Predictive Modelling with Data

I am thrilled to submit my proposal for the project involving baseline experiments, model optimization, and comprehensive documentation. With a strong background in machine learning and hands-on experience in end-to-end model development, I am confident in delivering results that meet and exceed your expectations.

Hi there, I checked your requirements and guarantee you that i have relevant experience in Python,ml and data science it's gonna be done within the highest quality . Let's contact via chat so that I can start work immediately

Hello. I read your requirement i will do that. Please come on chat we will discuss more about this. I will waiting your reply

I am an expert statistician, Research Writer, and data analyst with more than eight years of experience. I have full command of Excel analysis, SPSS, STATA, R LANGUAGE, AND PYTHON. I am an expert in creating time series prediction models, working with survey data, conducting marketing analysis, building estimators, and medical analysis. I am a perfect match for your project share other details of the work so I can start working on your project. Will complete task on time.

Hi, I can assist you to develop predictive machine learning model using python. I have good experience in machine learning by which I had developed Random forest and XGBoost models along with SMOTE, cross validation, precision, recall, F1-score, and AUC-ROC. I had employed them for building a profit pattern in cryptocurrency trading. I can show you all my work related to that. I hope I can handle your project and provide a best results. Please connect for further discussions.

Dear Client, I’m confident I can help you achieve the desired results for your machine learning project. With extensive experience in training and optimizing various ML models like Logistic Regression, XGBoost, Random Forest, and SVM, I’ll ensure thorough model evaluation using precision, recall, F1-score, and AUC-ROC metrics. I am well-versed in feature analysis using techniques like SHAP and RFE and will apply SMOTE or class-weighted models to handle class imbalance effectively. Throughout the process, I’ll prioritize reproducibility and provide comprehensive documentation with visualizations such as confusion matrices and feature importance plots. Let's collaborate to achieve insightful, high-quality outcomes. Best Regards, Muhammad H.

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Hello sir, Let me complete your work, quickly, i will also provide beautiful colab notebook with detailed results and graphs as well. Please review my previous works on my profile. Thank you.

We specialize in website design and development, but our expertise also extends to data-driven projects. We can assist with your predictive modeling project by applying advanced machine learning techniques to help you achieve optimized, high-performance models. Our team has extensive experience with Python, scikit-learn, and TensorFlow, and we can guide you through the entire process. We will help you train baseline models, experiment with more advanced algorithms (like Random Forest, XGBoost, and ANN), and optimize them with techniques like hyperparameter tuning. We’ll ensure that key features are identified using methods such as SHAP and RFE, and handle class imbalances with SMOTE or class-weighted models. We will evaluate the models using precision, recall, F1-score, and AUC-ROC, and ensure robust validation using cross-validation and threshold adjustment. The deliverables will include well-documented results, logs, and visualizations like confusion matrices, ROC curves, and feature importance plots. Our expertise and commitment to high-quality work ensure that all experiments are reproducible and insights are valuable for publication. Let us help you create accurate and reliable predictive models for your project. Best regards Redstone

Hi, I understand you need Machine Learning Expert using Python for Predictive Modelling. I offer my services for this project. I have made many Machine Learning based projects using Python as follows; • Predict Johnson & Johnson data using ARIMA and LSTM. • Stock Price Prediction of Amazon and bank data using ARIMA and LSTM. • Handwritten Digit Recognition using Fourier response & SVM polynomial. • Classification of CIFAR-10 using different Neural Network models. • Classification of London Fire Brigade incidents 2019-2022 data using Decision Tree. • Vehicle Classification using PCA, k-NN, Logistic regression, Decision tree, random forest, NN and CNN. • IOT Attacks Prediction using SVM, Decision Tree & Random Forest. • Prediction extent of disease of ECG data using Random Forest & SVM. • Time Series Price Forecasting using Random Forest. • Classification of dementia disease using XGboost & Logistic Regression. • Classification of Iris & Breast cancer using SVM, Decision Tree, NN & Naive Bayes. • Classification of Muffin & Cupcake ingredient data using SVM. • Classification of Nursery data using SVM, Decision Tree, Random Forest & Logistic regression. • Prediction of Solar Radiance using SVM & Bayesian Ridge. • Regression of Boston & Diabetes using Decision Tree, KNN & neural network. • Clustering fingerprint images using K-Means. • Classification & Hypothesis Testing Hotel Booking Cancellation Prediction. I ensure to complete your project efficiently and on time.

Leveraging cutting-edge Python-based Machine Learning (ML) solutions, my team and I are best positioned to handle your project. With prior experience in feature analysis and handling class imbalance through techniques like SMOTE or class-weighted models, we're poised to hit the ground running on all fronts of the project. Additionally, we have significant expertise in identifying key features using advanced techniques such as SHAP and Resource Feature Elimination (RFE), complimenting our holistic approach towards working with data. Our dedication and methodical approach to data preprocessing, hyperparameter tuning, model optimization, and evaluation align perfectly with your needs- ensuring reproducibility, vivid visualizations (e.g., ROC curves, confusion matrices), and logging all experiments for clear methodology documentation. By choosing us, you are not just hiring a freelancer for your project; you are joining forces with a powerhouse of leading IT solutions, capable of delivering on complex projects while exceeding expectations. With a 98% project completion rate to back it up - making us your trusted partner for this sophisticated predictive modeling endeavor. Don't hesitate! Call on us today to make your vision a published reality- backed by comprehensive experimental data crossing machine learning algorithms (including Random Forests, XGBoost, SVM, ANN) that reinforce affirmative decisions and better business outcomes.

❤Hi there❤, I’ve carefully reviewed your project brief and understand that you’re looking for a skilled and experienced freelancer. I’m excited to get started and am available to begin this project immediately. You can count on me to handle your project with great care and attention to detail. How many hours or days do you anticipate for the perfect completion of your project? I’m happy to discuss everything WITHOUT ANY CHARGE for our conversation. Let’s connect and chat about it! ❤Hi there❤, I’ve carefully reviewed your project brief and understand that you’re looking for a skilled and experienced freelancer. I’m excited to get started and am available to begin this project immediately. You can count on me to handle your project with great care and attention to detail. How many hours or days do you anticipate for the perfect completion of your project? I’m happy to discuss everything WITHOUT ANY CHARGE for our conversation. Let’s connect and chat about it!

Hello amesh11, I am Maryam Abbas, a skilled professional with 4 years of experience in Python, Data Mining, and Machine Learning. I have carefully reviewed the project requirements and propose to conduct baseline experiments, train and optimize various ML models, analyze key features, handle class imbalance, evaluate performance metrics, validate using cross-validation, and provide comprehensive documentation for reproducibility. With a proven track record of successful projects and expertise in ML algorithms and tools, I am confident in delivering high-quality results. You can review my portfolio at https://www.freelancer.pk/u/maryam951 and I look forward to discussing the project further with you. Best regards, Maryam Abbas

As someone who has delved deep into the field of machine learning and data analysis for over 5 years, I can confidently say that my expertise aligns precisely with your project needs. My experience in employing a wide range of machine learning models, such as Logistic Regression, Decision Trees, Random Forests, XGBoost, SVM and ANN will be an asset as we conduct the baseline experiments and optimize the predictive models. I'm also proficient in using advanced techniques like SHAP and RFE for feature analysis along with overcoming challenges posed by class imbalances using tools like SMOTE or class-weighted models.

Hello, I’m Sudhanshu Devmorari, a Back-end Developer with 3.5 years of experience specializing in web scraping, React, Python, Node.js, and full-stack development. I have a deep understanding of these technologies and have delivered multiple projects on time, ensuring client satisfaction every time. I would love to grab this opportunity and will work diligently until you are 100% satisfied with my work. Approach: 1. Web Scraping (Python): I’ll extract and structure data from websites using Python libraries like BeautifulSoup or Scrapy. 2. Frontend (React): I will develop a user-friendly, responsive interface to meet your specifications. 3. Backend (Python/Node.js): I’ll build a scalable backend with Python (Flask/Django) or Node.js (Express), ensuring seamless API integrations and database management. 4. Automation & Deployment: I will set up automated scraping tasks and deploy your site on a reliable cloud platform like AWS or Heroku. My Core Skills: ▶️ 3.5+ years of experience in Node.js, React, Python, and Web Scraping ▶️ Expertise in API Integrations and Database Management ▶️ Strong experience in Frontend and Backend Development Let’s connect and discuss your project further! Best regards, Sudhanshu Devmorari

I'm Dr. Anas Khalid, a seasoned Machine Learning Engineer with a highly specialized skillset tailored for your project. My track record includes a focus on high-quality projects requiring similar expertise to train baseline models like Logistic Regression, Decision Trees, as well as employing advanced techniques like SHAP, and RFE to identify key features. My thorough understanding of various ML models such as Random Forest, XGBoost, SVM, ANN coupled with extensive experience in hyperparameter tuning would be invaluable for your model training and optimization. Uniquely, I'm well-versed in handling class imbalances using techniques like SMOTE or class-weighted models - a competence you've mentioned in your project description. Moreover, my proficiency in Python and related ML libraries including scikit-learn is unsullied. I’m also skilled with data preprocessing and handling imbalanced datasets ensuring that reproducibility documentation is an integral part of the deliverables. In addition to the above frameworks and methodologies you expect me to use, my expertise in AI, Deep Learning will add great value as we work together on feature analysis with the focus on precision, recall, F1-score, AUC-ROC metrics based optimization using cross-validation and threshold adjustment to enhance the efficiency of our modeling approach.

Hey Mate Hello. It's nice to meet you from full Stack developer I am new here, but I have enough skills in this part and I have done lots of projects like this. And familiar with Python, Statistical Analysis, Data Mining and Machine Learning (ML). I have a relatively good understanding of your project requirements, but have few questions. I would like to chat with you to discuss in detail. Best reguard. Cheers

Hey , I just finished reading the job description and I see you are looking for someone experienced in Python, Machine Learning (ML), Statistical Analysis and Data Mining. This is something I can do. Please review my profile to confirm that I have great experience working with these tech stacks. While I have few questions: 1. These are all the requirements? If not, Please share more detailed requirements. 2. Do you currently have anything done for the job or it has to be done from scratch? 3. What is the timeline to get this done? Why Choose Me? 1. I have done more than 250 major projects. 2. I have not received a single bad feedback since the last 5-6 years. 3. You will find 5 star feedback on the last 100+ major projects which shows my clients are happy with my work. Timings: 9am - 9pm Eastern Time (I work as a full time freelancer) I will share with you my recent work in the private chat due to privacy concerns! Please start the chat to discuss it further. Regards, Nabeel

⭐️⭐️⭐️⭐️⭐️ Merry Christmas ⭐️⭐️⭐️⭐️⭐️ Good morning! I am familiar with Statistical Analysis, Python, Data Mining and Machine Learning (ML). ✓ Completed over 50 web projects ✓ Among top 2% freelancers pool ✓ Punctual with deadlines ✓ Excellent communication skills ✓ Result-oriented freelancer ✓ Experienced in similar projects ✓ Working according to 24/7 I'm eager to start working as soon as I hear back positively. Kind regards Anna

Hello amesh11, I understand that you are looking for a freelancer to work on predictive modeling with data. I propose to first conduct baseline experiments with models like Logistic Regression and Decision Trees, then optimize performance through various ML models and hyperparameter tuning. I will also analyze key features using advanced techniques, handle class imbalances effectively, and evaluate performance using precision, recall, and other metrics. Validation will be done through cross-validation for robustness, and I will ensure thorough documentation for reproducibility. With expertise in Data Mining, Python, and Machine Learning, I am confident in delivering high-quality results. Please review my portfolio for more details: https://www.freelancer.com/u/sobia49 I commit to maintaining effective communication throughout the project. Best regards, Sobia