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You will get Advanced Predictive Modeling for Enhanced Business Insights

Alice L.Status: Offline
Alice L.
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Let a pro handle the details

Buy Machine Learning services from Alice, priced and ready to go.
Alice L.Status: Offline
Alice L.
Preview imagePreview imagePreview imagePreview imagePreview imagePreview imagePreview imagePreview image

Let a pro handle the details

Buy Machine Learning services from Alice, priced and ready to go.

Project details

With six years of experience as a data scientist in fintech and hedge fund environments, I bring a wealth of expertise in developing advanced predictive models and handling complex datasets. This project aims to deliver a comprehensive, end-to-end machine learning pipeline using XGBoost for classification problems, specifically tailored to manage imbalanced data.

What sets this project apart is the combination of state-of-the-art machine learning techniques and a thorough approach to data preparation, feature engineering, and model evaluation. By leveraging advanced methods to address data imbalance and integrating seamlessly into your existing workflows, this solution ensures high predictive accuracy and reliability. My extensive background in data science, particularly in high-stakes financial environments, ensures a robust and effective solution tailored to your needs.
Machine Learning Tools
Apache Spark, BERT, ChatGPT, Databricks Platform, Databricks MLflow, GPT-3, Keras, Microsoft Excel, MLflow, NLTK, NumPy, OpenCV, pandas, Python, Python Scikit-Learn, PyTorch, scikit-learn, SciPy, SQL, TensorFlow, TextBlob, Word2vec, XGBoost

What's included $250

These options are included with the project scope.

$250
  • Delivery Time 21 days
  • Number of Revisions 3
  • Number of Model Variations 3
    • Model Validation/Testing
    • Model Documentation
    • Data Source Connectivity
Alice L.Status: Offline

About Alice

Alice L.Status: Offline
Data Scientist, Machine Learning
Chicago, United States - 9:59 pm local time
I'm a Data Scientist and hold a Master's and Bachelor’s degree in Computer Science and Statistics. With almost seven years of experience, I've developed my expertise in data analysis and machine learning at a late-stage startup and previously at a top hedge fund.

My skills span data analysis (both structured and unstructured), time series modeling, and end-to-end machine learning—from prototyping to deployment. I'm proficient in web scraping, natural language processing, and building language models.

To me, data is more than numbers - it tells a story. I'm eager to leverage my passion and analytical skills to contribute to your team and help elevate our projects.

Steps for completing your project

After purchasing the project, send requirements so Alice can start the project.

Delivery time starts when Alice receives requirements from you.

Alice works on your project following the steps below.

Revisions may occur after the delivery date.

Data Understanding and Preparation

1. Data Collection: Collect raw data files and relevant external data. 2. Data Exploration: Conduct EDA to understand the data structure, quality, and issues. 3. Data Cleaning: Remove inconsistencies, handle missing values, and ensure data quality.

Feature Engineering

1. Feature Development: generate tailored features based on the specific requirements of the classification problem. 2. Handling Categorical and Numerical Data 3. Creating Indicators: to capture important patterns and relationships within the data.

Review the work, release payment, and leave feedback to Alice.