Keras clustering example jobs
I'm in need of a freelancer with robust experience in Natural Language Processing (NLP) techniques and time series analysis. The project revolves around utilising NLP for clustering, developing prediction models and performing time series analysis on Human Resources data. Key Aspects: - Clustering: Identifying distinct groups within the HR data - Prediction Models: Creating models to forecast HR trends - Time Series Analysis: Analyzing HR data across different time periods Ideal Skills and Experience: - Proficient in NLP techniques - Extensive experience in time series analysis - Background in Human Resources data analysis is a plus - Ability to work with variable frequency tables
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...
...secure database for colleges and user data. 6. Optimize search functionality for speed and relevance. 7. Ensure seamless backend and frontend integration with APIs. 8. Students should have a login dashboard to check their application status Required Skills: Frontend: HTML, CSS, JavaScript, React.js/Angular/Vue.js. Backend: Node.js/Django, API development (REST/GraphQL). AI: Python, TensorFlow/Keras, recommendation systems. Database: MySQL, MongoDB, cloud-based storage. Tools: Git, AWS/GCP, Docker/Kubernetes. Preferred: Experience in EdTech platforms, SEO, and payment gateways....
...comprising an encoder and a decoder. • Training: Train the autoencoder on the image patches to learn a compact representation (latent space) of the input data. • Latent Vector Generation: Utilize the encoder to transform each image patch into its corresponding latent vector, capturing essential features in a reduced-dimensional space. 3. Vector Quantization: • Codebook Creation: • Clustering Algorithm: Apply a clustering algorithm, such as K-means, to the latent vectors to form a codebook. Each cluster center represents a code vector. • Quantization: For each latent vector, identify the nearest code vector in the codebook and substitute the latent vector with the index of this code vector. 4. Encoding: • Index Storage: Store the indi...
I'm looking for a graphic designer who can create a series of inspirational quotes, tailored for social media. The project is titled 'hidup keras', which translates to 'hard life' in English. This title serves as a theme, suggesting that the quotes should resonate with people facing challenges and looking for motivation. Key Responsibilities: - Design visually appealing graphics featuring inspirational quotes. - Ensure the quotes are suitable for various social media platforms. - Maintain a consistent aesthetic throughout the project. Ideal Skills: - Proficient in graphic design software. - Strong understanding of social media trends and aesthetics. - Ability to convey deep emotions through design. Please provide samples of your previous work with inspi...
...Cleaning, normalizing, and aggregating raw traffic data. Tech Stack: Python or Java-based preprocessing frameworks. AI Model Input: Real-time traffic data, weather data, road conditions, historical congestion patterns. Output: Predicted congestion, alternate routes, estimated travel time (ETT). Techniques: ML Algorithms: Regression for ETT prediction, clustering for hotspot detection. Deep Learning: LSTMs for time-series data analysis. Frameworks: TensorFlow Lite for Android, PyTorch Mobile. Mobile App Backend Role: Handle data integration, API requests, and communication between the AI model and the app. Tech Stack: Node.js, Python (Flask/Django), or Java Spring Boot. User Interface ...
I'm seeking an experienced data scientist with LSTM (Long Short-Term Memory) model expertise to help me develop an anomaly detection system. The model will be analyzing the movement data of dogs, specifically looking for an...develop an anomaly detection system. The model will be analyzing the movement data of dogs, specifically looking for any unusual patterns or behaviours. Key details: - The data is stored in CSV files. - The primary purpose of the model is to identify anomalies in the movement of dogs. Ideal skills and experience: - Proficient in Python and its data science libraries (Pandas, NumPy, TensorFlow, Keras). - Extensive experience with LSTM models and anomaly detection. - Strong understanding of working with time series data. - Experience in handling and proces...
...distribution of one categorical attribute using a pie plot or bar plot; explore the relationship between two features using a scatter plot; explore the relationship among three features by a scatter plot. 3. Cluster Analysis Describe the process of data transformation and normalization used in cluster analysis. Perform cluster analysis of the data set using some clustering methods (such as k-Means and hierarchical clustering). Implement cluster analysis using Python language. Describe parameter setting, initialisation, stopping criterion and discuss how you choose the optimal number of clusters. Describe the characteristics of each cluster that are generated in cluster analysis. 4. Machine Learning for Classification and their Implementation Describe the workflow...
...experience in Machine Learning to design and deliver a practical 12-week course aimed at participants who want to acquire market-ready skills. Proven expertise in Machine Learning, especially in areas such as predictive modeling, data processing, and supervised/unsupervised learning. Previous experience as a trainer or course designer (online or in-person). Proficiency in tools like Python, TensorFlow, Keras, Scikit-learn, or similar. Ability to clearly explain complex concepts in a practical and approachable manner. Strong teaching skills and a focus on active learning. Must be fluent in Spanish (spoken and written). Design a 12-week structured course with theoretical and hands-on modules. Provide real-world examples and practical projects to ensure skill application. Optiona...
I'm looking for a data analyst skilled in SPSS to help me analyze market research survey data for customer segmentation and descriptive statistics. Key Requirements: - Conduct analysis of market re...help me analyze market research survey data for customer segmentation and descriptive statistics. Key Requirements: - Conduct analysis of market research survey data - Identify and segment customers into demographic, behavioral, and psychographic categories - Compute and interpret mean and standard deviation, frequency distributions, cross-tabulations, PCA, Factor analysis, correlation and clustering Ideal Skills: - Strong proficiency in SPSS - Experience in market research and customer segmentation - Ability to interpret complex data sets - Strong background in statistics and...
I'm in need of a seasoned AI developer to build an advanced software so...incorporate a user-friendly interface into the solution. Specifics of the Project: - The AI solution needs to be compatible with Whole Slide Images (WSI). - The training of the AI model will be conducted using raw images without annotations. Ideal Skills and Experience: - Deep Learning Frameworks: The ideal candidate will have a strong background in using frameworks such as TensorFlow, PyTorch, or Keras. - Model Development: Hands-on experience with Convolutional Neural Networks (CNNs) and Transfer Learning is a must. - UI/UX Design: Prior experience in user interface design is an advantage. This project is a unique opportunity to contribute to a critical health solution, and I look forward to seeing ...
This is for a food catering service. Looking at the logo should evoke a craving and create an irresistible urge to order the food. I want the logo to look very similar to the example provided. The main difference is that instead of "YummyPella," it needs to say "YummyPaella" with an "a" between P and e. Maintain the current look and feel. Additionally, create a version of the logo that includes only the letter "Y" and the shrimp on top. The deliverables include both logos in HD, in photoshop with layers and a version in black and another in white.
...Report: A detailed report including: Problem definition and project scope. Dataset description and preprocessing steps. Model architecture and training methodology. Results and evaluation metrics. Challenges faced and solutions implemented. Requirements: Strong experience in machine learning and deep learning, specifically in CNNs. Proficiency in Python and relevant libraries (e.g., TensorFlow, Keras, OpenCV). Knowledge of real-time inference techniques. Experience in working with gesture recognition or sign language projects is a plus. Additional Information: The project should be completed with clean and modular code. Detailed comments and documentation within the code are essential. The freelancer should be available for discussions and feedback sessions....
...PDF, or plain text). The texts have already been graded (Sahih, Da'if, Hasan, etc.), so your role is to organize and remove duplicates. - **Tasks**: - **Text Compilation**: Organize the Hadiths into an accessible format (preferably a database or a well-structured document). - **Deduplication**: Identify and remove duplicate Hadiths using AI-based text processing tools (e.g., NLP, clustering) to ensure only unique entries remain. - **Text Grading**: Retain the graded status of each Hadith (Sahih, Da'if, Hasan) and ensure it's clearly marked. - **Data Organization**: Organize the Hadiths by categories (e.g., topics, authenticity) for easy reference and future use. - **Final Deliverable**: A clean, organized, and deduplicated text file or database...
I am looking for a data scientist and a writer with experience in machine learning, particularly with Bi-directional LSTM deep learning algorithms. Your task will be to write an article suitable for journal publication on air pollution prediction using PM2.5 ...should be as beginner friendly as possible to avoid suspision. the journal/article should be published in websites where more b tech final year students upload their article not on some international websites except google scholar,springer,etc should be completed within a time span of 20 days Ideal candidates will have: - Proficiency in Python and familiarity with libraries such as TensorFlow or Keras. - Experience with data visualization tools. - Strong academic writing skills. - Previous publication in a scientific journal ...
...Report: A detailed report including: Problem definition and project scope. Dataset description and preprocessing steps. Model architecture and training methodology. Results and evaluation metrics. Challenges faced and solutions implemented. Requirements: Strong experience in machine learning and deep learning, specifically in CNNs. Proficiency in Python and relevant libraries (e.g., TensorFlow, Keras, OpenCV). Knowledge of real-time inference techniques. Experience in working with gesture recognition or sign language projects is a plus. Additional Information: The project should be completed with clean and modular code. Detailed comments and documentation within the code are essential. The freelancer should be available for discussions and feedback sessions....
...performance using metrics like accuracy, precision, and recall, comparing results with expert dental evaluations. Dataset: The dataset consists of high-resolution IOPA X-ray images collected from dental clinics, formatted as JPEG/PNG files. Preferred Skills: Experience with Python, TensorFlow, or PyTorch Knowledge of computer vision and medical imaging Familiarity with tools like OpenCV, Keras, or similar frameworks Experience in preprocessing and working with radiographic images is a plus Budget: Open to proposals, looking for a cost-effective solution. Timeline: We expect the project to be completed within 3-5 weeks. Deliverables: A fully functional model for root canal detection Documentation on implementation, usage, and model evaluation Sou...
I'm working on a machine learning project that involves classification, regression, and clustering. I need help with writing an informative essay about it, focusing specifically on a historical event. The ideal candidate for this project should have: - Strong understanding of machine learning concepts and techniques. - Excellent writing skills, especially in crafting informative essays. - Ability to relate machine learning concepts to historical events. - Background in Computer Science or related field. - Experience in performing and integrating historical research into technical writing. I look forward to collaborating with a freelancer who can help me convey the intricacies of this project in an engaging and informative manner.
Join the Revolution in Tech Education! Taras Systems and Solutions is on a mission to empower the next generation of tech leaders. We’re looking for visionary freelance trainers who are ready to share their expertise and inspire minds in the most exciting tech domains: Categories We’re Hiring For: AI & ML Algorithms with Python Master clustering, regression, ML/DL, computer vision, NLP, and more. Full Stack Development From Spring Boot to React JS, shape the web with Python/Java, JPA, JWT, and MySQL. Bootstrap & Power BI Merge design and data for visually stunning insights. Embedded Systems Work with TI Boards, STM controllers, Linux, and cutting-edge embedded tech. Cloud Computing Teach AWS, Python, Terraform, and cloud-first solutions. Blockchain B...
I'm looking for a website designer who can create a multi-page layout similar to Example A, specifically incorporating its layout structure. Key Requirements: - Ability to mimic the layout structure of Example A - Expertise in multi-page website design - Familiarity with responsive design principles to ensure the site is mobile-friendly Ideal Skills and Experience: - Proven track record of website design - Strong understanding of layout structures and design principles - Ability to deliver high-quality, visually appealing designs
I want to create a few lines of code related to a PineScript TradingView strategy based on one TradingView indicator. Basically, I need the and the based on conditions that I will provide. Please, only answer if you have experience in TradingView and PineScript.
Spyglas,VCS,DC,DFT,Verdi,Catapult,Synplify,VerilogXL,Virtuoso,Xcelium,Spectre,Allegro,Vivado,Quartus,ModleSim, Matlab,Octave,Signal Generator,Logic Analyzer,Anaconda,Tensorflow,Keras,Darknet ,notepad++. Language mastery: Verilog,SystemVerilog,UVM,C,C++,VHDL,Python,Firmware etc. Familiar with using: Linux, Windows,Unix,MS-DOS,FreeRTOS. PreviousFields: AISC/IP/IC design,SOC design/verification,FPGA Design/Verification and debugging,AI (especially deep learning),complex digital systems,complex communication systems,mixed digital and analog systems. Work experience focused in Beijing China 5+ years of ASIC experience and 10+ years of FPGA experience, experienced Senior Technical Lead with a demonstrated history of working in the semiconductors industry. Part of 5+ tape outs....
? Join the Revolution in Tech Education! ? Taras Systems and Solutions is on a mission to empower the next generation of tech leaders. We’re looking for visionary freelance trainers who are ready to share their expertise and inspire minds in the most exciting tech domains: ? Categories We’re Hiring For: 1️⃣ AI & ML Algorithms with Python Master clustering, regression, ML/DL, computer vision, NLP, and more. 2️⃣ Full Stack Development From Spring Boot to React JS, shape the web with Python/Java, JPA, JWT, and MySQL. 3️⃣ Bootstrap & Power BI Merge design and data for visually stunning insights. 4️⃣ Embedded Systems Work with TI Boards, STM controllers, Linux, and cutting-edge embedded tech. 5️⃣ Cloud Computing Teach AWS, Python, Terraform, and cloud-first solutions....
...data. Provide clear documentation of the model development process, including data preprocessing, model architecture, and evaluation. Collaborate with our team to integrate the prediction model into a gold trading website. Requirements: Proven experience in machine learning and deep learning, specifically in time-series forecasting. Proficiency in Python and libraries such as TensorFlow, PyTorch, Keras, or equivalent. Experience with financial or commodity price prediction models is a plus. Strong knowledge of data preprocessing techniques for time-series data. Ability to explain and document technical concepts clearly. Familiarity with concepts like LSTM, GRU, or SGRU is preferred. Strong problem-solving skills and attention to detail. Deliverables: A trained and validated gol...
Need to create a new website this is my current website and this is example I want the same Quality like example all graphics needs to be like the example as well write " GREEN " in your bid if u can do
I'm looking for an expert in neural networks for a predictive modeling project. The focus will be on working with structured data, specifically tabular data. The ultimate goal is to develop a model that can generate regression values. Ideal Skills: - Proficiency in neural networks and predictive modeling - Experience with structur...modeling project. The focus will be on working with structured data, specifically tabular data. The ultimate goal is to develop a model that can generate regression values. Ideal Skills: - Proficiency in neural networks and predictive modeling - Experience with structured, tabular data - Skills in generating and interpreting regression values - Familiarity with Python and libraries like TensorFlow or Keras - Strong statistical analysis and problem...
...through experimentation, hyperparameter tuning, and model evaluation Stay updated with the latest AI and machine learning research trends to apply cutting-edge technologies and techniques. Implement best practices in coding, version control, and continuous integration for AI/ML projects. Required Skills & Qualifications: Experience with machine learning frameworks (e.g., TensorFlow, PyTorch, Keras, Scikit-learn). Troubleshoot and resolve issues related to machine learning models and AI applications Bachelor's or Master's degree in Computer Science, Engineering, Mathematics, or a related field Strong proficiency in programming languages such as Python, Java, or C++ Solid understanding of AI techniques, including supervised and unsupervised learning, reinforcement ...
...through experimentation, hyperparameter tuning, and model evaluation Stay updated with the latest AI and machine learning research trends to apply cutting-edge technologies and techniques. Implement best practices in coding, version control, and continuous integration for AI/ML projects. Required Skills & Qualifications: Experience with machine learning frameworks (e.g., TensorFlow, PyTorch, Keras, Scikit-learn). Troubleshoot and resolve issues related to machine learning models and AI applications Bachelor's or Master's degree in Computer Science, Engineering, Mathematics, or a related field Strong proficiency in programming languages such as Python, Java, or C++ Solid understanding of AI techniques, including supervised and unsupervised learning, reinforcement ...
I'm in need of a specialist who can integrate PayPal for marketplaces into my website or app. Your expertise should not just be in PayPal Business, but specifically in the intricacies of PayPal for Marketplace. I will need to see an example in your proposal where you have done this, otherwise please don’t apply I will not reply to your proposal.
I need a data scientist to help analyze customer spending patterns and interaction data for AllLife Bank. The aim is to identify distinct customer segments using clustering algorithms. The final outcome should be recommendations for improving our marketing campaigns and service delivery based on the identified segments. Everything is done. Just have to make the business report. Interest one please let me know.
I'm in need of a seasoned AI developer to build an advanced software so...incorporate a user-friendly interface into the solution. Specifics of the Project: - The AI solution needs to be compatible with Whole Slide Images (WSI). - The training of the AI model will be conducted using raw images without annotations. Ideal Skills and Experience: - Deep Learning Frameworks: The ideal candidate will have a strong background in using frameworks such as TensorFlow, PyTorch, or Keras. - Model Development: Hands-on experience with Convolutional Neural Networks (CNNs) and Transfer Learning is a must. - UI/UX Design: Prior experience in user interface design is an advantage. This project is a unique opportunity to contribute to a critical health solution, and I look forward to seeing ...
My budget is fixed. Kindly do not send a bid if you do not agree to the budget. I need an AI bot that acts as a resource optimization advisor (in farming sector). This project involves developing a custom AI model that utilizes advanced classification and clustering techniques. Tips: It is important to note that this bot supports Extension Agents working with farmers. Sample app: Attached is an interface section I'd like to see. Also note that this app is to be used as a practical, not really made for an organization.
...By leveraging OCR and Machine Learning, we aim to reduce manual data entry errors, improve efficiency, and create structured outputs for seamless ERP integration. Objectives - Scan Supplier Invoices: Develop a system that can accept scanned images or PDFs of supplier invoices. - Data Extraction: Utilize OCR with Machine Learning to accurately extract key information from the invoices, For example: - Vendor Name - Invoice Number - Invoice Date - Total Amount - Line Items (Description, Quantity, Price) - Tax details - Other details - Output Format: Generate structured output files in both CSV and XML formats for easy import into our ERP system. - Error Handling: Implement validation checks to ensure data accuracy and flag any discrepancies for review. - User Interfa...
Here is exactly what is in my mind to do: Application should be Android. You will be working on creating an AI bot that acts as a resource optimization advisor (in farming sector). This project involves developing a custom AI model that utilizes advanced classification and clustering techniques. My primary focus is on ensuring that the app is functional, with seamless integration of the AI model, effective application or website design, and robust database integration. Additionally, you are to provide well-structured source code with detailed comments to facilitate understanding and maintenance. One of the main concerns is the input and output functionality of the bot. You will ensure that users can easily input relevant data and receive clear, actionable insights in return, tha...
...Object Storage: Multi-site replication with at least three monitor nodes per site. Block Storage: IOPS and latency specifications, QoS policies, replication, and snapshot management. Networking VXLAN Implementation: VTEP setup, overlay design, MTU specs, control plane architecture. IPv4/IPv6 dual-stack support. Administration RBAC admin portal. DHCP, DNS, IPAM, and routing topology. Compute Host clustering, resource allocation, instance sizing, and auto-scaling. Image catalog management with version control. Monitoring Metrics collection and alerting thresholds. Deliverables Documentation: Architecture document. Network diagrams. Implementation runbook. Performance Standards: 99.99% availability. Storage latency under 5ms. Recovery Point Objective (RPO): < 15 minutes. Recove...
I have a dataset consisting of integers and I need a proficient deep learning professional to assist me in developing a model that can predict 8 binary labels based on 26 numerical features. The model should achieve an accuracy of at least 90%. I prefer the use of a ResNet model for this task. Key Requirements: - Justification for the choice of the deep learning mod...communication I have specific steps for preprocessing this dataset. The steps include normalization, standardization, feature engineering, and general data preprocessing. Hence, I am not in need of suggestions nor will I handle the preprocessing myself. Please note, there is no preferred framework for this project. Your expertise in any deep learning framework such as TensorFlow, PyTorch or Keras will be greatly ap...
...Excel with: Keywords with search volume Keywords without search volume ("Nulls") Statistics and metrics Technical Details: Python 3.10+ Main libraries: BeautifulSoup4, OpenAI, Anthropic, Pandas Caching system for URLs and keywords Rate limiting for API access Error handling and retry mechanisms Logging system for debugging Extension Possibilities: Enhanced content analysis (NLP, topic clustering) Competitor analysis functions API endpoints for external integration Improved GUI with more configuration options Configuration Requirements: API keys in .env: CopyOPENAI_API_KEY=... CLAUDE_API_KEY=... SISTRIX_API_KEY=... Debug level and output format in Adjustment of prompt templates for specific use cases Next Steps for Developers: Test URL processing with variou...
Project Description: I am looking for a designer to create a badge/stamp based on the provided example. The stamp will be used on a website to highlight the quality and popularity of a product. Requirements: The stamp must include the following German slogan: “Empfohlen von tausenden Käufern aus Deutschland und Österreich” The design must incorporate two flags: German flag Austrian flag The badge should be visually appealing, professional, and suitable for use on a website. Final files should be delivered in the following formats: PNG (with transparency), JPG, and a vector format (e.g., SVG or AI). Additional Information: I will provide an example design for inspiration. The badge should convey professionalism and trustworthiness to website visitors....
thank you for being here; Here is code Would appreciate if this could be done within 2 hours, and ideally we can keep the hourly budget to a maximum of $10. I'm hoping this can be a quick task, so that we can establish a good working relationship and potentially collaborate in the future. terraform apply runs If aws vars are ready “use them” and "run code" and "proceed" if not then check If vault vars are ready “use them” ” and "run code" and "proceed" If neither vault or aws vars exist then exit Would appreciate if this could be done within 2 hours, and ideally we can keep the hourly budget to a maximum of $10. I'm hoping this can be a quick task, so that we can establish a good working relationship...
...expert to develop a clustering model. This is a historical dataset with betting records from different accounts. Most accounts are not individual players but may belong to a specific group with similar betting behaviors. Please classify them accordingly. (Please check it in files callled ) Detail Rules: 1. Each miner_uid should belong to one and only one group. 2. If a group has fewer than three uids, merge those uids into an 'others' group. 3. There should be at least five groups, but no more than fifteen. 4. What I need is a uid-to-group mapping, a visualization of the classification results, the model training process, and the code for the model itself that can be used. 5. The task will be considered successfully completed if the clustering model achieves 80...
...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 working on complex image processing and ML projects. 2. Programming Skills: Proficient in programming languages such as Python, C++, and MATLAB. Experience with deep learning frameworks like TensorFlow, PyTorch, or Keras. 3. Algorithm Expertise: Strong understanding of computer vision algorithms and techniques, including but not limited to convolutional neural networks (CNNs), object detection (e.g., YOLO, Faster R-CNN), image segmentation (e.g., U-Net), and feature extraction. 4. AI/ML Knowledge: In-depth knowledge of machine learning principles and experience with supervised, unsupervised, and rei...
...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 working on complex image processing and ML projects. 2. Programming Skills: Proficient in programming languages such as Python, C++, and MATLAB. Experience with deep learning frameworks like TensorFlow, PyTorch, or Keras. 3. Algorithm Expertise: Strong understanding of computer vision algorithms and techniques, including but not limited to convolutional neural networks (CNNs), object detection (e.g., YOLO, Faster R-CNN), image segmentation (e.g., U-Net), and feature extraction. 4. AI/ML Knowledge: In-depth knowledge of machine learning principles and experience with supervised, unsupervised, and rei...
I need a deep learning specialist who can help me implement a surrogate model based on a research paper, but using a different dataset. This project will involve: - Utilizing both MATLAB and Python (Spyder) programming environments. ...a different dataset. This project will involve: - Utilizing both MATLAB and Python (Spyder) programming environments. - Employing a custom dataset for model training and validation. - Creating and optimizing scattering parameters using the model. Ideal candidates should have a robust understanding of deep learning frameworks, with preference given to those skilled in TensorFlow, PyTorch, and Keras. Prior experience with surrogate models and custom datasets will be a significant advantage. In short implement paper as it is using different dataset c...
I need one Page in Wordpress to be created from an example ! Urgent work only under 12 Hours , please dont bid when you can make it in this time ! Requirements: Rearranging content based on the provided template Adjusting font sizes and colors according to specific instructions Familiarity with web design platforms Elementor Effective communication and adherence to deadlines If you are interested and have the necessary skills, please send me a message with your portfolio and an estimate of the time required for completion. I look forward to your proposals! Price and Time !
I have results from three clustering models that I need explained. The models utilize K-Means, DBSCAN, and DTW_K_MeansVisualization. I'm looking for an expert with experience in data analysis and machine learning who can provide a step-by-step walkthrough of the results in a clear and concise manner. The explanation should be presented in a set of slides that I can share with my team. Skills and experience required: - Expertise in clustering algorithms - Proficiency in creating presentation slides - Ability to explain complex concepts simply - Experience with K-means, DBSCAN, and DTW_K_MeansVisualization - Background in data analysis and machine learning.
I'm seeking a skilled data analyst who is experienced with K-Means clustering. The task will involve analyzing a dataset that has been processed by the K-Means algorithm. This includes identifying and interpreting the various clusters, exploring their properties and significance. You'll also need to calculate the Euclidean distances between cluster centroids and provide insights into the relationships between the different clusters. Your deliverables should include: - A detailed report of your findings. - A guide outlining the methodology and processes you used. - Visual representations of the data. - Clear, concise explanations of your findings. Proficiency in Python, R, or a similar statistical tool is preferred. Ideally, I'm looking for someone who can help unco...
...data (e.g., remove stop words, special characters, and duplicates). - Standardize data for language and spelling variations in reviews from different countries. 2. Sentiment Analysis: - Perform polarity scoring using pre-trained models (e.g., VADER, BERT). - Visualize sentiment polarity as histograms and pie charts for each country. 3. Topic Modeling with LDA: - Use LDA for clustering reviews into topics. - Interpret topics to identify factors influencing user sentiments (e.g., usability, pricing, security). - Visualize topic distribution using pyLDAvis or similar tools for better interpretability. 4. Cross-Country Insights: - Analyze LDA topics and sentiment trends country-wise. - Highlight country-specific unique features, issues, or cul...
...Random Forest, Gradient Boosting) and justify its use. 4. Evaluation and Insights: Evaluate the model with metrics such as MAE, MSE, and RMSE, and provide actionable business recommendations based on the predictions. Or Option 2: Freelancer-Suggested Machine Learning Use Case • Suggest and implement an alternative project relevant to business analytics, such as: • Customer Segmentation: Use clustering methods to group customers and recommend marketing strategies. • Customer Churn Prediction: Predict churn and provide strategies for improving retention. • Other Business Analytics Problems: Any innovative application of machine learning to solve real-world business challenges. • Key tasks for the alternative project: 1. Propose the problem, datase...
I'm in need of a Python expert to develop a clustering model. This is a historical dataset with betting records from different accounts. Most accounts are not individual players but may belong to a specific group with similar betting behaviors. Please classify them accordingly. (Please check it in files callled ) I offered half of the ground truth, could use it for validation. but dont overfitting it is easy to tell since i will need the entire code. if you find it easily to train a model that works. that mean you are suitable, just dm me. Detail Rules: 1. Each miner_uid should belong to one and only one group. 2. If a group has fewer than three uids, merge those uids into an 'others' group. 3. There should be at least five groups, but no more than fifteen. 4.
