently. - Utilize your deep learning expertise to optimize the performance and accuracy of the model. - Able to perform Visual Question Answering tasks for remote sensing data using developed models, which means integrating image classification with the contextual relevance derived from textual data. Ideal Skills: - Proficient in Supervised Learning and Deep Learning techniques. - Expertise in image and text data analytics. - Proven experience in Visual Question Answering. - Excellent understanding of machine learning algorithms, data structures and performance optimization. By the end of this project, our model...

Research on EMG Classification using SEFR.

...demonstrating past work in similar projects While applying, keep in mind: - Detailed project proposals - Demonstration of past work - Qualifications and experience in the sector PROVIDE SAMPLES OF LIVE COMPLETED WORK THAT IS SIMILAR TO THIS PROJECT. Overview We require the development of an application that uses machine learning for incoming invoices and receipts. Combining regression, classification, and clustering, the output is to establish a repository of purchases and create predictive analytics for future transactions. All invoices and receipts are received via email and the transactions need to be saved into the database. Scalability is integral to the design, as we expect to process over 100,000 transactions per day. To ensure you have read this scope, please i...

I'm looking for a skilled Python developer who has experience with PyTorch to help me integrate my audio dataset into an USS system on Github repo "https://www.freelancer.com/post-project". Key Requirements: - Proficient in Python - Strong understanding of PyTorch - Prior experience working with ML - Capable of handling and working with audio datasets Your primary task will be to take my audio dataset and feed it into the provided USS repo, with the main goal of sound classification and seperation (the idee for USS = Universal Source Separation (USS) with Weakly labelled Data). The ideal candidate should be knowledgeable in the field of ML, particularly in sound-related applications. If you have the necessary skills and experience, and are intereste...

...will be a unique custom system. Skills and Experience: * Previous experience with Information Management * Familiarity with different college subjects * Attention to detail and high organizational skills * Very good English commands The categorization should not be too tight or too narrow. For example, we will not have one category for accounting, but instead, we will have categories like [Managerial Accounting, Principles of accounting, Intermediate accounting ... etc]. Another example: for Economics, we will not have one single category contains hundreds of books, instead we will divide it into multiple categories ( Macroeconomics, Microeconomics, managerial economics ..... etc) How will you provide the work? For each category you will create .txt or...