Gradient Boosting LSTM Bid Ask Modelling Machine Learning

Hi, I am machine learning engineer for 5+ years. I work on deep learning and machine learning algorithms with python to solve Computer Vision, regression and time series data problems. Currently, i'm working on similar projects. The main scope of the project is prediction of crypto currency price in future. The project has two part. First part is server tool that run for collecting data from Binance to MongoDB database, watching and analysing crypto currency with python that is select by user and learning deep models with Tensorflow to predict with crypto currency price in future. Second part is telegram bot that run for communicate with server tool. User could import valid crypto currencies from Binance to watch and analyse them. It is still on developing stage. In addition to this, I also work with telegram bots. You can check my telegram bots: [login to view URL] In this project time series data is processing with LSTM model and making prediction. You can check my telegram bot and i can also show the server tool. Sincerely.

Hello Ken, I have thoroughly reviewed the details of your job posting and am confident that my extensive expertise in Python, Statistics, Mathematics, R Programming Language, Statistical Analysis, combined with my deep experience in Python and software development, makes me an excellent fit for this project. I am passionate about crafting robust, scalable software solutions and am ready to start immediately. Please feel free to reach out if you would like to discuss further. Best regards, Abdul Mannan

After carefully reviewing your requirements, I believe I can effectively address the core challenges of predicting direction and magnitude from the provided price and signal time series data. Given the complexity and the high-frequency nature of your data, real-time accuracy and model robustness are essential. Based on the benchmarks, I'd like to confirm a few points: 1. Could you clarify if previous data cycles (e.g., hour-ago signals) impact only direction or magnitude as well? Understanding historical influence depth will guide our model structure, especially with LSTM or attention-based models. 2. How would you like the data pre-processing handled on your end, particularly considering irregularities or missing entries in time series data? Consistent handling here will help ensure a stable and reliable model output. 3. Lastly, would you prefer a full-featured deployment-ready model or an algorithmic prototype for easier integration into your larger system? With a secure, resilient design in mind, I’ll also incorporate anti-manipulation checks for reliability. My experience in high-frequency time series prediction and model optimization aligns well with your project’s goals. Looking forward to discussing this further. Best, Dev S.

Hi there, I’ve carefully read your project description - Gradient Boosting LSTM Bid Ask Modelling Marchine Learning and really interested in this job. I’m a senior software developer for 8+ years experience and can offering best quality and highest performance during your timeline. I’m ready to discuss your project and can start immediately. I'd like to talking about your proposals via chat. I will wait for your reply Thanks! Derek

I have extensive experience working on similar projects in the field of machine learning and financial modeling. 1.) Technical Approach: - Preprocess the input data to handle missing values and normalize features. - Utilize Gradient Boosting and LSTM models for predicting the direction and magnitude of price movements in real-time. - Train the models on the given time series data to capture temporal dependencies. - Implement a robust algorithm to consider historical trends in price changes. - Evaluate model performance using metrics like accuracy and mean squared error. 2.) Relevant Technologies: - Python for coding and implementing machine learning algorithms. - TensorFlow or PyTorch for building LSTM models. - Scikit-learn for developing Gradient Boosting models. - Pandas and NumPy for data manipulation and preprocessing. 3.) Testing and Integration Plan: - Conduct unit testing to ensure the correctness of individual components. - Perform integration testing to validate the interaction between different modules. - Create comprehensive documentation for easy integration into the client's system. - Collaborate closely with the client to address any compatibility issues during integration. 4.) Performance and Scalability Optimizations: - Implement model optimization techniques like hyperparameter tuning to enhance predictive accuracy. - Consider parallel processing for efficient model training on large datasets. - Explore techniques like model distillation for reducing model complexity without compromising performance. - Design the solution to handle real-time data streams for scalability. By following this approach and leveraging the mentioned technologies, I will deliver a reliable and accurate solution that meets the client's requirements. My focus will be on ensuring the security, reliability, and bug-free nature of the final deliverable. I look forward to discussing the project further and showcasing my expertise during the interview process. Thank you for considering my proposal.

Hello! I'm Unes, a machine learning engineer with a knack for time series analysis and predictive modeling. Your project is intriguing, and I’m excited to tackle it. To predict both the direction and magnitude of price movements, I propose leveraging a hybrid model combining LSTM for capturing temporal dependencies and gradient boosting for robust prediction accuracy. This approach will allow us to harness both the short-term and long-term patterns in your data. I’m curious about the historical data's granularity and any specific features you’ve found impactful in past analyses. Additionally, how do you envision integrating this model into your larger system? Understanding this will help ensure seamless integration. I’m committed to delivering a secure, bug-free solution that meets your accuracy benchmark and works flawlessly on Windows. Let’s discuss how we can make this project a success together! When would be a good time to connect?

Hi Ken L., ★★★ LET'S DISCUSS YOUR PROJECT FURTHER! I HAVE EXPERIENCE WITH A SIMILAR ONE! ★★★ With 12+ years of expertise in R Programming Language, Python, Mathematics, Statistical Analysis and Statistics, I’m ready to complete Gradient Boosting LSTM Bid Ask Modelling Marchine Learning on time and to your satisfaction. I have a thorough understanding of your requirements, and it’s great timing — just three months ago, I completed a similar project with the same tech stack! This gives me a head start with tested, reliable source code, which I’ll customize specifically to meet your needs. Check out my portfolio here: https://www.freelancer.com/u/apilt9 I’m confident I can deliver your project faster and more reliably than others, and I’d love to share additional ideas to make your project truly exceptional! Looking forward to collaborating! Thanks, Apil

I am excited about the opportunity to develop a real-time stock price prediction model for Sors Markets. My expertise in machine learning, particularly time series forecasting, makes me well-suited for this task. Proposed Approach: Data Preprocessing: I will meticulously clean and preprocess the provided price and signal data to ensure optimal model performance. Feature Engineering: I will extract relevant features from the data, such as technical indicators, statistical features, and signal-based features. Model Selection: I will experiment with various machine learning models, including Gradient Boosting and LSTM, to identify the most suitable approach. Model Training: I will train the selected model on the historical data, optimizing hyperparameters to achieve maximum accuracy. Real-time Prediction: I will deploy the trained model to make real-time predictions based on the latest price and signal data. Performance Evaluation. My Qualifications: Strong background in machine learning and data science Expertise in time series analysis and forecasting Proficiency in Python and relevant libraries (e.g., TensorFlow, PyTorch, Scikit-learn) Experience in developing and deploying machine learning models Excellent problem-solving and analytical skills Please feel free to contact me to discuss this project further and receive a detailed proposal, including a timeline and cost estimate.

Hello Ken L., ⭐ full stack developer is here ⭐ I have thoroughly reviewed your requirements and am very interested in this opportunity. As a full stack developer with extensive experience leading large-scale applications alongside U.S. and European teams, I am well-equipped to deliver high-quality results. I have rich experienced in Python, Statistics, Mathematics, R Programming Language and Statistical Analysis. I am committed to completing your project on time and ensuring your complete satisfaction. I am ready to discuss your project in detail and can start immediately. Let's discuss more details via chat. Thanks

Hi Ken L. I am Leo Yeung from Hong Kong who has over 8 years of experience in Software development. I'm really pumped about this opportunity! I have checked your job description for Gradient Boosting LSTM Bid Ask Modelling Marchine Learning. I recently led a project with similar challenges and nailed it. I am very proficient in Statistical Analysis, Python, R Programming Language, Statistics and Mathematics, and I'm ready to bring my skills and energy to your project. I can deliver you 100 % satisfied result within your deadline. I would be delighted to have a brief chat to discuss the project further. Thank you for considering me for this opportunity, and I look forward to working together with you on this project. Let's achieve your goal together! Best regards, Leo Yeung

Hi, I understand that you are looking for a freelancer to develop a model using gradient boosting/LSTM to predict the direction and magnitude of movement in real-time based on the provided price and signal time series data. I have extensive experience in machine learning and Python, particularly in developing predictive models like the one you are requesting. I will analyze the provided time series data, implement a gradient boosting/LSTM model, and optimize it for accuracy. I will also ensure effective communication throughout the project to keep you updated on the progress. My expertise in Python will enable me to efficiently handle the data processing and model development tasks. I am confident that my skills and experience align well with the requirements of this project. I look forward to the opportunity to discuss further and demonstrate my capabilities. Best regards, Brent

Hello, Ken L., thanks for posting the job "Gradient Boosting LSTM Bid Ask Modelling Marchine Learning". I have the necessary skills, knowledge and expertise to help you complete your project and have successfully completed projects of very similar complexity 3 weeks ago. I'm available to start immediately and can deliver you of high-quality work with fast speed and efficiency. I'd like to share my work and discuss the project in detail via direct chat or call. Looking forward to working with you! Best regards, William

Hi there, I have extensive experience working with time series data and machine learning models, including Gradient Boosting and LSTM for predictive analytics. For your project, I will utilize the provided price and signal time series to develop a model that predicts both the direction and magnitude of price movements. By analyzing historical patterns and applying advanced machine learning techniques, I can deliver a solution that meets your accuracy benchmark. I am confident in my ability to integrate the solution seamlessly into your larger system, ensuring it works securely and reliably on Windows. I’m also happy to provide a demo and discuss any further details. Best Regards, Muhammad Arshad

Hey Mate Ken L., Good evening! ⚡⚡⚡I HAVE READ ALL YOUR REQUIREMENTS VERY CAREFULLY AND UNDERSTOOD WHAT YOU WANT.⚡⚡⚡ As a top developer with extensive experience in Statistics, R Programming Language, Python, Mathematics and Statistical Analysis, I can provide the precise results you're seeking for. For over 8 years, I have developed numerous projects focusing on enhanced user experience and performance optimization. ✔ Expertise and Experience: 8+ years of hands-on experience in Statistics, R Programming Language, Python, Mathematics and Statistical Analysis to deliver high-quality solutions. ✔ Efficiency: Streamlined development processes to save time and reduce costs. ✔ Scalability: Solutions designed to grow seamlessly with your business. ✔ Reliability: Robust implementations to minimize downtime and ensure optimal performance. ✔ Customization: Solutions tailored to your specific needs and objectives. ✔ Ongoing Support: 6+ weeks of support and maintenance to ensure your project runs smoothly. I will share my past work in the chatbox. I am eager to contribute my expertise to your project. Looking forward to your reply. Best regards,

Hi Ken L. I’ve carefully checked your requirements and really interested in this job. I’m full stack developer working at large-scale apps as a lead developer with U.S. and European teams. I can complete your project on time and your will experience great satisfaction with me. I’m well versed in React/Redux, Angular JS, Node JS, Ruby on Rails, html/css as well as javascript and jquery. I have rich experienced in Statistics, R Programming Language, Statistical Analysis, Python and Mathematics. For more information about me, please refer to my portfolios. I’m ready to discuss your project and start immediately. Looking forward to hearing you back and discussing all details... Sincerely,

Hi Ken L.. No problem this for me. I am very excited with your project because I have completed similar project recently. The skills required for your project ---Gradient Boosting LSTM Bid Ask Modelling Marchine Learning--- are my main specialty. I can handle this perfectly and have abundent experiences. Please confirm that I am one of the best fits for you and drop me a message for further discussion. Thanks and Best Regards.

Hello there! Going through your job description, I believe my skill set makes me an excellent fit. I have experience working on similar project - Gradient Boosting LSTM Bid Ask Modelling Marchine Learning, which I'm confident will be valuable as I contribute to your efforts. I'm available to start immediately and would welcome the opportunity to discuss the project specifics with you. Please let me know if you have any questions or need any additional information from me. I look forward to the chance to work with you on this project. Best regards, Elvis Miladinovic

With 7 years of experience in web development, I am confident in delivering high-quality solutions for your project. I have a strong track record of completing projects on time and exceeding client expectations. I am detail-oriented and committed to providing reliable and efficient results. Let's discuss your requirements and bring your vision to life.

✨ Gradient Boosting LSTM Bid Ask Modelling Marchine Learning ✨ Hi, Ken L. I have carefully reviewed your job posting. ⚡ With 10+ years of full-stack development experience ⚡, I specialize in delivering robust, scalable solutions using technologies like Mathematics, Statistics, Statistical Analysis, R Programming Language and Python. My track record includes successful projects completed on time and within budget. I am excited to bring my expertise to your project and can start immediately. Best regards, Nenad

Hello, I understand that you require a machine learning model using gradient boosting or LSTM to predict the direction and magnitude of movement in real-time based on two given time series data sets. I have expertise in Python and have successfully implemented similar projects in the past, ensuring accurate predictions and reliable results. My portfolio includes successful machine learning projects that showcase my skills in developing predictive models. I am committed to effective communication throughout the project to ensure your requirements are met and exceeded. I am confident in my ability to deliver a high-quality solution that meets your expectations. Please review my portfolio https://www.freelancer.com/u/Curveballsol for relevant experience. I look forward to the opportunity to discuss this project further. Best regards, Curveball Solutions

Hello Ken L., ❤️ Thank you for considering my bid ❤️ I'm Angel, i'm perfect for your project for my rich experience working in Python, Statistics, Mathematics, R Programming Language, Statistical Analysis. If you want clean, fast and great result, don't have any doubt in contact me. Best Regards, Angle