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Advanced Machine Learning Regression: Predicting Car Prices

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Precision Driven: Car Price Prediction Journey

Business Challenge:

In the dynamic automotive market, accurately pricing cars is critical for both buyers and sellers. To address this challenge, we present a Car Price Prediction Model.

Our goal is to develop a robust predictive model that estimates car prices effectively. With our eyes firmly fixed on the road ahead, we aim to harness the power of data to predict car prices with precision. This model will leverage various car attributes, providing valuable insights to potential buyers and helping sellers set competitive prices. With a dataset encompassing diverse car listings, this solution aims to streamline the car buying and selling experience, enhancing market transparency and facilitating informed decision-making.

Journey Milestones

Project Scope

Embarking on the journey, the first mile is defining the problem scope – predicting car prices, a regression task. Dive into the data source, extracting valuable insights, and setting the foundation for our predictive odyssey.

Exploratory Data Analysis

In this leg of the journey, we interpret the language of data. Identify the target and features, understand their relationships, and ensure data quality through meticulous cleaning, validation, and scaling. Check out the insights and adventures in the Exploration Notebook. car price distribution

Model Development

Accelerating into model development, we craft multiple models, fine-tune hyperparameters, and evaluate performance on hold-out samples. It culminates in saving these models as our trusted travel companions. Uncover the journey in the Model Development Notebook.

Data Versioning

Our journey pauses to acknowledge the unsung hero – data. Delve into the significance of versioning, exploring both local and cloud storage approaches. Navigate this stretch in the Data Versioning Guide. cloud data versionin

Model Resigstry

As we approach the final stretch, the spotlight is on model management. Enter the Model Registry, a powerhouse for organizing and tracking models. Meet Mlflow, our tool of choice, excelling in experiment tracking, project building, and reigning as a model registry. Unveil the details in the Model Registry Guide.