Keras clustering example jobs
I need help with optimizing and deploying an MLP model using Keras for time series prediction. The tasks include evaluating the current model with RMSE and MAE, performing hyperparameter tuning, and implementing cross-validation. Additionally, I need scripts to save and load the trained model and a Flask web service to serve the model and handle new data predictions. Proficiency in Python, Keras, TensorFlow, and Flask is required. Deliverables include an optimized model, scripts, a Flask web service, and documentation. Please share your relevant experience and a timeline for completion. Budget 50 CAD
I need an AWS SageMaker expert to assist with training a clustering model with a dataset that falls in the 1GB to 10GB range. As an expert in AWS SageMaker, you will: - Help in setting up the training of a clustering model in AWS SageMaker - Optimize the model training process to ensure efficiency and accuracy - Provide guidance on best practices for training clustering models within the specified dataset size Ideal skills and experience for this project include: - Proven experience with AWS SageMaker, specifically in training clustering models - Strong knowledge of machine learning, specifically clustering - Able to work with datasets within the 1GB to 10GB range - Excellent problem-solving skills to optimize the model training process.
Please send me a link to some of your work for examples of a motivational video. I am not looking for long videos. Very short 10 to 25 second reels. Thank you. ____ I'm in need of a talented individual who can transform my personal raw videos into captivating motivational reels. These will be targeted at professionals, aiming to inspire and uplift them through my story and experiences. Key Responsibilities: - Edit and produce high-quality social media reels from the raw videos provided. - Ensure the content is engaging, motivating, and resonating with a professional audience. Ideal Skills and Experience: - Proficiency and experience in video editing, specifically for social media platforms. - A good understanding of what resonates with a professional audience and how to present ...
...outdated MySQL databases to the latest versions and optimize their performance. - Implement database replication, clustering, and failover strategies for high availability. - Work with NoSQL databases like MongoDB, Redis, and Cassandra, and ensure their optimal performance. - Update from Laravel 5.3 to Laravel 11, including all dependencies, and secure the codebase. - Manage application dependencies using tools like Composer for PHP and npm/yarn for NodeJS. - Optimize SQL queries and database schemas for improved performance and efficiency. - Implement indexing, query optimization, and database tuning practices to ensure fast and reliable database operations. 6. Kubernetes and Clustering: - Update and manage Kubernetes clusters using Google Kubernetes Engine (GKE) or equi...
...develop a cutting-edge RNN-based model. This model will be utilized exclusively for clustering time-series data. The aim is to effectively group data points based on patterns and cycles within a given timeframe. Your primary responsibilities will be: - Implementing an RNN-based deep learning model for time-series data - Developing a clustering algorithm capable of grouping data points effectively - Ensuring the model's accuracy is robust and reliable Ideal candidates will have: - Proven experience in deep learning, particularly recurrent neural networks - Expertise in time-series data analysis, with a strong understanding of the inherent challenges and nuances - A track record of developing effective clustering algorithms - Strong programming skills, parti...
...primary goal of this project is to implement a Long Short-Term Memory (LSTM) model using Keras for time series forecasting. - **Data Sources:** The model will be trained on malware detection data, making it crucial for the freelancer to have experience working with security-related datasets and understanding the challenges specific to this domain. - **Expected Deliverables:** - A well-constructed LSTM model that can achieve a high level of accuracy in time series forecasting. - A comprehensive comparison between the performance of the deep learning model and traditional clustering algorithms in the scenario of malware detection. The ideal freelancer for this project should have: - Proficiency in Keras and LSTM model implementation. - Experience in time serie...
...improve the models based on system performance metrics and user feedback. Documentation: Document the development process, model architectures, integration steps, and evaluation results. Provide detailed guides for both technical maintenance and user instructions. Skills Required: Strong experience in data science and machine learning Proficiency in Python and its libraries (TensorFlow, Keras, Pandas, NumPy) Experience with CNNs and YOLO algorithm for image recognition Knowledge of natural language processing and API integration (preferably with ChatGPT-4) Strong problem-solving and analytical skills Good communication and documentation skills Familiarity with Flask for backend development Familiarity with React for frontend development Expe...
As a client obsessed with accuracy, I am on the hunt for a knowledgeable freelancer to develop a new clustering algorithm. Primarily, this algorithm must significantly improve data accuracy. This algorithm will deal specifically with time-series data. Therefore, experience and expertise in time-series-based algorithms is essential for success in this project. We will utilize Recurrent Neural Networks (RNNs) as our preferred method of deep learning in creating this algorithm. Hence, the ideal candidate will show high fluency in implementing RNNs. To summarize, the successful freelancer for this job will have: • Familiarity with constructing clustering algorithms • Proven experience in handling time-series data • Proficiency in RNN-based deep learning model ...
...work in similar projects While applying, keep in mind: - Detailed project proposals - Demonstration of past work - Qualifications and experience in the sector PROVIDE SAMPLES OF LIVE COMPLETED WORK THAT IS SIMILAR TO THIS PROJECT. Overview We require the development of an application that uses machine learning for incoming invoices and receipts. Combining regression, classification, and clustering, the output is to establish a repository of purchases and create predictive analytics for future transactions. All invoices and receipts are received via email and the transactions need to be saved into the database. Scalability is integral to the design, as we expect to process over 100,000 transactions per day. To ensure you have read this scope, please include the word �...
...drawing, reducing processing times and enhancing efficiency. Product Variant Generation System: Using deep learning techniques, we plan to develop an AI system that analyzes past projects to generate optimal design proposals. This system will assist junior designers by suggesting modifications or variations that best suit the specific requirements of new projects. We have identified TensorFlow with Keras and Python as the preferred technologies for developing these programs and interfaces. However, we are open to other recommendations that better suit our needs. We are reaching out to inquire if your team has the expertise and interest to collaborate on these innovative projects. Your AI, machine learning, and CAD systems integration skills could perfectly fit our requirements...
...System operating (Automation of Recurring task) 1) Data Science -Excel for data analysis and All Calculation, multilevel compensation plan calculation, accounting software (taxes, P@L, Etc.) 2) VBA Programming = System Managements - Event-driven Programming , Automation workflow System - Automation Calculation - Automation Loop , Automation handler (- Machine Learning : Algorithms, regression, clustering ) IGNORE , MAYBE FUTURE (- Data Mining ) – IGNORE , MAYBE FUTURE - Database Center – Store&Event Driven Automation each Independent Database - Generator Report, the 6 File Excel Format(Invoice Etc.) - Notification Alert reminder for action due to date or neglected - Risk & Lost assessment: fault, Risk and failure detection - Other functionalities to prefect t...
I'm looking for a skilled data scientist with experience in predictive modeling to develop ...model. The goal is to detect Cardiomegaly from chest X-ray images. Key Details: - The model will be trained on labeled data. - A deep understanding of machine learning, particularly predictive modeling, is crucial for this project. - Knowledge of medical imaging, specifically in cardiology, will be a big plus. - Expertise in Python and popular machine learning libraries such as TensorFlow, Keras, or PyTorch is essential. - Use web app I'm seeking a professional who can effectively tackle this specific problem and deliver a robust predictive model for Cardiomegaly detection. small data set (just for reference):
I am in need of a skilled graphic designer who can create minimalist-inspired mockups for a series of notebook refills, based exactly on the example i attach (replication). I created the attached file in Canva, to provide the file as a guide of what the designer should prepare. What i need is a professional approach and professional files. Below a link of a video of a sample i printed based on the Canva example i designed. These files will be used by the printing company to produce notebooks in 3 different dimentions (A4, B5, A5) and 3 different types (plain inner pages, rulled inner pages, dotted inner pages). The files i expect are 21 indipendent open pdf files and the relative AI file or 1 file per dimention: - A4 Front Cover
I'm looking for a...the images is yet to be determined. - You should be able to understand the task of image classification and implement a solution using ML/DL techniques. Ideal Skills and Experience: - Proven experience in image classification projects using ML/DL. - Ability to work with a smaller dataset and optimize model performance. - Proficiency in popular ML/DL libraries and frameworks like TensorFlow, Keras, scikit-learn, etc. - Strong understanding of neural networks and their applications in image classification. - Excellent communication skills and ability to explain complex technical concepts in a clear and concise manner. Able to use cloud ML platforms such as Azure ML If you think you have the skills and experience to help me with this project, I'd lo...
We are in need of a Proxmox specialist to establish a robust technological base for our Windows OS hosting and outsourcing services. Key Tasks: - Create a logical clustering architecture within the Proxmox environment. - Develop a comprehensive disaster recovery plan. - write the rights scripts Skills and Experience Required: - Profound Proxmox Hetzner skills. - Strong knowledge of Windows OS, with a focus on hosting and outsourcing services. - Expertise in Proxmox network and Hetzner Cloud (hcloud) integration. This is an integral part of my business operations and thus, the specialist will need to be thoroughly versed in crafting and managing Proxmox networks, particularly within Hetzner environment. Understanding of Hetzner Cloud (hcloud) integration will be a key factor to ...
...the project. ******************************************************************* If you are familiar with AWS programming, this should be a simple task for you. I have included an example C# solution using AWS Transcribe that I need to be working. Example Program: AWS Transcribe documentation: Requirements: • I will create a new AWS free account and will supply credentials. • In my AWS account, configure any IAM role/policy/user/credentials needed to run the example program. • Change the example program to accept credentials (accessKey/secretKey) as arguments passed to the executable. • Ensure that the corrected code successfully converts the speech in the audio file to text
"I am actively seeking a designer who possesses a profound understanding of branding. Proficiency in Maya, Adobe Suite, 3D Studio Max, and general image editing skills are prerequisites for this role. The brand in question is already well-established; however, it requires a sophisticated refinement while maintaining its appeal. Specifically, this project involves the design of a spirit label. If you lack the aforementioned skills, I kindly request that you refrain from applying or if you are trying to give the work to someone else. When I'm available online, I can provide further clarification. Please understand and NDA will be required to sign.
If you are familiar with AWS programming, this should be a simple task for you. I have included an example C# solution using AWS Transcribe that I need to be working. Example Program: AWS Transcribe documentation: Requirements: • I will create a new AWS free account and will supply credentials. • In my AWS account, configure any IAM role/policy/user/credentials needed to run the example program. • Change the example program to accept credentials (accessKey/secretKey) as arguments passed to the executable. • Ensure that the corrected code successfully converts the speech in the audio file to text using the AWS Transcribe service. Deliverables: • All source code • Instructions
I need a minimal working example of PPPOS in IDF framework v4.4.7. The requeriments are: - Minimal example with SIM800L modem. - Create and configure esp_netif for PPP (create the driver, and task to receive data from modem and send to esp_netif) - Configure the modem via AT commands (PPP conection ATD*99#) - After succesfull connection, make a http request for testing. The most important thing: DO NOT USE esp_modem component. The example must do not use any component, simply the esp_netif API.
I'm in need of skilled machine learning developers with experience in SpringBoot and Scala. Your primary responsibility will be: - Training and tuning a clustering model. We are planning to apply this model for customer segmentation purposes. As such, the ideal candidate should: - Have previous experience in creating clustering models. - Understand the dynamics of customer segmentation. - Be proficient in data cleaning and preprocessing. - Have experience integrating and deploying machine learning models. You should be able to translate technical requirements into effective machine learning solutions and measure the effectiveness of the model's performance.
I have collected the dataset in CSV format and now require an expert to develop a multi-class logistic regression model for me. Key requirements: - The dataset is ready and available in CSV format which can be use...Key requirements: - The dataset is ready and available in CSV format which can be used for the model. - You should have expertise in developing logistic regression models for multi-class classification. - Proficiency with Python is a must as I prefer the model to be developed using this language. Technical Requirements: Proficiency in Python and familiarity with libraries such as NumPy, Pandas, Keras, and TensorFlow. Knowledge of statistical learning, logistic regression, and gradient ascent optimization. Ability to write clear and concise documentation and well-comme...
I'm in need of a skilled professional to help me set up a high availability cluster for my web servers using Nginx. The primary goal for this cluster is to ensure load balancing, allowing for optimal performance across the servers. The ideal candidate will have experience in server clustering, particularly with Nginx, and will have a deep understanding of load balancing methodologies. You should also be familiar with high availability setups and be able to ensure a seamless failover process in the event of any server failure. The project will require a methodical approach and a strong attention to detail, ensuring that the cluster is set up correctly and is able to function effectively.
I'm seeking an expert in Excel analytics. This project involves working with existing but undisclosed business data to help me understand and optimize the business's ...understand and optimize the business's performance through indicators like KPIs. The freelancer's task encompasses: - The creation of robust dashboards that effectively communicate KPI outcomes. - The execution of classification analysis to differentiate key data points. - Clustering the data into discernable patterns to aid business decision making. Ideal skills for this job include Excel proficiency, data analytics experience, and an understanding of key business metrics such as KPIs, dashboards, classification, and clustering. A background in business data analysis and the ability to a...
...integrating the system into various applications or platforms. Skills Required: - Proficiency in natural language processing (NLP) techniques, including sentiment analysis and emotion recognition. - Strong background in deep learning, particularly convolutional neural networks (CNNs) and recurrent neural networks (RNNs). - Experience with machine learning frameworks such as TensorFlow, PyTorch, or Keras. - Expertise in image processing and computer vision techniques for emotion recognition from visual data. - Familiarity with audio signal processing methods and speech emotion recognition. - Ability to implement and optimize multi-modal fusion strategies. - Knowledge of explainable AI techniques for model interpretability. - Experience in deploying AI models in production environ...
I'm seeking a Junior AI Oracle Developer to assist with market trend analysis in the cryptocurrency space. The primary focus for this project is Python. Key Responsibilities: - Utili...for market trend analysis in the cryptocurrency sector. - Conduct in-depth research and data analysis to inform these models. - Regularly report on market trends based on AI insights. Ideal Candidate: - 1-2 years of experience in AI and Python. - Strong understanding of market analysis and trends, particularly within the cryptocurrency sector. - Prior work with Solidity, TensorFlow, PyTorch, or Keras would be beneficial but not essential. - Ability to adapt and learn quickly in a fast-paced environment. Please be prepared to share examples of your work or portfolios that showcase your skills ...
I'm in search of a skilled machine learning developer with expertise in GPT (Generative Pre-trained Transformer). My goal is to have an AI model that can both ...My goal is to have an AI model that can both correct and standardize postal addresses. The addresses will be provided in CSV files and the output of the model should be accessible via an API for integration into our system. Key requirements: - Proficiency in machine learning with a focus on GPT - Experience in addressing data correction and standardization - Transformers - Pytorch, TensorFlow, Keras, Pandas, Numpy, seaborn, Matplotlib The ideal candidate will have a proven track record of developing AI models, particularly in the realm of addressing data, and be able to provide a detailed timeline for the completion ...
Seeking a WordPress developer capable of the following tasks. This is a one-time job with potential for ongoing work: Implement link redirection from service cards on the...sections within the service page (create links to each section). Incorporate images/icons into sub-services sections of the service page; currently, it's text-only. Integrate icons/images that match brand colors into both the homepage and service page; currently, most icons do not align with brand colors. Fine-tune and align elements on the homepage and service page; currently, there are issues with clustering and misalignment of elements on these pages. Open to additional suggestions and improvements from the developer's side (optional). The budget for this work is $100, with a timeline of 4 days for...
...Responsibilities: Build an interactive dashboard using Tableau. Construct a narrative around the provided case study. Perform various data analysis tasks such as regression, clustering, forecasting, etc. Uncover patterns and changes over time within the data. Develop clear and visually appealing tables, graphs, and dashboards to communicate results and insights. Ensure the reproducibility of the analyzed data. Requirements: Proficiency in Tableau with demonstrable experience in creating interactive dashboards and visualizations. Strong analytical skills with experience in data analysis techniques such as regression, clustering, and forecasting. Ability to construct a compelling storytelling narrative based on data insights. Excellent communication skills. Attention to d...
I need a minimal flutter example app for android. The app must scan Bluetooth Ibeacons. I do not need a complete UI, simply a button to start scan and another to stop scan. The information obtained from beacons can be showed in a textbox. The monitoring of beacons mut be "Ranging" (each transmition of beacon must be received and showed) Is very important the scan continue in background. When the app is minimized or out of focus, the app must launch a foreground service (or the foregrounn service can be allways active on all the life of app) when te foreground service is running, a permanent notification must be showed (android policy to allow foreground service). The app must request all permitions required to user on start. When the app is minimized, and the foreground...
...existing database. - AI Data Analysis: I'd like to incorporate AI data analysis functionality into my service. Specifically, I'm interested in pattern recognition and data clustering. Other Enhancements: - Batch Searching: I need to implement a batch search functionality. - Additional Database Integration: I'm interested in integrating new databases into my service. Ideal Skills and Experience: - Extensive experience in developing and improving online database searching services. - Proficiency in advanced search options, scraping, and AI data analysis. - Strong understanding of pattern recognition and data clustering. - Ability to implement batch searching and integrate additional databases. The ideal candidate will have a solid track record in enhancing...
I'm seeking a skilled Python developer who can aid in creating, training, and testing a Convolutional Neural Network (CNN). Specific context about the desired classification problem and the type of images for training/testing are yet to be determined and will be shared as the project g...will be discussed further after kickoff. For this task, proficiency in Python and familiarity with machine learning and deep learning frameworks are critical, specifically in areas related to: - Python, with emphasis on libraries for data analysis and manipulation (such as Pandas, Numpy), data visualization (like Matplotlib, Seaborn), and machine learning (including Scikit-Learn, TensorFlow, Keras). - Convolutional Neural Networks - Experience with image processing tools and libraries will b...
I am looking for an experienced Flutter developer to create a minimal example that can effectively scan iBeacons for Android. This should be a simple, text-based UI that can display the UUID, major & minor values, as well as signal strength of iBeacons. Furthermore, it's important that the scanner remains functional in the background via a foreground service, providing a simple text notification when interacted with. The detection process must be constant (ranging). Key requirements for the project: - Develop a minimal Flutter app for Android - Ability to scan iBeacons and display UUID, major and minor values, and signal strength - The app should continue to work in the background - Use a foreground service for background function - Provide a simple text notification from...
I'm seeking...project. More specifically, I'm currently using PyCharm and a variety of ML frameworks or libraries to test a range of custom signals. The ideal candidate for this project should possess the following skills and experience: - Proficiency in PyCharm IDE for Python - Familiarity with various machine learning frameworks or libraries, including but not limited to TensorFlow, PyTorch, Scikit-learn, Keras, MXNet, and Caffe - Experience in integrating different ML stacks The top priority is to have this project completed as soon as possible. Be prepared to share your approach and timeline for project completion during our discussions. Your adaptability and ability to handle tight deadlines will be highly valued in this project. Let's test the boundaries of ...
i will be creating a website like the given hellman example
Example style: We - LigoWave provide easy-to-use wireless networking solutions for businesses and communities, ensuring reliable connectivity with advanced technology. We will be releasing new product and we want video showing the highlight features with "Mike" as our older videos had. We no longer have the contacts of older team who did those videos. I am looking for a talented animator to produce a high-quality 2D video that is under two minutes long. Key requirements are: • Skilled in 2D animation. This is a must as it is the style we have chosen for this video. • An ability to produce engaging and captivating content within a short span of time. The video is less than a 1.30min . • An understanding and ability to work
Hi I need to very basic example on how to call a rest api from Aveva using a put command. It should be build importing .net libs.
I'm in need of an expert in Machine Learning with a strong proficiency in Python. The successful candidate will be assisting me with various stages of my project. Key Tasks: - Data Preprocessing: You will be tasked with cleaning, transforming, and preparing the raw data for analysis. - Mo... - Prior experience with data preprocessing, model development, and model evaluation. - Excellent problem-solving and analytical skills. - Strong communication skills to effectively communicate complex concepts. - The ability to understand business objectives and translate them into technical requirements for ML models. - Familiarity with libraries and frameworks like TensorFlow, scikit-learn, Keras, etc. Please provide examples of previous work in the field of Machine Learning and Python...
I...sizable set of numerical data- comprising over 70,000 samples. Your task will be to make use of the training and test data I will provide to yield the most accurate predictions for the test data. Although I'm open to recommendations, my initial thoughts are to base this on Classification or Clustering methodologies. Your expertise in selecting and utilizing the most efficient algorithm is crucial. Requirements include: * Proven experience in machine learning, specifically with Classification and Clustering algorithms * Strong understanding of how to handle and analyze numerical data * Ability to deliver accurate predictions using large datasets. In your bid, please detail your experience with similar projects. Also, your suggestions for the machine learning appr...
I'm seeking a freelancer to assist with the implementation of a small scale natural language processing (NLP) pretraining experiment. We want to experiment with pretraining SLMs on clustered data. Required skills: - Transformers and language models - MOE architecture, including upcycling from dense models - SLM pretraining, using commmon frameworks - large text dataset clustering - Huggingface Your task will be to guide and implement the chosen experiment professionally and effectively. I look forward to your bids.
...developer who is keen on completing and elevating an existing project to new levels of efficiency and user engagement. Your expertise will help us deliver a top-tier product to our clients! SKILLSET 1. **Advanced Programming Skills**: Proficiency in programming languages commonly used in AI development, such as Python, Java, or C++. Knowledge of frameworks and libraries like TensorFlow, PyTorch, or Keras can also be crucial for AI and machine learning implementations. 2. **Experience with Natural Language Processing (NLP)**: Since the application involves analyzing and processing resumes and cover letters, expertise in NLP is essential. This includes familiarity with text classification, sentiment analysis, and machine learning models that handle language data. 3. **Software...
I'm looking for a talented and innovative graphics designer to create a logo from existing example.
I'm seeking a machine learning wizard, proficient in diverse tasks including Classification, Regression, and Clustering. Ideal Candidate: - Expert in Python programming. - Comprehensive experience with prominent machine learning libraries including Scikit-learn, TensorFlow, and PyTorch will be essential. This project will require the development and fine-tuning of diverse machine learning models, hence requiring considerable expertise in the same field. Your role will not only involve model creation but also optimization and performance evaluation. Your ability to handle complex multi-dimensional dataset will be integral in this project. Please only apply if you possess these capabilities and are prepared for a power-packed machine learning project.
...Using the dataset, train, or fine-tune (a pre-trained model) to create an object detector. • Test on the test split of the dataset and report the results. • Show image examples of the detection performance. • Note, all platforms, i.e., mxnet, pytorch, tensorflow (and keras), have pre-trained models. You can use them, but you'll need to fine-tune and show your edits to obtain your own results. TASK 2 • Machine translation and seq2seq modeling • Build a seq2seq model for machine translation (English to French) • Using the example in , build your own model. • The notebook shows how to load the dataset. • Check the for more info. • Use LSTM or GRU, With more than 2 layers and more than 128 hidden units. • Report the l...
...particularly Convolutional Neural Networks (CNN), and experience with popular frameworks like Tensorflow and Keras. The project will revolve around object detection using images as the primary data source. Key Requirements: - Object Detection: The primary goal of this project is to accurately detect objects in images. It is important that the model is able to identify objects of a specific size, so having experience in this area will be crucial. - Deep Learning Expertise: You should be well-versed in deep learning concepts, particularly CNNs. This will be essential in developing an effective object detection model. - Framework Proficiency: Experience working with frameworks like Tensorflow and Keras is a must. You should be able to leverage these tools to implement the ...
I have clustering deep model, I think it is not working properly.
...efficiency, and fuel emission are correct. I then need to apply Principal Component Analysis (PCA), Clustering, and Partial Least Squares (PLS) regression techniques to the data. Key Requirements: - Data Cleaning: Ensuring all values are in their correct form - Feature Selection: Focus on Car model, Engine size, Fuel efficiency, and fuel emission values - Principal Component Analysis (PCA): For dimensionality reduction - Clustering: To identify inherent patterns and groupings within the data - Partial Least Squares (PLS): For regression analysis Ideal Skills and Experience: - Strong proficiency in data cleaning and analysis - Previous experience with Principal Component Analysis, Clustering, and PLS - Expertise in working with large datasets - A background in the ...
...Forest 5. Gradient Boosting Machines (GBM) 6. K-Nearest Neighbors (KNN) 7. Naive Bayes 1. Linear Regression 2. Polynomial Regression 3. Ridge Regression 4. Lasso Regression 5. Elastic Net Regression 6. Support Vector Regression (SVR) 7. Decision Tree Regression 1. K-Means Clustering 2. Hierarchical Clustering 3. DBSCAN (Density-Based Spatial Clustering of Applications with Noise) 4. Mean Shift Clustering 5. Gaussian Mixture Models (GMM) 6. Agglomerative Clustering 7. OPTICS (Ordering Points To Identify the Clustering Structure) Looking forward to seeing your proposals!...
