Advanced ML Regression Task

@schoudhary1553

With my extensive 7 years experience in data analysis and processing, I have become well-versed in handling large datasets efficiently - which seems to be a top requirement for this regression task using MIMIC III dataset. I can assure you of best possible results with the extensive use of advanced algorithms like Neural Networks, Gradient Boosting, Random Forest, SVM, kNN, and XGBoost. Minimizing the RMSE without leakage columns is going to be one of my goals. I am also experienced with model preprocessing and evaluation and can provide optimal performance with the help of libraries like Scikit-learn, TensorFlow, and XGBoost. My proficiency in Python coding further adds to my suitability for this project as it has been my primary tool throughout my data science career. To ensure your project is delivered in the most accurate and efficient manner, I guarantee fast turnarounds without compromising on quality - a value very much in line with yours. Whether it's scraping web data or crunching numbers for analysis, I thrive under pressure and commitment to deliver results better than expected. I'm genuinely excited for the possibility to bring so much-needed expertise and efficiency to this task.

@mehmoodfaisal61

Hello, I hope you’re doing well. I hold a masters degree in computer science (Machine Learning). I am well experienced in building machine learning models using Python. I can help you with your project.

@ShaikhAneesa

Hello, I have thoroughly reviewed your project requirements and understand that you need an expert to perform advanced regression analysis using multiple algorithms on a public dataset. I have extensive experience in building and optimizing regression models, including Neural Networks, Gradient Boosting, Random Forest, SVM, kNN, and XGBoost, with a focus on minimizing RMSE while ensuring no data leakage. I am confident I can handle this project efficiently and deliver high-accuracy results. My approach will start with careful preprocessing of your MIMIC III dataset, handling missing values, scaling features, and encoding variables as needed. I will then implement and compare multiple regression algorithms using Python with Scikit-learn, TensorFlow, and XGBoost, performing hyperparameter tuning and cross-validation to achieve optimal performance. Finally, I will evaluate each model against RMSE and select the best-performing solution, providing a clear report on methodology and results. To ensure alignment, could you clarify if there are specific target variables or subsets of features you want prioritized for prediction accuracy? • Ready to see why I'm the right fit for your project? Head over to my profile for client reviews and a glimpse of my portfolio: https://www.freelancer.com/u/ShaikhAneesa Lets begin immediately and discuss the project in detail. Best Regards, Aneesa.

@koolvishruth

Hello, I am Machine Learning engineer with 7 years of experience.I can work on it.I have worked with more than 110+ clients here. Lets connect to know more

@AmazingEngr76386

As a highly experienced professional with over a decade of expertise, I possess a deep understanding of the machine learning domain including skills in data analysis, data processing and data science to ensure efficient handling and preprocessing of datasets. Having successfully undertaken numerous regression tasks using a range of advanced algorithms including Neural Networks, Gradient Boosting, Random Forest, SVM, kNN, and XGBoost - all within the context of minimizing RMSE without leakage columns - I am confident in my ability to deliver the precise outputs you're seeking for this project.

@gracew20

MACHINE LEARNING EXPERT I read your project description carefully. I am bidding on your project because I am very much familiar with Machine Learning and Can perform the task using google collabo, jupyter notebook in python. I am an experienced Data Scientist and Machine Learning Engineer and academic writer. Data Visualization, NLP, Deep learning, Artificial intelligence, machine learning, Data structures, and algorithms are my major fields. I finished specializations on Data Science, Machine learning, Deep neural Network, Convolution NN, Recurrent NN, Tuning Hyper Parameter .this project will well fit for me.

@softsolution2000

With my expertise in Python, Data Processing, Statistics, Machine Learning (ML), and Statistical Analysis, I am well-equipped to tackle the Advanced ML Regression Task. I have a strong background in machine learning and have successfully completed similar regression tasks in the past. I am confident in my abilities to work with Neural Networks, Gradient Boosting, Random Forest, SVM, kNN, and XGBoost to achieve the smallest possible RMSE without using leakage columns. I am eager to discuss the project scope and adjust the budget accordingly. Please go through my profile its 15 years old see the work I did over the years. No Win No Fee means that your satisfaction is my utmost priority. Lets discuss the job details. Moreover, I am willing to start the job and perform tasks without even being hired; it is just to show my commitment to this project. Looking forward to hear from you.

@Ahmedh058

Hi there, I’m Ahmed from Eastvale, California — a Senior Full-Stack Engineer with over 15 years of experience building high-quality web and mobile applications. After reviewing your job posting, I’m confident that my background and skill set make me an excellent fit for your project — Advanced ML Regression Task . I’ve successfully completed similar projects in the past, so you can expect reliable communication, clean and scalable code, and results delivered on time. I’m ready to get started right away and would love the opportunity to bring your vision to life. Looking forward to working with you. Best regards, Ahmed Hassan

@efanntyo

Hello Michael D. Hope you are doing well! This is Efan , I checked your project detail carefully. I am pretty much experienced with Statistical Analysis, Model Tuning, Machine Learning (ML), Python, Data Science, Data Analysis, Statistics, Regression Analysis, Data Processing and Neural Networks for over 8 years, I can update you shortly. Cheers Efan

@xuezhe315

Hi, Bringing a rich technical background to the table, I'm adept at navigating and processing public datasets efficiently - a valuable skill for your regression task. My deep understanding of Neural Networks, Gradient Boosting, Random Forest, SVM, kNN and XGBoost aligns perfectly with your needs to minimize RMSE without leakage columns. Moreover, my prior experience in evaluating and fine-tuning ML models based on large-scale data will guarantee optimal performance for your project. Having honed my skills in utilizing TensorFlow, Scikit-learn and XGBoost over numerous regression tasks, I stand poised to apply these tools effectively within your project. Additionally, my strong foundations in Python, proficiency with ML and statistical processes bolster my abilities even further. With me on board, it's not just about model selection; it's about strategically tailoring these innovative techniques to plough through challenges effectively. Lastly but importantly, I believe in open communication and client collaboration so that we find the best solution together as a cohesive team. My proven record of transparency and proactive updates throughout the project ensures you're constantly aware of our progress. Let me leverage my software development prowess in harmony with my AI expertise to not only accomplish the goals of this regression task but drive quantifiable growth for your business along the way. Regards.

@Stopsolution

Advanced ML Regression Task I’m interested in your project and confident I can deliver exactly what you need. I’m an experienced PhD-level writer skilled in research, technical writing, editing, proofreading, article writing, content writing, and academic writing. I’ve completed countless papers, reports, proposals, reflection papers, essays, and other academic tasks with high-quality, original, and well-structured work. My writing is clear, polished, and tailored to your requirements. Let’s connect so I can learn more about your project and get started right away. I revise until you are 100% satisfied and ensure all your requirements are met. Here is my portfolio link: https://www.freelancer.com/u/Stopsolution I’d love to discuss your project in detail. Feel free to message me anytime—I’m ready to help you achieve exceptional results.

@malaikamb2001

With over [number] years of experience as a Data Scientist, I bring a wealth of knowledge and expertise to your table. Specifically, I have tackled numerous regression tasks using advanced algorithms such as Neural Networks, Gradient Boosting, Random Forest, SVM, kNN, and XGBoost - all the ones you require for this project. MIMIC III dataset preprocessing and handling is not new to me either. In fact, I've previously worked on similar regression tasks. I'm well-versed in Python, which is key given your ideal skill set and extensive use of libraries like Pandas, NumPy, Matplotlib, Seaborn, Plotly etc., all second nature to me. Moreover my strong background in machine learning coupled with my proficiency in Scikit-learn, TensorFlow and XGBoost places me at a prime position to evaluate and tune regression models effectively - ultimately ensuring optimal performance. Lastly, my experience as a Data Analyst has seen me handle large datasets where I have deployed machine learning models effectively. My strengths lie in cleaning raw data for accurate analysis and modeling which transitions seamlessly into delivering accurate solutions. I am confident that with my skills and experience your task can be executed accurately and efficiently.

@zeljkoi6

Hi there, I am excited to assist you with your advanced ML regression task using multiple algorithms. With significant experience in Neural Networks, Gradient Boosting, and other specified techniques, I have successfully completed similar projects that demanded obtaining the smallest possible RMSE without data leakage. I am proficient in preprocessing datasets like MIMIC III and have a strong grasp of libraries such as TensorFlow and Scikit-learn for model evaluation and tuning. Let's discuss your timeline and requirements further;

@DGM999

Hello, I’ve carefully reviewed your project and know exactly how to deliver results that are strategic, efficient, and tailored to your goals with no wasted time or guesswork, just real, measurable value. With several years of hands-on experience in Python, Data Processing, Statistics, Machine Learning (ML), Statistical Analysis, Data Science, Neural Networks, Data Analysis, Model Tuning, Regression Analysis, I bring not just expertise but a track record of delivering results that help clients move forward with confidence. My Portfolio: https://www.freelancer.ca/u/DGM999 If you’re looking for reliable, quality-driven support, I’m just a message away. Let’s make it happen. Best Regards, Sadat Saeed

@wilfrednjorog

As a data scientist with a breadth of experience in preprocessing and analyzing large datasets, I am confident that I can excel in your regression task using advanced machine learning algorithms. My familiarity with Neural Networks, Gradient Boosting, SVM, Random Forest, XGBoost and kNN positions me to offer diverse and highly tuned strategies towards achieving your goal of obtaining the smallest possible RMSE without using leakage columns. Moreover, I understand the importance of utilizing the right tools for the job. Over the years, my expertise has been directed towards effectively managing public datasets and making data-driven decisions. I'm well-versed in widely-used libraries like TensorFlow, Scikit-learn and XGBoost which will prove invaluable for ensuring optimal performance within your project. Finally, my proficiency in Python allows me to develop efficient solutions with ease. Having successfully completed numerous projects with similar characteristics in the past and having consistently delivered accurate and efficient results marks my aptitude to undertake your task effectively. Let me optimize your data processes and deliver innovative insights through experienced usage of Machine Learning algorithms. Embrace efficiency by choosing me!

@muteebu007

i, I can assist you with this regression task using advanced models including Neural Networks, Gradient Boosting, Random Forest, SVM, kNN, and XGBoost. I have strong experience working with public healthcare datasets (including MIMIC-style data), handling preprocessing, feature engineering, and avoiding data leakage. My focus will be on minimizing RMSE through proper cross-validation, hyperparameter tuning, and model comparison. I’m proficient in Python and libraries such as Scikit-learn, TensorFlow/Keras, and XGBoost. I can deliver clean, reproducible code with clear evaluation and results. Ready to start immediately and optimize performance efficiently.

@huzaifa306

Hi, I have strong experience in advanced regression using neural networks, gradient boosting, random forest, SVM, kNN, and XGBoost. I can preprocess the MIMIC III dataset properly, avoid leakage, and tune models to achieve the lowest possible RMSE. I am proficient in Python with TensorFlow and scikit-learn and can deliver accurate, well-validated results.

@malkesh3m

⭐ Hello there, My availability is immediate. I read your project post on Python Developer for Advanced ML Regression Task. I am an experienced full-stack Python developers with skill sets in: Python, Django, Flask, FastAPI, Jupyter Notebook, Selenium, Data Visualization, ETL AI/ML & Data Science: Model development, training & deployment, NLP, Computer Vision, Predictive Analytics, Deep Learning React, JavaScript, jQuery, TypeScript, NextJS, React Native NodeJS, ExpressJS Web App Development, Web/API Scraping API Development, Authentication, Authorization SQLAlchemy, PostgresDB, MySQL, SQLite, SQLServer, Datasets Web hosting, Docker, Azure, AWS, GCP, Digital Ocean, GoDaddy, Web Hosting Python Libraries: NumPy, pandas, scikit-learn, TensorFlow, PyTorch, etc. Please send a message so we can quickly discuss your project and proceed further. I am looking forward to hearing from you. Thanks

@ullahimran914

Hi Is the regression task static or time based and do you want patient level splits to avoid information leakage I can help you build and optimize a strong regression pipeline on the MIMIC III dataset using multiple advanced models including neural networks, gradient boosting, random forest, SVM, kNN, and XGBoost, while strictly avoiding data leakage. I have experience with large public datasets, feature engineering, preprocessing, and rigorous model evaluation. I can handle hyperparameter tuning, cross validation, and fair model comparison to push RMSE as low as possible using Python with scikit learn, TensorFlow, and XGBoost. How can I help you move this forward Best Imran ML Engr