Yolov3 data augmentationlavori

...need to handle front-end, WebAssembly integration, or deployment. We only require the trained model and associated training artifacts. Key Tasks & Responsibilities 1. Model Training & Optimization • Use our provided Italian audio datasets (hours of curated content). • Develop or adapt training scripts (e.g., in PyTorch) for Whisper fine-tuning. • Propose optimal hyperparameters, data augmentation methods, and training schedules. 2. Performance Evaluation • Measure accuracy using standard metrics (e.g., WER, CER). • Provide before/after comparisons if relevant. • Suggest further optimizations if the results fall below a certain threshold. 3. Deliverables • Fine-Tuned Model Weights (compatible with Whisper/Ope...

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

I'm in need of a data-savvy individual who can help me collect and augment contact information. The data will primarily be sourced from Google. Key Responsibilities: - Starting with 1220 company contact records, research/augment/verify 16 data fields Contact First Name Contact Last Name Contact Title Contact Email Contact Phone Contact LinkedIn URL Org Facebook Org Instagram Org LinkedIn Address Line 1 Address Line 2 City State Zip Org Phone Number Web Address - Search for contact details including Email addresses, Phone numbers, Mailing addresses, Company LinkedIn URLs, Website URLs, Company Instagram URLs, Company Facebook URLs, and Executive LinkedIn URLs --Contacts with Job titles of CEO, President, CFO, Finance, Development Director, Advancement Director, F...

...high-level Deep Learning Engineer to help classify CIFAR100 images. The ultimate goal is a strong position on the Kaggle leaderboard. Key project requirements: - Model Optimization: The model should prioritize achieving the highest accuracy while minimizing parameters and FLOPs. This requires a deep understanding of model complexity and performance trade-offs. - Advanced Data Augmentation Techniques: The use of advanced data augmentation techniques is crucial. Specifically, I want to utilize methods like Cutout or Mixup to enhance the model's robustness and generalization capabilities. - Convolutional Neural Network (CNN): The model should be based on a Convolutional Neural Network (CNN). Therefore, deep expertise in designing, implementing, and fine-tu...

...educational backgrounds, etc. Key Requirements: - Data Processing: The script should be able to process both LinkedIn profiles and uploaded resumes. - Data Preprocessing: The script needs to carry out critical preprocessing steps such as synonym replacement, sentiment label mapping, and implementing data augmentation and class balancing. - Analysis and Evaluation: The script should perform correlation analysis and generate a heat map. The model's effectiveness should be evaluated using metrics like accuracy, F1 score, precision, recall and determining optimal thresholds. Also, the model should prioritize: - Technical skills - Management experience - Educational background Ideal Skills: - Proficiency in Python and RoBERTa - Experience with data ...

...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 character-level or word-level embeddin...

...skilled RFP Proposal Writer with 3+ years of experience in IT staffing and staff augmentation. Your role will involve crafting clear, customized proposals in response to RFPs & RFIs, collaborating with sales and recruiting teams, and managing multiple proposal projects under tight deadlines. A strong command of written communication and keen attention to detail are essential, as well as the ability to gather and integrate key information from various sources. Key Responsibilities: - Write clear, customized proposals in response to RFPs & RFIs - Collaborate with sales & recruiting teams to gather key info - Manage multiple proposal projects, meeting deadlines Ideal Candidate: - 3+ years in IT staffing/augmentation proposal writing - Strong written communicatio...

...freelancer for a data entry project where you will be manually augmenting and entering data from WhatsApp messages and various websites into spreadsheet. The spreadsheet has 25 data elements in each row including 1 image . 5 elements are pre-populated, And 3 have to be left empty. The balance 16 elements have to be entered. Some rows may also have pre-existing data in these rows. Some images are available others have to be collected. and each image has to be linked to the associated row in the spreadsheet Key Responsibilities: - Manually augmenting and entering data - Inputting data from WhatsApp messages - Web-sourced data entry - Verifying data accuracy before and after entry - Updating existing records with newly obtain...

I’m seeking a freelancer to enhance my TensorFlow-based semantic segmentation model on the Cityscapes dataset. The current mIoU is ~40%; the goal is at least 80% mIoU using a novel and lightweight architecture (≤ 1M parameters). Requirements: - Experience in hyperparameter tuning, data augmentation, and fine-tuning. - Access to a GPU or high-performance computing resources. Responsibilities: - Design a novel, lightweight model architecture for semantic segmentation. - Optimize training processes and implement advanced techniques for performance improvement. - Train the model using high-performance resources. - Provide detailed documentation and actionable insights for further refinement. Deliverables: - A trained model achieving the target mIoU...

... (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 training (at least every N epochs). - Calculate and save the metrics to a file after training. 7) Validation: - Evaluate the model on validation data after training. - Save the resulting images with predictions to a file. 8) Model Export:...

I need assistance with market research in the IT service space, specifically focusing on staff augmentation for project-based, long-term projects. Your role would involve participating in approximately 2 to 3 Google Meet calls where you will explain a specific project to potential stakeholders, in order to obtain a budget for it. Ideal Skills: - Strong understanding of IT services, particularly staff augmentation (desirable, but not an exclusive requirement) - Excellent communication skills, able to clearly explain project details - Experience with project-based, long-term IT services - Proficient in using Google Meet - Excellent English level Your participation and insights will be crucial to the success of this market research.

I'm facing performance issues with an image classification model built in TensorFlow. The main concern is low accuracy during training and evaluation. The model has been fixed for data loading and training errors, but further optimization is needed. Ideal Skills and Experience: - Extensive experience with TensorFlow - Strong background in image classification tasks - Proven track record in model tuning and optimization - Ability to troubleshoot and resolve performance issues - Experience with data preprocessing and augmentation techniques

...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 a user-friendly interface into the solution. Specifics of the Project: - ...

...- 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 Training: - Select and implement appropriate object detection algorithms (e.g., YOLO, SSD, Faster R-CNN). - Train the model using the preprocessed dataset and optimize hyperparameters for improved accuracy and efficiency. 4. Testing and Validation: - Conduct thorough testing of the trained model to evaluate its performanc...

I'm seeking a seasoned telecaller with robust software sales experience for USA calling, using to promote our platform and IT staff augmentation services. The ideal professional should be well-versed in , with a minimum of three years of telecalling experience in the software sector. Key Responsibilities: - Initiate calls in the EST timezone, targeting CTOs and CIOs primarily, setting up appointments with potential clients. - Pitch our offerings effectively, demonstrating how we can solve critical challenges for top leaders in their fields. - Focus on generating calendar bookings with leads that match our desired profile. Target Industries: - The telecaller should have experience in the Technology, Consulting, and Project Management industries. Target

...Enhancement using Cycle-Consistent Diffusion Models (DECDM)" (link to paper). The project includes dataset preparation, model development, and a thorough comparison with state-of-the-art (SOTA) methods. Project Deliverables: Task 1: Dataset Preparation: Use the dataset referenced in the DECDM paper. (use dataset mentioned in this paper)() Perform data annotations and augmentation to enrich the dataset for better model training. +++++++++++++++++++++++++++++++++++++++++ Task 2: Denoising and Super-Resolution/Enhancement Model: Develop a deep learning-based model optimized for restoring aged and degraded pages of old literature books. Address various noise types (e.g., stains, fading, artifacts) while ensuring the text remains clear and structurally intact

I have an object detection code on YOLOv3 using the KITTI dataset. I need help in making the accuracy metrics work. Requirements: - Analyze the Mean Average Precision (mAP) - Provide guidance on both code implementation and understanding of relevant concepts - Evaluate the overall accuracy results and the Non-Maximum Suppression (NMS) portion in particular - Use of images, ground truth labels, and predictions I have provided - Provide suggestions to optimize the code for better performance - Tune Non-Maximum Suppression (NMS) parameters to improve accuracy - Generate precision-recall curves to analyze the model's performance I expect you to explain and teach the concepts you apply, for my understanding. The ground truth labels and predictions are in text file format. Ideal c...

We’re seeking an experienced professional with expertise in prompt engineering, AI model development, fine-tuning, LLMs, RAG (Retrieval-Augmented Generation), and AI augmentation to join our team. In this role, you will: Develop and optimize prompts to maximize AI performance across diverse applications. Build, fine-tune, and deploy cutting-edge LLMs tailored to complex use cases. Leverage RAG techniques to create innovative solutions that enhance AI capabilities. Collaborate with cross-functional teams to integrate AI augmentation tools that drive value and innovation in a very dynamic industry. Explore and implement advanced methodologies to push the boundaries of AI. This is a rare opportunity to work on a high-impact project with exceptional growth potential....

You need to provide compilation support for github bark-with-voice-clo ne and suno-ai/bark repositories I'm looking for someone to build the Bark-with-ai-voice software for personal use. The main task involves generating natural, human-like voices through text-to-speech conversion. Key Aspects: - The output should be exclusively text-to-speech conversion, so no need for voice augmentation or speech recognition. - The voices produced should be as human-like as possible, steering clear of robotic or themed character voices. - it should build voice clonning app as well. Ideal candidates should have experience with AI voice software, particularly Bark, and a strong understanding of text-to-speech technology.

...a freelancer who can assist with data entry and augmentation from various online sources. The data is a mix of text and numerical information, and once entered, will be used for marketing purposes. Key Tasks: - Collecting mixed data (text and numerical) from online sources - Manually entering the data into a specified format in Excel - Ensuring the data is accurate and ready for marketing use Ideal Candidates Should Have: - Experience with manual data entry - Ability to work with mixed data types - Familiarity with online data sources - Understanding of marketing-related data requirements I'm looking for a detail-oriented individual who can ensure the data is accurately captured and ready for our market...

I'm seeking a skilled freelancer I need a proficient freelancer for for Data Scraping, Augmentation, and Entry. Project requires manually or using your own tools to augment and enter data from WhatsApp messages and various websites into spreadsheet. The spreadsheet has 25 data elements in each row including 1 image . 5 elements are per-populated, And 3 have to be left empty. The balance 16 elements have to be entered. Some rows may already have pee-existing data in these rows. The freelancer Will be verifying data accuracy before and after entry - Updating existing records with newly obtained data - Identifying and correcting data discrepancies The exact nature of the data to be scraped and entered will be communicated ...

...proficient freelancer for a data entry project where you will be manually augmenting and entering data from WhatsApp messages and various websites into spreadsheet. The spreadsheet has 25 data elements in each row including 1 image . 5 elements are pre-populated, And 3 have to be left empty. The balance 16 elements have to be entered. Some rows may also have pre-existing data in these rows. Some images are available others have to be collected. and each image has to be linked to the associated row in the spreadsheet Key Responsibilities: - Manually augmenting and entering data - Inputting data from WhatsApp messages - Web-sourced data entry - Verifying data accuracy before and after entry - Updating existing records with newly ob...

Looking for a talented professional to identify and deliver high-quality MQLs for our services, helping us connect with the right customers in the digital marketing space. We specialize in digital marketing solutions, including unlimited design services, managed marketing, staff augmentation. We are seeking an experienced lead generation expert to support our sales pipeline by identifying, qualifying, and delivering Marketing Qualified Leads (MQLs). Your role will be pivotal in driving our growth by connecting us with small business owners and founders in the USA, UK, EU & UAE market who are genuinely interested in our services. Required Qualifications a) Proven Experience: Demonstrable success in generating and qualifying leads for B2B services, especially in digital marketi...

...  - 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 Training:   - Select and implement appropriate object detection algorithms (e.g., YOLO, SSD, Faster R-CNN).   - Train the model using the preprocessed dataset and optimize hyperparameters for improved accuracy and efficiency. 4. Testing and Validation:   - Conduc...

...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 a user-friendly interface into the solution. Specifics of the Project: - ...

I have 3...Key Requirements: - Data Preprocessing: Initially, the dataset has been built on an unbalanced set of images. Preprocessing steps such as normalization and augmentation have been applied. - Model Training: The primary goal is to improve model accuracy by utilizing different CNN architectures. - Majority Voting: Implement a system for majority voting based on the models' performances. - Generative AI: Create a generative AI for the highest voted model. Ideal Skills and Experience: - Extensive experience with deep learning and CNNs. - Proficiency in working with MRI images. - Familiarity with majority voting systems in machine learning. - Experience in creating generative AI models. - Knowledge of data balancing techniques (oversampling, undersampling...

...will primarily involve: - Data Collection: Sourcing relevant data for AI training. - Data Labeling: Helping to organize and categorize data for training purposes. - Data Preprocessing: Cleaning and preparing data for training. - Model Evaluation: Assessing the performance of AI models on labeled data. - Data Augmentation: Implementing techniques to increase dataset diversity. - Quality Control: Ensuring the accuracy and quality of labeled data. - Feedback Integration: Incorporating feedback to refine data labeling processes. - Tool Development: Creating tools to automate and streamline the data labeling process. The types of data you'll be working with include: - Text data: Labeling a...

I need a freelancer to work with the Fashion Mnist dataset and improve the performance of a predefined simple CNN model. The task involves running the model as is, recording the accuracy, and then making improve...performance. Ideal Skills and Experience: - Strong background in Convolutional Neural Networks (CNN) - Experience with the Fashion Mnist dataset - Proficiency in Python and relevant ML libraries - Good understanding of model evaluation metrics - Ability to explain technical concepts clearly Requirements: - Run the initial model and record accuracy - Modify the model, training regimen, or data augmentation to boost performance - Provide a clear, step-by-step explanation of the modifications made and the reasoning behind them, both as written documentation and comm...

...required for training Generative AI models. Implement data augmentation and synthetic data generation techniques to improve model performance. Collaborate with software engineers and data scientists to integrate AI models into existing business systems and products. Ensure seamless deployment of AI solutions in cloud environments like AWS, Azure, or GCP. Stay updated with the latest advancements in AI and Generative AI technologies, and explore new tools, frameworks, and techniques. Conduct research to experiment with new model architectures and approaches to solve business challenges. Monitor the performance of AI models in production environments and troubleshoot any issues that arise. Regularly update and refine models based on new data or changing ...

...computer vision algorithms for image processing, object detection, recognition, and segmentation. 2. Model Training: Develop and train machine learning models tailored for image analysis and visual data interpretation. 3. AI Integration: Implement and integrate AI models into existing software and hardware systems, ensuring high performance and scalability. 4. Data Analysis: Analyze and process large datasets of images and video feeds to identify patterns, trends, and insights. 5. Performance Optimization: Optimize algorithms and models for real-time processing and ensure they can handle large-scale data efficiently. Required Technical Qualifications: 1. Experience: Minimum of 2 years of professional experience in computer vision, with a proven track record of work...

...computer vision algorithms for image processing, object detection, recognition, and segmentation. 2. Model Training: Develop and train machine learning models tailored for image analysis and visual data interpretation. 3. AI Integration: Implement and integrate AI models into existing software and hardware systems, ensuring high performance and scalability. 4. Data Analysis: Analyze and process large datasets of images and video feeds to identify patterns, trends, and insights. 5. Performance Optimization: Optimize algorithms and models for real-time processing and ensure they can handle large-scale data efficiently. Required Technical Qualifications: 1. Experience: Minimum of 2 years of professional experience in computer vision, with a proven track record of work...

We are seeking skilled freelancers experienced in cold calling to generate leads for software services and resource augmentation in the US market. The ideal candidate will have excellent communication skills, a professional approach, and a proven ability to engage with decision-makers effectively. Responsibilities: Make 50 connected calls per day to prospects in the US. Identify and qualify potential leads for our sales team. Follow up on conversations with personalized emails to nurture prospects. Maintain accurate call records and update progress in our CRM (HubSpot). Requirements: Highly experienced in B2B cold calling, preferably in the software services or IT industry. Familiarity with US business culture and strong command of English. Ability to handle objections profession...

I'm assembling a team that can solely focus on booking appointments with potential clients in the technology industry. Generate leads, make calls, set appointments for us to try and sell our software consulting/team augmentation services. **Post your favorite color in your message so I know you read the ad** Key Responsibilities: - Generate leads based off suggested client profiles - Book appointments with potential clients in the software/technology industry. - Prepare and optimize call scripts for different client segments. Channels for outreach: - Cold calling Ideal Candidate Skills and Experience: - Proven track record in appointment setting, preferably in the technology industry. - Proficient in utilizing various outreach channels including cold calling, email, and so...

...constante augmentation. Les entreprises comprennent l'importance de la présence en ligne pour la croissance de leur entreprise et pour la création de leur marque. 2. Flexibilité : Ce projet offre une grande flexibilité en termes de temps et d'emplacement. Vous pouvez travailler depuis chez vous, à votre propre rythme. 3. Possibilité d’apprendre : La création de contenu pour les réseaux sociaux permet de découvrir de nouvelles compétences en design graphique et en marketing numérique. Vous êtes constamment exposé aux dernières tendances en matière de marketing et de communication. 4. Possibilité d’établir des relations professionnelles soli...

...comparative analysis between the modified model and the base YOLO v8 model, with a detailed justification of the performance improvements. Key Tasks: 1. Architectural Improvements: - Analyze the existing YOLO v8 architecture to identify potential areas for optimization. - Implement modifications aimed at increasing model accuracy (e.g., through adjustments in layers, loss functions, data augmentation, etc.). - Ensure that the speed and real-time processing capabilities are maintained or improved. 2. Model Training and Evaluation: - Train the modified YOLO v8 model on the specified dataset. - Conduct a rigorous evaluation to ensure that the accuracy is improved by at least 5%. 3. Comparative Analysis: - Perform a side-by-side comparison between the base...

...comparative analysis between the modified model and the base YOLO v8 model, with a detailed justification of the performance improvements. Key Tasks: 1. Architectural Improvements: - Analyze the existing YOLO v8 architecture to identify potential areas for optimization. - Implement modifications aimed at increasing model accuracy (e.g., through adjustments in layers, loss functions, data augmentation, etc.). - Ensure that the speed and real-time processing capabilities are maintained or improved. 2. Model Training and Evaluation: - Train the modified YOLO v8 model on the specified dataset. - Conduct a rigorous evaluation to ensure that the accuracy is improved by at least 5%. 3. Comparative Analysis: - Perform a side-by-side comparison between the base...

...word error rate (WER) and processing latency to continuously assess and optimize the system's accuracy and responsiveness. Technologies and Tools: Programming Languages: Python for model development and integration with UI. Deep Learning Frameworks: PyTorch/TensorFlow for model training and deployment. Speech Processing Libraries: NVIDIA NeMo or SpeechBrain for pre-trained models and speech augmentation. UI Development: Tkinter, PyQt, or React for a responsive and user-friendly interface. Audio Management: PortAudio or PyAudio to handle multiple audio input sources. GPU Optimization: CUDA and TensorRT for efficient GPU utilization. Project Deliverables: A fully functional real-time GPU-based speech-to-text application with an accuracy rate of 95% or higher. A well-designe...

...strategies with your business objectives, we empower you to achieve your goals while maintaining full control over your vision. Proactive in Suggesting Best Practice Solutions: Our team actively proposes innovative and effective solutions based on industry best practices, ensuring that your technology stack is always forward-thinking and competitive. Prioritizes Personal Privacy and Data Security: We take data protection seriously. Our development practices follow the latest security protocols and ensure compliance with international privacy regulations to safeguard your sensitive information. Customer-Centric, Collaborative and Communicative Approach: We believe in transparency and collaboration. Our project managers maintain constant communication with clients, ensuri...

...create a compelling and professional website for my Salesforce Staff Augmentation Service. Key requirements: - The primary goal of the site is to attract new clients. Therefore, the site needs to be SEO optimized and designed to convert visitors into potential clients. - The site should detail our service offerings which include full-time staff augmentation, part-time staff supplementation, and project-based staffing. - A user-friendly Contact and Inquiry form is a must. It should be easy for potential clients to reach out and inquire about our services. Ideal candidates for this project will have a strong portfolio in creating similar service-oriented websites, and a solid understanding of Salesforce and staff augmentation services will be a significant advantage...

I have an existing JSON dataset that needs to be enriched and prepared for integration with a REST API. Key Requirements: - Augment the dataset with New Data Points, Metadata, and Additional Records. - Ensure the enhanced dataset is compatible and optimized for linking to a REST API. Ideal Skills: - Proficient in working with JSON format. - Experienced in data augmentation and metadata integration. - Knowledgeable in REST API requirements and standards. Please provide examples of similar projects you've completed in your proposal.

...Deep Learning, specifically in image recognition techniques. - Extensive experience with object detection tasks. - Familiarity with vehicle detection in images would be a plus. - Strong programming skills in Python and experience with libraries such as TensorFlow or PyTorch. - Skilled in model optimization techniques to enhance performance and reduce inference time. - Experience with data augmentation techniques to improve model robustness. Your role will involve: - Designing and implementing a deep learning model for object detection. - Training the model to accurately identify vehicles in various contexts. - Evaluating and refining the model based on performance metrics. The model needs to be optimized for deployment on edge devices. The model should be tra...

Requirements for Advanced GPU-Based Model Training To build a complex and advanced GPU-based training model, especially for deep learning, machine learning, data processing, and performance monitoring, the following libraries are recommended. 1. Deep Learning and Machine Learning Frameworks ·        • TensorFlow (with GPU support): tensorflow-gpu ·        • PyTorch (with GPU support): torch, torchvision, torchaudio ·        • Keras: keras ·        • XGBoost (with GPU support): xgboost ·        • LightGBM (with GPU support): ...

...comparative analysis between the modified model and the base YOLO v8 model, with a detailed justification of the performance improvements. Key Tasks: 1. Architectural Improvements: - Analyze the existing YOLO v8 architecture to identify potential areas for optimization. - Implement modifications aimed at increasing model accuracy (e.g., through adjustments in layers, loss functions, data augmentation, etc.). - Ensure that the speed and real-time processing capabilities are maintained or improved. 2. Model Training and Evaluation: - Train the modified YOLO v8 model on the specified dataset. - Conduct a rigorous evaluation to ensure that the accuracy is improved by at least 5%. 3. Comparative Analysis: - Perform a side-by-side comparison between the base...

Requirements for Advanced GPU-Based Model Training To build a complex and advanced GPU-based training model, especially for deep learning, machine learning, data processing, and performance monitoring, the following libraries are recommended. 1. Deep Learning and Machine Learning Frameworks ·        • TensorFlow (with GPU support): tensorflow-gpu ·        • PyTorch (with GPU support): torch, torchvision, torchaudio ·        • Keras: keras ·        • XGBoost (with GPU support): xgboost ·        • LightGBM (with GPU support...

I'm seeking a mentor to guide me through hands-on coding in Generative AI, specifically using Python. The focus will be on neural network architectures, data preprocessing and augmentation, as well as model training and evaluation. Ideal Skills: - Proficient in Python - Extensive knowledge of Generative AI - Experience with teaching and mentoring What I Need: - Hands-on coding sessions - Practical examples and exercises - Clear explanations of complex concepts

Write a business plan. Using USA based entity to sell services While employing contractors around the world Area of services: IT support , remote Web Dev AI/ML training, development HR Augmentation

...actions from five camera angles. WEIZMANN: Covers ten action types performed by different actors with consistent backgrounds. UCF101: Large-scale dataset with 101 diverse action categories across a range of settings. ActivityNet: Contains untrimmed videos with complex actions, making it suitable for temporal action detection. Approach: Data Preprocessing: Standardize the input video frames by resizing, normalizing, and, if necessary, performing data augmentation to increase dataset diversity and improve generalization. Feature Extraction: Utilize deep learning architectures (e.g., Convolutional Neural Networks (CNNs) for spatial features, and Recurrent Neural Networks (RNNs) or 3D CNNs for temporal features) to capture meaningful representations of actions. Model Ar...

Brief de Projet : Campagne Marketing pour un Nouveau Produit 1. Objectif : Augmenter la notoriété du nouveau produit et augmenter les ventes de 20 % en trois mois. 2. Public Cible : Personnes âgées de 18 à 35 ans, intéressées par la technologie et les innovations modernes, vivant dans de...prochain (date précise) et durera trois mois. 6. Budget : Le budget alloué à la campagne est de 10 000 dollars, incluant les publicités et la production. 7. Références ou Exemples Précédents : Des campagnes précédentes réussies, comme la campagne "Produit X" et "Produit Y", peuvent servir de source d'inspiration. 8. Attentes : Nous pr&eacu...

...its impact on both training and testing performance. - Modifying the learning rate and seeing its effect, and also experimenting with a learning rate scheduler (e.g the Step LR scheduler) and assessing effects on the training process and test outcomes. - Adjusting the number of epochs and batch size, then evaluating their influence on both training and testing. - Applying one strategy of data augmentation and reporting their effects on model performance. The ideal candidate will be proficient in Pytorch with a strong understanding of CNNs and hyperparameter tuning. Prior experience with model optimization, particularly with the SGD optimizer and other optimizers, is highly desirable. The successful freelancer will keep model parameters under 3 million, not exceed 50 train...

...geotagging for the identified trees. - Collaborate with my team to ensure smooth data integration. - Develop a pipeline for processing and analyzing aerial imagery data. - Evaluate and optimize the accuracy and performance of the classification model. - Implement image pre-processing steps such as normalization, augmentation, and resizing. - Document the workflow, methodologies, and findings in a comprehensive report. Ideal Skills and Experience: - Extensive experience with image processing and machine learning. - Proficient in using Convolutional Neural Networks (CNNs). - Familiar with processing and analyzing drone-acquired RGB imagery. - Excellent collaboration skills for seamless teamwork. The identified tree species data should be provided in GeoJSON f...