Keras classification exampleงาน
I'm seeking a machine learning spec...analyze my numerical dataset and construct a predictive model using a neural network. Details: - The dataset consists of over a dozen numerical features. - We've also collected additional contextual data that may be beneficial for the analysis. - The primary aim is to develop a regression or classification model with optimal accuracy for predicting future outcomes. Ideal candidates will have substantial experience in: - Data analysis and interpretation - Building and deploying regression and classification models - Working with neural networks or any other appropriate tool The specifics of the research subject will be discussed privately. Please, ensure you have a good understanding of machine learning concepts and relevant...
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I'm seeking a professional to assist with setting up my Windows PC for machine learning tasks. Key Responsibilities: - Remote access to my PC to build an environment supporting ML tools, predominantly TensorFlow and PyTorch. - Configuration of an image database and relevant file structure. - Coding of a Python script to build upon an existing crack detection model, in the tra...bird eye views to concrete bridge decks. The 7952x5304 rasters resolve down to .03mm features, the defect of interest being hairline cracks. We have as a starting point annotations using a poly line tool, the short term need being simply to highlight any cracks, independent of width or length. A longer term project may evolve upon reaching this first milestone, automating feature extraction, classificatio...
I'm looking for a skilled video editor to create a project similar to the example video provided here: Here’s what I’ll provide: - The lyrics for the video. - Video clips to be used. - Background music. Your role would be to: - Edit the video by combining the clips, music, and lyrics so they sync seamlessly. - Ensure the final product has a style and feel similar to the example video. If you can replicate this style and bring the project to life, I’d love to work with you! Please share examples of similar work if available. We would start with this project. From there, I would want you to create between 1 - 5 videos monthly.
I'm looking for a skilled Python developer with expertise in computer vision to create an image classification model that identifies electronics in product images. Key Responsibilities: - Develop a model primarily focused on classifying product images of electronics - Ensure high accuracy and efficiency of the model - Collaborate with me to understand the specific requirements and nuances of different electronics Ideal Skills and Experience: - Proficient in Python and its computer vision libraries - Prior experience with image classification projects, particularly with product images - Ability to understand and classify based on specific product features - Strong problem-solving skills and attention to detail
We are seeking an experienced and reliable mobile app developer to create a custom Android and iOS application with advanced features, including: - Object Detection & Classification: Identify and classify moving vehicles with real-time data processing. - Real-Time FTP Upload: Seamlessly upload recorded video clips and detected data to an FTP server. - Device Identification: Tag uploaded files with a unique device identifier. For complete project details, download the attached PDF.
...systems** and **smart contracts**. - Optimize AI algorithms for performance and scalability. - Collaborate with the development team to implement no-code AI tools. - Document the development process and technical details. --- ### **Requirements:** **✅ Must-Have:** - 3+ years of experience in **AI/ML development**. - Proficiency in frameworks such as **TensorFlow**, **PyTorch**, and **Keras**. - Strong programming skills in **Python** (preferred) or **JavaScript**. - Experience in developing and deploying machine learning models. - Familiarity with handling large datasets and data pipelines. **✨ Nice-to-Have:** - Basic understanding of **blockchain technology** and smart contracts. - Experience with **no-code/low-code platforms**. - Knowledge of clou...
I require a Python program that interacts with the ChatGPT API. The program will upload JPEG images of a wall for inspection and receive categorical assessments based on a fixed prompt. The program's functionality is as follows: - Uploads a JPEG image to the ChatGPT API - Uses a predetermined prompt to assess the image: "What is the condition of this picture?" - Receives a categorical classification of the image's condition: Excellent, Good, Fair, Bad, or Worst. Excellent: No visible damage, clean surface, proper paint. Good: Slight discoloration, minimal cracks. Fair: Visible cracks, minor paint peeling. Bad: Large cracks, severe peeling, water stains. Worst: Structural damage, major deterioration, mold growth. This should be a straightforward program, as it...
I'm seeking a data scientist with robust machine learning expertise specifically in the area of classification. The project will primarily involve dealing with text data. Key Responsibilities: - Apply machine learning techniques to classify text data. - Interpret the results and provide insights. Ideal Skills: - Proficient in Python or R. - Experienced with libraries such as scikit-learn, TensorFlow or Keras. - Strong background in natural language processing (NLP) would be a plus. Experience: - Prior experience with text data classification. - Evidence of successful machine learning projects in your portfolio.
...models, for text classification tasks. Our project involves a dataset composed of over 10,000 records of police reports, each classified into categories such as Robbery, Theft, Fraud, among others. The training could be online, but the model should run locally, which, is already working. Key Information: All records are stored in our database, and we can export them to a JSONL format for training purposes. Currently, without fine-tuning, we achieve an accuracy of 60%. Objective: Achieve a classification accuracy above 90% by fine-tuning models. The final model should be capable of receiving a new police report and accurately predicting the corresponding category. Requirements: Experience: Demonstrated expertise in fine-tuning Gemini and Ollama models for text classifi...
We are working on a project that collects data through surveys aimed at understanding trends, traveler preferences, and satisfaction levels within the tourism sector. Currently, the process involves manual work using Excel, which is time-consuming and inefficient. To address this, we aim to develop a system that automates data preparation, classification, and visualization (using POWER QUERY), thereby enhancing accuracy and decision-making capabilities. The overarching goals of the project are: of Dashboards in Power BI Building interactive dashboard(s) to present various analyses, key questions, and insights, supported by constructed indicators, DAX formulas, and other advanced features. Statistical Indicators Generating descriptive statistical measures (e.g.,
...experienced developer for an AI deep learning stock program. The ideal candidate will have relevant experience in stock program development and deep learning. Key Requirements: - Proven track record in AI and deep learning applications, particularly in stock market - Excellent programming skills - Ability to integrate various data sources Ideal Skills: - Proficiency in Python with TensorFlow, R with Keras, or C++ with PyTorch - Strong understanding of stock market dynamics - Experience with real-time market data, historical stock data, and news and social media feeds Please note, only developers with relevant experience in AI deep learning stock program development are allowed to participate. Explaining how to create an **AI-based stock prediction program** to a developer who...
Rating prompts and responses task.
Rating prompts and responses task.
Rating prompts and responses task.
I'm looking for a Python developer who can build a system that detects phishing websites based on their URLs. The system will be fed with data from a provided dataset () containing URLs and their labels (legitimate or phishing). Key Responsibilities: - Develop a phishing detection system that can classify URLs as either le...() containing URLs and their labels (legitimate or phishing). Key Responsibilities: - Develop a phishing detection system that can classify URLs as either legitimate or phishing. - Implement the system for batch processing only, as real-time checking is not required. The ideal candidate will have: - Extensive experience with Python - Previous work in machine learning or data classification - Ability to work with and analyse large datasets.
...com/creatives/339. Step 2: Tool Verification Visit each provided tool link. Verify if the link corresponds to an online tool or service: If it is a valid online tool or service, proceed to the next step. If it is not, record the reason in an Excel sheet (e.g., "invalid link," "non-tool," etc.) and skip it. Step 3: Organize Tool Content Prepare and organize the following information for each tool: Classification: Choose the appropriate category based on the tool’s primary function. Website Icon: Download or screenshot the tool’s logo from its website. Website Screenshot: Take a clear screenshot of the tool’s homepage. Tool Name: Ensure the tool’s name is consistent in both English and Chinese. Introduction: Extract key infor...
I'm seeking a specialist able to create a custom transformer for image classification, specifically for classifying plant images. Key Responsibilities: - Develop a transformer that can analyze plant images and classify them. - Ensure the transformer is tailored for image recognition tasks and can handle various plant images. Ideal Skills and Experience: - Proficiency in machine learning and image processing. - Prior experience in developing custom transformers for image recognition. - Familiarity with plant imagery is a plus.
I'm looking for a seasoned web developer to create a Multi-Page Application (MPA) for tracking expenses for my small business. This application needs to be integrated into our existing domain. Key Features: - Expense Categorization: The application should allow for the classification of expenses into different categories for better tracking and understanding. - Report Generation: The ability to generate comprehensive reports detailing expenses over a specific time period or across certain categories would be crucial. - Multi-user Support: As a small business, we have a team who would need access to this application. Therefore, it should support multiple users without compromising on performance or security. Ideal Skills: - Proficient in web development with a focus on creatin...
...Power App integrated with AI, specifically focused on process automation. This application will rely on a Azure Large Language Model (LLM) to suggest file renaming and path classification. The training will be done on sharepoint folders and existing classification, including metadata. Basically, documents in our « clients documents » sharepoint site should be embedded/inexed, and new documents added to specific « mailroom » sharepoint site should be processed via LLM, embedded/indexed in order to determine where each new document should go and how to renamed it based on rules TBD (document type, sender, date, etc), example: 2024.12.21 - Letter from Court , or 2024.12.21 - Court Key Requirements: - Expertise in Azure Power ...
...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, etc.). Proper documentation of the steps and methodology. I have an example Google Colab notebook that can be shared as a starting point. The preferred deadline is Monday, January 13, but I can extend the timeline slightly if additional time is needed to ensure quality results. Skills Required: Expertise in Python, TensorFlow/Keras, and deep learning. Experience with GANs and CNNs, particularly in medical imaging or related fields. Familiarity with Google Colab and handling large dat...
...exploratory data analysis (EDA). Tasks: Define and implement feature transformations (e.g., MA, RSI, Bollinger Bands, order imbalance). Merge Greeks with other data sources to form a single dataset. Conduct EDA: visualize correlations, missing values, outliers, etc. Document feature definitions for future reference. Phase 4: Model Development & Validation (Weeks 8–10) Goals: Select ML approach (classification/regression/forecasting), train initial models, evaluate via time-series validation. Tasks: Decide on model type (XGBoost, LSTM, Transformers, etc.). Implement training scripts, including hyperparameter tuning. Set up walk-forward or rolling window validation. Evaluate model performance on training vs. validation sets (metrics: accuracy, MSE, or custom). Document fi...
I'm seeking a high-level Deep Learning Engineer to help classify CIFAR100 images. The ultimate goal is a strong position on the Kaggle leaderboard. Key project requirements: - Model Optimization: The model should 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-tuning CNNs is...
I offer various options to help you organize and clean up your accounting records in QuickBooks. Here are the services I provide: - Review and Correction of Transactions: I examine existing transactions in QuickBooks Online and correct any errors or discrepancies in the accounts. - Bank Reconciliation: I ensure that bank transactions match the records in QuickBooks Online. - Classification of Expenses and Income: I correctly organize and classify transactions into the appropriate categories. - Duplicate Removal: I look for and eliminate duplicate transactions or unnecessary records that may inflate financial reports. - Inventory Regularization: If you manage inventory, I verify the accuracy of inventory records and adjust quantities as necessary. - Missing Data Update: I complete an...
...and important announcements. Message Center: Secure communication channel between users and support staff. Eligibility Check Tool: Interactive Questionnaire: User-friendly questionnaire to assess eligibility for different visa types based on user input (e.g., age, education, work experience). ANZSCO Code Lookup: Tool to help users identify their relevant Australian and New Zealand Standard Classification of Occupations (ANZSCO) code. Visa Type Recommendations: Based on eligibility assessment, provide recommendations for suitable visa options. Customized Results: Generate personalized reports with detailed explanations and next steps. Information Hub: Education Pathways: Information on various educational options in Australia (e.g., universities, colleges, vocational training). Mi...
Hello, I have been working in data annotation for almost 3 years, gaining extensive experience in annotations. This makes me a valuable addition to your team. In addition, I have much experience in image annotation, segmentation, bound...image annotation, segmentation, bounding boxes, polygons, key points, 2D and 3D annotations, and even LIDAR annotations. Tools: CVAT Roboflow LabelImg Labelbox VGG Doccano Label Studio Annotation Solutions: Bounding Boxes Image annotation Object labeling/tagging Semantic Segmentation Polygons Annotation/masks Polylines Annotation Key Points annotation Sentiment, Text & Topic Analysis Image classification and categorization Object Tracking Data Ann...
I'm in need of a service that can provide an image, a definition, and an example sentence for a significant number of words (more than 100). This is for the American Language Course, which is a book used to teach English to international military students. These words will be provided by me in sections. I have attached an PowerPoint example for section 7.1. Key Requirements: - Ability to source or create suitable images for each word. Any type of image is acceptable (stock images, custom illustrations, etc.) just as long as it appropriately represents the word. Preferably realistic. ChatGPT works. - Strong understanding of language to craft clear, concise definitions and example sentences. - Creativity and resourcefulness in finding or creating engaging and rel...
...neural network (RNN) or transformer for sequential numerical data. 4. Training: • Feed the “before” data (images + numbers) as input. • Use the “after” data (movement labels or price changes) as the target output. • Train the model using a loss function like mean squared error (regression) or cross-entropy (classification). 5. Evaluation: • Test the model on unseen chart data to ensure accuracy and robustness. • Use metrics like precision, recall, and F1-score (classification) or RMSE (regression). 6. Prediction: • Develop an interface to input real-time chart data. • The AI generates predictions on likely price movements. 7. Deployment: • Integrate the AI with a trading platform for live analysis....
I am experiencing issues with email delivery from my Outlook Classic. Many of my emails, including those with images and attachments as well as emails that don't have attachments, are being ...Recipient: [SMTP:email address here] Reason: 550 This message was classified as rSPAM and may not be delivered I have sent many emails to this person previously. The ideal freelancer for this task should have: - Extensive experience with Outlook Classic - A solid understanding of email delivery issues and rSPAM classification - Knowledge of email authentication methods - Problem-solving skills to identify and resolve the issue I need someone with the expertise to diagnose and resolve this issue as soon as possible.
...SQL databases for financial transactions. 3. Backups: • Daily and weekly data backups. Integration and Flexibility: 1. Integration with Platforms: • WooCommerce, Shopify, Magento. And all online stores • Connecting using API and Keys. 2. User Interface: • Comprehensive analytics interface to monitor sales. • Display data on web and mobile applications. • Dark Mode. Additional features: • Classification of transactions according to risk levels. 2. Alerts and notifications: • Instant mobile notifications. • Login alerts from new locations with display of connected devices. 3. Innovative features: • Payment using NFC. • Support for virtual currencies for payment. • OCR for document verification. Target groups: • Co...
I'm seeking an experienced NLP professional to develop a text classification model for social media posts. The posts will be sourced from Twitter, Facebook, and Instagram. Key Responsibilities: - Design and implement a robust NLP model to classify text from various social media platforms. - Ensure the model is able to handle the unique characteristics and challenges of each platform's posts. Ideal Skills: - Proficient in NLP techniques, particularly in text classification. - Experience working with data from Twitter, Facebook, and Instagram. - Strong programming skills, preferably in Python or R. I look forward to your proposals.
Saya sedang menanam jagung , untuk mendapatkan hasil yang di inginkan tentu harus dengan kerja keras, yaitu seperti perawatan yang maksimal, pemupukan yang sesuai dengan standar yang telah di tentukan
I'm looking for a freelancer who can create a AI platform which will create a list of all active companies in India by scouring the internet and then create and update database. Post ...then create and update database. Post which the platform will run analytics of all active companies in India. This includes Small and Medium Enterprises (SMEs), Large Corporations, and Startups across various sectors such as Technology, Manufacturing, Healthcare, Etc. Key Requirements: - The database should include, but not be limited to, the following details: * Revenue data * Industry classification * Company Titles * City * State * Website * Sector - The freelancer should have experience in data collection, creation, analytics, platforms and AI . Familiarity with Indian compa...
Briefing pour mission freelance : Identification et classification des bénéficiaires effectifs des entreprises Contexte : Nous fournissons une liste d’entreprises pour lesquelles nous avons besoin d’identifier le ou les bénéficiaires effectifs/majoritaires. Ce travail est essentiel pour nous. Description de la mission - Recherche des bénéficiaires effectifs : Identifier le bénéficiaire effectif/majoritaire de chaque entreprise sur la base de recherches via des plateformes comme , , LinkedIn, des articles de presse, ou tout autre outil pertinent. Si plusieurs bénéficiaires sont identifiés, préciser celui qui détient la majorité. Classification des entreprises : Un...
I offer various options to help you organize and clean up your accounting records in QuickBooks. Here are the services I provide: - Review and Correction of Transactions: I examine existing transactions in QuickBooks Online and correct any errors or discrepancies in the accounts. - Bank Reconciliation: I ensure that bank transactions match the records in QuickBooks Online. - Classification of Expenses and Income: I correctly organize and classify transactions into the appropriate categories. - Duplicate Removal: I look for and eliminate duplicate transactions or unnecessary records that may inflate financial reports. - Inventory Regularization: If you manage inventory, I verify the accuracy of inventory records and adjust quantities as necessary. - Missing Data Update: I complete an...
...principales : - **Mise en œuvre des tâches NLP** : - Classification de texte. - Analyse des sentiments. - Traduction de langues. - **Configuration des appels** : - Paramétrage des appels entrants et sortants via VAPI. - **Réponses automatisées** : - Mise en place des réponses sur WhatsApp Messenger via VAPI. - **Personnalisation VAPI** : - Développement et ajustement de la configuration en fonction des besoins spécifiques d'OMONDE CANADA. ### Compétences et qualifications requises : - Expertise avérée en Traitement du Langage Naturel (NLP). - Expérience solide dans la configuration et le déploiement de VAPI. - **Maîtrise parfaite du françai...
...the caching mechanism to load advertising content in advance to ensure a smooth experience. Configure creatives and jump links in the background to support dynamic updating of advertising content 2. Video classification and list page Function: Video category display (such as popular, recommended, category tags). Video list waterfall or grid layout display. Supports search function to quickly find video content. Paging function can be loaded to scroll to load more videos. Supports display of video cover, title, duration and other information. suggestion: The backend provides classification API and video list interface, and the frontend dynamically renders content. Picture and video covers support lazy loading to improve performance. Video data storage supports paging que...
I'm seeking a professional with expertise in malware detection and classification to leverage the MalConv architecture for my project. The primary objective is to classify known malware types using a publicly available malware dataset. Key requirements: - Proficiency in machine learning and specifically in the application of the MalConv architecture for malware classification. - Experience with publicly available malware datasets. - Ability to deliver a robust and efficient classification model. Please note that the specific types of malware to be classified have not yet been determined, so flexibility and a broad understanding of different malware types will be beneficial.
I'm in need of a Keras model that can effectively detect faults in industrial machinery by analyzing noise generated by these machines. The model should classify time series data into three categories: Fault A, Fault B, or Normal. Key Requirements: - The model will work with time series data of length 150. - The goal is to identify faults as early as possible. - The model should be able to maximize the total score based on detection accuracy: each correctly identified fault earns 1 point, while each misidentified fault deducts 1 point. Data Overview: - The training dataset contains approximately 400 time series recordings, while the testing dataset has around 1000. Please note that the testing dataset includes all the data from the training set. - All data is in the form of n...
I require a highly accurate image classification and object detection system for MRI scans using the YOLO algorithm with GhostNet as the backbone. The primary objective is detecting tumors within these scans. Ideal Skills & Experience: - Expertise in machine learning, particularly in object detection and image classification - Extensive experience with the YOLO algorithm and GhostNet - Background in medical imaging analysis, specifically MRI scans - Proven track record of high accuracy in previous projects
I'm seeking a professional for comprehensive data labeling tasks involving both images and text. The primary goal of this project is to prepare this labeled data for training a machine learning model. Key Responsibilities: - Labeling both image and text data - Classifying images into various categories Ideal Skills: - Extensive experience in data labeling - Proficiency in image classification - Knowledge and understanding of machine learning model training This task is crucial for the development of a robust machine learning model. Your attention to detail and understanding of the labeling requirements will be key to the project's success.
I am seeking a Python expert with strong data analysis skills to assist with my scientific data project. Specific tasks include data cleaning, conducting statistical analyses, visualizing results, and comparing different models. Ideal freelancer should: - Be proficient in Python, particularly with libraries useful for data analysis such as numpy, matplotlib, seaborn, and scikit-learn. -...particularly with libraries useful for data analysis such as numpy, matplotlib, seaborn, and scikit-learn. - Have experience with scientific data. - Be capable of performing data cleaning, statistical analysis and model comparison. - Have a strong skill set in data visualization. - Be able to deliver clear and comprehensible visualizations of complex data sets. - familiar with regression and classifi...
