Name: Data Science Pipelines
Price: -1 USD

Data Science Pipelines

Overview

Streamline complex machine learning projects by designing pipelines that combine preprocessing, modeling, and evaluation. Learn to manage numeric, image, and text data efficiently while preventing data leakage and boosting reproducibility.

Syllabus

Scikit-Learn Pipelines

Master scikit-learn pipelines for efficient data workflows, preprocessing, feature engineering, and model optimization, enhancing machine learning projects with automation and clarity.

Computer Vision Pipelines

Explore computer vision by learning image preprocessing, feature extraction, and building classification pipelines with SVMs and CNNs using tools such as OpenCV and PyTorch.

NLP Pipelines

Build machine learning pipelines with text data features, including tokenization, vectorization, and part-of-speech tagging with spaCy.

Project: Data Science Pipeline

Create a machine learning model pipeline with scikit-learn, using numeric and text data to predict whether or not a customer would recommend a product.