Encoder decoder lstm keras işler

Kaggle dan sınıflandırma üzerine bir dataset seçilecek. 1. Size tahsis edilmiş veri setini, tanımlanmış sınıflandırma problemini çözmek için Training, Validation ve Test olmak üzere üçe ayırın. 2. İlk olarak “common sense baseline” denilen ve tasarladığınız modelin yenmesi gereken ve basit bir mantıkla üretilen minimum başarı oranını belirleyin ve açıklayın. 3. Keras ortamında kendinize ait bir Convolutional Neural Network (CNN) modeli tasarlayın. 4. komutuyla modelinizdeki katmanların çıktısını görüntüleyin. 5. Modeli eğitin ve eğitim sırasında Training Loss ve Validation Loss grafiğini ve Training Accuracy ve Validation Accuracy grafiğini çizdirin. Bu grafikten overfitting durumun...

- python dili ile deep learning uygulaması yapılacak. tensorflow ve keras kütüphaneleri kullanılacak. -elimde bazı görüntüler var. bu görüntülerde toplam 5-6 sınıfa ait nesneler var. -resim üzerindeki nesneler sınıflandırılacak.

Android 4.4 üzerinde çalışacak audio streamer ve audio stream decoder. yazılım üzerinde android 4.4 platformu bulunan bir mini bilgisayarda çalışacak. Mikrofondan veya USB bellekteki seçilecek ses dosyalarını LAN üzerinden karşıdaki 60 alıcıya aktaracak. Tek uygulama ister streamer ister stream listener olarak çalışabilecek.

This project focuses on creating a Python-based machine learning model with the purpose of analyzing historical stock price data and intraday data to predicting future values. The overall goal is to be able to evaluate investment opportunities better. Ideal Skills & Experience: - Familiarity with Python is a must, as this will be the primary language used - Proficiency in regression models, LSTM , as the chosen Machine Learning model - Experience working with stock price data analysis and forecasting - A proven record in Machine Learning project Project Requirements: - Develop a python software that can ingest and analyze historical stock price data - Apply regression models to draw predictive insights about future stock prices - Prioritize accuracy in the predictive model - ...

...predictive power. Please provide details of your prior experience in similar projects, and any relevant qualifications you hold. The original model is associated with the research paper with the link The original code is attached below, which is as per the research paper above. It consists a model with CNN, Attention and LSTM and now I've to improve the accuracy of this model. For this I need to change the model with adding "Deforming CNN" which is given in the research paper named "Deformable Convolutional Networks for Multimodal Human Activity Recognition Using Wearable Sensors", which I am attaching below. So add the improvements of The second paper into the original code. The model is to be then trained with Uni

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

Looking for someone with AI experience to partner with. I have access to historical tick data (1 second) for major forex and crypto pairs for several years. Also real time feed. I have ideas for preparing the data and can help with this part. Your part will be to create train and validate the model. If it looks good, we'll proceed to integrating with a live brokerage like Interactive Brokers.

Software will listen to some tcp messages. When the message arrives, decode the message. Write the encoded message in a mysql table. Write the decoded information in 2 tables. Total fields to be decoded is less than 10. We provide the NodeJs version (attached) of the decoder, you will have to make the python version

I'm looking to develop a real-time Arabic Sign Lan...educational resource, specifically to cater to the needs of the general public. - **Deployment Platform:** The final model will not be deployed on any specific platform but will be available for training and inference in a .ipynb notebook. Ideal Freelancer: - Proficient in Python and MediaPipe for real-time hand tracking - Experience in developing machine learning models, especially in TensorFlow/Keras for the .ipynb and .h5 formats. - Familiarity with sign language, particularly Arabic sign language, would be advantageous. - A background in educational technology or experience in creating educational resources is a plus. Please make sure to include any related experience, projects, or research that you think would be relev...

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

...enhance efficiency, and provide a competitive edge to our clients. Data Analysis and Visualization: Harness the power of Python libraries such as Pandas, NumPy, and Matplotlib to perform in-depth data analysis, extract actionable insights, and visualize complex data sets effectively. Machine Learning Solutions: Develop machine learning models and algorithms using Python frameworks like TensorFlow, Keras, and Scikit-learn to enable predictive analytics, pattern recognition, and automated decision-making. Web Development: Create dynamic and responsive web applications using Python-based frameworks such as Django and Flask, ensuring scalability, security, and a seamless user experience. Integration and Automation: Integrate disparate systems, automate repetitive tasks, and streamlin...

...existing CNN-based breast cancer detection code to include the VGG16 model. This will involve: - Complete refactoring of the code. - Implementation in Python using both TensorFlow and Keras. - Creating detailed comments to provide robust explanation and understanding of the code. Max Budget--> 2500 Min Requirement --> An equivalent implementation using any of VGG16 or VGG19. Link of the Project : The ideal candidate for this job would possess extensive experience in Neural Networks especially in VGG models, Python, TensorFlow, and Keras. Understanding of breast cancer detection methods would also be beneficial. I'm seeking a professional who can provide quality assurance, and ensure the refurbished code remains

...seeking an individual or company skilled in neural networks and Keras to develop a predictive model. This model will forecast the occurrence of a phenomenon based on historical data. Requirements: Data Acquisition: Historical data required for training the model will be fetched via an API from our comprehensive database, which is updated multiple times weekly. Data Processing: All retrieved data will be processed to facilitate effective model training. This includes Exploratory Data Analysis (EDA) to identify impactful data, outlier detection for data quality, and feature engineering to determine the final model inputs. Model Development: Train two types of models using Deep Neural Network (DNN) and Long Short-Term Memory (LSTM) architectures: A classification model to d...

Create LSTM and GRU models fro Stock forecast.

I need a Python-based machine learning program that can predict stock prices based solely on historical stock prices. Key Features: - Utilizes Historical Stock Prices: The program should be trained on historical stock price data. - Use these models: CNN-LSTM, ARIMA-LSTM, RNN, random forest models, and plot a single graph and predict for next 'n' days. - Educational Purpose: I'll be using this program for educational purposes, so it should be designed for easy understanding and manipulation. - Interactive: It should have interactive charts and graphs to better visualize the data. I also need the program to allow me to input different data sets, so that I can test its accuracy and learn more about its workings. Ideal Skills: - Strong understanding of machine ...

We're looking for a skilled freelance 3D designer who can create an STL file for an enclosure box that will house a 16x2 LCD module. The design should be modern and appealing, moving away from the traditional boxy look. Requirements: enclosure should be designed to accommodate a 16x2 LCD module and rotary encoder (6mm) It must have 2 connection inlets and one power inlet for connecting cables. The design should be aesthetically pleasing, with a focus on sleek and modern lines. The final deliverable should be an STL file ready for 3D printing. If you're interested in this project, please send your portfolio showcasing your previous 3D designs, especially any similar enclosure projects. We're excited to see your unique take on this design challenge!

...will be given preference. Accuracy and efficiency of the created model are paramount. The project involves the development of a deep learning model for medical image classification, particularly focusing on chest X-ray images. The model architecture is largely in place, but there are a few key tasks that require attention: Replace Deprecated TensorFlow and Keras Methods: The project currently uses deprecated methods of TensorFlow and Keras, which need to be updated to ensure compatibility with the latest versions. This is crucial for maintaining the long-term reliability and efficiency of the model. Integration of Grad-CAM Outputs: I'm looking for effective implementation of Grad-CAM (Gradient-weighted Class Activation Mapping) to visualize the model's predict...

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For this task, I am seeking an expert with a deep understanding of programming a PIC16F877A microchip. The primary responsibility for this role is to support data acquisition from infrared signal decoder sensors. Specifically: - Experience programming PIC16F877A microchip is a must. - Knowledge in infrared signal decoder sensors for data acquisition integration. - Manage the sensor data interpretation logic. - The main output I'm looking for is accurate and smooth reading and decoding of data from the sensors. Your skill in the task will provide a foundation for accurate data readings and optimal functionality. Specialty in sensor technology is a high preference. Be ready to showcase your similar previous projects. Let's make this a success.

...aspects of my DVB-C TV system operations project. Your role will involve configuring the IP Encoder or simply to guide me, setting up the IPQAM or simply guide me, CAS server is already installed and configured, and training me on the Gospell operation management system. Key Responsibilities: - Configure the IP Encoder - Set up the IPQAMI am in need of a skilled professional to help me with several aspects of my DVB-C TV system operations project. Your role will involve configuring the IP Encoder or guidance , setting up the IPQAM or simply guide me, CAS server is already installed and configured, and training me on the Gospell operation management system. Key Responsibilities: - Configure the IP Encoder - Set up the IPQAM - Understand the CAS server - Pr...

Software will listen to some tcp messages. When the message arrives, decode the message. Write the encoded message in a mysql table. Write the decoded information in 2 tables. Total fields to be decoded is less than 10. We provide the NodeJs version (attached) of the decoder, you will have to make the python version

I'm seeking a proficient developer conversant with advanced neural networks, with an emphasis on reinforcement learning through OpenAI. Ideally, you have: - Strong skills in Python, we will be using this as our primary programming language. - In-depth hands-on familiarity with TensorFlow, PyTorch, and Keras frameworks. - Extensive experience in developing reinforcement learning applications. - The ability to capitalize on past experiences to bring creative solutions to complex problems, while always keeping an eye on performance and efficiency. Your task will be to pioneer the development of high caliber machine learning models. I expect you to bring creativity and novelty to your work, to push boundaries and question the status quo. Apply now if this resonates with you!

...garantizar la fiabilidad y la escalabilidad de la aplicación. 6. Tecnologías de pruebas: - Selenium, JUnit, y Postman para garantizar la calidad y la fiabilidad del sistema. 7. Tecnologías de colaboración y gestión de proyectos: - GitHub, Trello, y Asana para garantizar la eficiencia y la colaboración en el desarrollo del proyecto. 8. Tecnologías de análisis de datos: - TensorFlow, Keras, y Scikit-learn para mejorar la eficiencia y la productividad del sistema. 9. Tecnologías de navegación: - React Router, Vue Router, y Angular Router para mejorar la experiencia del usuario en la aplicación web. Consideraciones de Seguridad: - Implementar autenticación segura y manejo de sesiones....

I am looking for a Python developer with adept knowledge in handling base63 decoding and MongoDB data storage. Objective : I have many files which has base64 encoded string which I want to encode and store into MongoDB sequentially. Previously decoded & stored files should be skipped by the script during future run. Key Deliverables: - A Python script with the capability to decode a base63 string from file inputs. The project does not require handling special characters or large files. - The script must also handle storing the decoded data into MongoDB. Key Skills: - Proficiency in Python scripting and base63 decoding. - Intimate knowledge of MongoDB and comfortable handling high data volumes. Being familiar with Python scripting for MongoDB and high-volume data management wo...

In this project, I'll require a skilled coder to train a BERT model for categorizing questions into Bloom's Taxonomy on custom datasets I have. Also need to compare results by training same model using LSTM with Wiki Word Embeddings. These categories aren't traditional ones, instead, they are based on Bloom's Taxonomy. More specifically, the machine learning model should be able to sort topics into the following categories: - Remembering - Understanding - Application - Analysis - Evaluation - Creation The ideal candidate for this project has significant experience with BERT and text classification tasks, and an understanding of Bloom's Taxonomy. Having a background in education and pedagogy would be a plus, but is not necessary. Nonetheless, it's esse...

I'm looking to solve a classification problem with my tabular data using Python. Skills and Experience Needed: - Capability in Python programming is crucial, familiarity with libraries such as pandas, sklearn, and keras is necessary - You should be proficient in machine learning algorithms, specifically focusing on data classification - Experience in handling and manipulating tabular data for machine learning applications - Understanding of data cleaning, preprocessing and feature engineering Project Requirements: - Development of a Python-based data classification model - Utilizing machine learning techniques to process tabular data - Rigorous testing of the model's accuracy and improving it if required - Documenting the steps and coding process for future reference ...

I'm in need of an expert able to produce ten very short 40-90 second Adobe CC tutorials. The primary focus of these tutorials will be over the basics of video editing. Tutorials needed: - how to fix audio peaking in adobe audition - how to fix audio clipping in adobe audition - how to convert MOV to MP4 in media encoder - how to convert MP4 to MOV in adobe media encoder - how to add automatic captions to video (burned in captions) in premiere pro - how to bring after effects composition into premiere pro (Adobe dynamic link) - how to do spell check in Premiere Pro - how to edit a time-lapse in premiere pro (lots of images in an image sequence) - how to use both warp stabilizer and change speed on a clip together (by nesting sequences) - how to import and edit a premiere...

As the head of this exciting project, I’m searc...and interactive mobile application that uses CNN, MobileNet, and VGG architectures for melanoma detection. Key Deliverables: • Design and implementation of a robust and efficient deep learning model, capable of increasing the accuracy of melanoma detection. • The model should be built on platforms like Keras, PyTorch, and TensorFlow. Skills and Experience: • Extensive experience with deep learning and neural networks, particularly with CNN, MobileNet, and VGG. • Proficient in using Keras, TensorFlow, and PyTorch. • Proven track record in mobile application development, preferably experienced with creating interactive interfaces for complex applications. If this project sounds right up you...

I'm in need of an experienced Python developer to build an ultra-fast Convolutional Neural Network (CNN) model for a tabular dataset. The primary purpose of this model will be cla...- binary - 8 classes - 48 classes Key deliverables: - A highly efficient and fast CNN model - Clear documentation of the code and steps involved in the development process. - The dataset classification needs alot of balancing Preferred Experience and Skills: - Strong expertise in Python programming - Proven experience in CNN model development for data classification - Familiarity with Keras, TensorFlow, or PyTorch is a plus, although it's not mandatory since I haven't specified any particular library or framework. Ultimately, I require an expert who can build this model with sup...

For this project, I need a skilled Verilog programmer with FPGA implementation experience. The key task is to encode a 4x4 binary (black and white) image into an 8x8 image using least significant bit replacement. Key Responsibilities: - Implementing a least significant bit replacement algorithm. - Delivering clean and efficient Verilog code. - Ensuring compatibility with FPGA hardware. Required Skills and Experience: - Proficiency in Verilog code - Understanding of LSB replacement - Experience with FPGA implementation - Working knowledge of image processing, specifically with binary images.

My project focuses on refining the existing model used for oil flow forecasting in pipelines. While the current model employs a weighted average technique, there's a need to reduce the forecasting error. Therefore, I'm looking for someone with: - In-depth knowledge and experience with forecasting models such as ARIMA, SARIMA, Prophet, and LSTM. - Track record of successful performance enhancement in forecasting models. Your main task will be to - Review and understand the existing baseline model. - Identify shortcomings and avenues for improvement. - Develop and implement solutions aimed at specific goal of reducing the forecasting error. Ample experience and a strong understanding of forecasting models are essential, as the project calls for the ability to critically...

...car to predict the time it takes to pass testing. Optimal algorithms will contribute to faster testing, resulting in lower carbon dioxide emissions without reducing Mercedes-Benz’s standards. Following actions should be performed: If for any column(s), the variance is equal to zero, then you need to remove those variable(s). Check for null and unique values for test and train sets. Apply label encoder. Perform dimensionality reduction. Predict your test_df values using XGBoost....

Please check project proposal and accept it

More details: Which industry or field is your project related to? Computer Science and Engineering What is the main objective of your deep learning project? 1. To implement A3C algorithm with LSTM for autoscaling in Mobile Edge Computing. 2. To implement PPO for autoscaling in Mobile Edge Computing. What programming languages are you comfortable working with? Python

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...a single Printer/ Print decoder that will print a special pattern and then decode the printed numeric pattern. The project requires seamless integration with some specific hardware components, which include: - Controller (Raspberry pi or similar platform), module with minimum 4 high speed outputs to drive 4 high speed valves in printhead (programming required) and will need at least 3 additional inputs and 3 additional inputs - printhead - NIR camera (Either USB or HDMI) - Display or touch screen (programming required) - Hardware capable of wireless and wired communications with other devices See attached System Hardware Diagram for the FULL LONG TERM scope of project. The INITIAL project is (1) Develop functioning printer (2) Develop Camera- based print decoder. The...

I require a Machine Learning expert who can proficiently work on A3C with LSTM and PPO using a Transformer or LSTM in Java (DeepLearning4j). The goal of the project is not specific, but involves skillful use of these ML algorithms. The freelancer can choose the path they find best, based on their expertise in either classification, regression or clustering. Ideal skills for this project would include: - High proficiency in Java - Firm understanding of machine learning, specifically with A3C, LSTM, and PPO - Experience with Transformer/LSTM - Problem-solving skills When bidding please include: - Relevant Experience - Past work in this area - A detailed proposal on how you would operate in this project I look forward to working together on this rich AI en...

...ramah lingkungan. *Investor:* Itu terdengar luar biasa! Berapa lama waktu yang dibutuhkan untuk mengembangkan teknologi ini? *Pimpinan Proyek:* Kami memperkirakan proyek ini akan memakan waktu beberapa tahun untuk pengembangan awal, namun dengan dukungan penuh, kita bisa menjadi pionir dalam revolusi energi laut. *(Adegan berpindah ke situs pengembangan, di mana para insinyur dan teknisi bekerja keras membangun instalasi pertama mereka di lepas pantai.)* *Insinyur:* Kita hampir selesai dengan pembangunan instalasi pertama. Begitu sistem ini beroperasi, kita akan mulai mengumpulkan data untuk menyesuaikan teknologi agar lebih efisien. *(Adegan akhir menampilkan kapal penelitian yang berlayar kembali di atas matahari terbenam yang indah, sementara layar hitam muncul dengan kat...

I am seeking an experienced individual who can assist me in creating a Deep Learning Model. Requirements: -Proficiency in various deep learning frameworks such as TensorFlow, PyTorch, or Keras. -Knowledge of image recognition, natural language processing, and time series forecasting in deep learning. -Successful freelancers should include past work experiences, detailed project proposals, and any relevant experience in their applications. Please frame your application with encountered challenges and the solutions provided in past projects. Demonstrating problem-solving capability is crucial. Expertise in the above-mentioned deep learning framework is preferred but not mandatory as the specific framework to be utilized hasn't been decided yet. This project will involve pro...

I am keen to hire a freelancer with a strong background in physics and lab experimentation. The aim of this project is to study the behavior of torsional oscillations in a rotary system. Key Responsibilities: - Scale and set up torsion pendulum, strain gauges, and an optical encoder - Conduct measurements related to the period of oscillation, frequency and mass moment of inertia - Analysis and interpretation of data measured - Write a detailed and comprehensive lab report on the findings Desirable Skills: - Profound understanding of torsional oscillations and rotary systems - Experience with physics lab equipment including torsion pendulums, strain gauges, and optical encoders - Exceptional data analysis proficiency - Excellent report writing skills

i am seeking an experienced XML developer to assist in integrating an X20 device equipped with encoder, decoder, and IP switch cards into our Network Monitoring System (NMS). The project entails optimizing real-time data retrieval from the device using XML API or protocol. Key Responsibilities: - Enhance XML parsing, processing, validation, and transformation capabilities for seamless integration. - Identify and rectify missing XML API code for the IP switch component. - Ensure accurate and consistent data retrieval from all three cards of the X20 device. - Collaborate with our team to refine XML processes and enhance the performance of our web application. Requirements: - Proficiency in XML parsing, processing, validation, and transformation. - Experience in integrating ...

I am looking for a skilled Python programmer with advanced proficiency to implement a python script that trains a trading bot. The bot will leverage Proximal Policy Optimization (PPO) and Long Short Term Memory (LSTM) which is detailed described in the paper: In particular, I'd like to: - Develop a bot that given the input signals/window gives either a sell/hold/buy signals - Use the methods/parameters/data mentioned in the paper - The model should be trained and evaluated in the way the paper describes. - The evaluation data should be visualized with the signals (buy and hold) The stock OHLCV data for the task will be provided. Applicants should: - Have an advanced level of proficiency in Python programming. - Have

...seeking a talented and experienced software engineer to implement an Opus encoder and decoder in C# for seamless integration with Asterisk. The project involves handling voice audio from Asterisk, decoding it, incorporating Text-to-Speech (TTS) functionality, and encoding the synthesized speech before sending it back to Asterisk. The ideal candidate should possess the following skills and experiences: - Proficiency in C# programming language. - Extensive experience with audio processing and Opus codec. - Familiarity with Asterisk, SIP, and IVR systems. - Knowledge of Text-to-Speech (TTS) integration. - Ability to deliver high-quality code within specified timelines. Main Tasks: - Implement Opus encoder and decoder in C#. - Integrate the solution with Asteri...

Looking for a program to control machine with rotary encoder and HMI 1. Press button on screen Motor starts 2. Encoder position display on HMI 3. Program and screen to have 12 outputs that hmi has input start stop times in degrees. All outputs can be turned on and off separately if not required 4. Press stop and stops at point Omron cp1h x40 Omron hmi Omron encoder

In this important research project, I am seeking a seasoned researcher with expertise in machine learning, specifically long short-term memory (LSTM) algorithms, to delve into the intricate world of session-based recommendation systems for volunteer work. This ambitious project requires: - In-depth knowledge and research experience in LSTM algorithms, to ensure robust recommendations - Strong familiarity with volunteer work, though the focus is broad and not confined to any specific area - Proficiency in academic writing presenting complex information clearly and concisely Vital specifics to note: - The expected deadline is 1 day from the project commencement, indicating a need for professionals who can work effectively under tight deadlines. I require ieee format with ...

...Learning/Deep Learning: image classification and analysis (e.g., CNNs, ResNet, InceptionV3, EfficientNet). • Computer Vision: feature extraction, object detection, and image processing. • Data Science: ability to work with large datasets, including data cleaning, augmentation, and analysis. Knowledge of statistical analysis and predictive modeling. Tools and Technologies: • Python, TensorFlow, PyTorch, Keras, and OpenCV. • Dataset Handling. Experience in managing and processing large and diverse datasets • AI Model Optimization, such as model pruning, quantization, and distillation. • Data protection knowledge such as GDPR and know how to implement privacy-by-design principles. Project Overview Objectives • Customization and Enhancement: Ada...

I require an expert-level computer science professional to collaborat...require an expert-level computer science professional to collaborate on an epilepsy-focused project using deep learning models. Key components include: - Expertise in utilizing Convolutional Neural Networks (CNN), Long Short-Term Memory (LSTM), and RESNET-152 deep learning models. - Experience with interpreting Electroencephalogram (EEG) data. - Ability to achieve a fast turnaround as the project completion is desired ASAP. The ultimate goal is the efficient classification of epileptic seizures with the assistance of EEG data, utilising the strengths of CNN, LSTM, and RESNET-152 models. Your significant experience in these areas will greatly enhance the successful execution of this project within the d...

Preciso de uma logica de programação de um clp para sincronizar duas linhas de abate de frango. o clp vai receber sinal de dois encoder sendo um encoder no motor da linha mestre e o outro encoder no motor da linha escravo. no contexto geral é sincronizar os motores em mesma velocidade e quando estiverem com uma determinada defasagem entre as velocidades, será acionado um pistão para não transferir os frangos.

As a client, I'm on the lookout for a high calibre programmer who is adept at decoding .ts files. The purpose of the project is to extract data from these .ts files, particularly visual data. The successful candidate should have: - Proficiency with programming languages used for decoding .ts files. - Extensive experience in data extraction and data analysis. - Familiarity with visual data extraction, as that is the primary focus of the project. The deliverables of this project include a comprehensive report on the extracted visual data and possibly, a way to consistently repeat the process for similar .ts files in the future. Your ability to explain your reports in a clear concise manner and your problem-solving skills will be a significant asset in this project. Your efforts c...