Linear Regression Courses and Certifications

Intro to Time Series Analysis with Airline Data

Explore time series analysis through airline data, mastering visualization techniques and predictive modeling to understand travel patterns, trends, and seasonal fluctuations.

• CodeSignal
• On-Demand
• Free Certificate

Foundational Machine Learning Models with Sklearn

Master fundamental machine learning algorithms using Sklearn and the Iris dataset, from linear regression to decision trees, with hands-on implementation, evaluation metrics, and model optimization techniques.

• CodeSignal
• On-Demand
• Free Certificate

Regression and Gradient Descent

Master regression algorithms from scratch, implementing linear and logistic regression using gradient descent. Build predictive models without relying on high-level libraries for deep mathematical understanding.

• CodeSignal
• On-Demand
• Free Certificate

Gradient Descent: Building Optimization Algorithms from Scratch

Master optimization algorithms by implementing Gradient Descent variants from scratch, including Stochastic, Mini-Batch, Momentum, RMSProp, and Adam methods, with hands-on Python implementation and practical applications.

• CodeSignal
• On-Demand
• Free Certificate

Diving Deep into Regression

Master advanced regression techniques from polynomial to elastic net, with hands-on practice using real datasets for predictive modeling and performance optimization.

• CodeSignal
• On-Demand
• Free Certificate

Introduction to Data Science with R

Master R programming fundamentals, data manipulation, visualization, and predictive modeling while building practical skills for analyzing and transforming data using powerful statistical tools.

• CodeSignal
• On-Demand
• Free Certificate

Introduction to Probability and Statistics for Machine Learning

Master essential probability and statistics concepts crucial for machine learning, from basic probability and descriptive statistics to hypothesis testing and linear regression analysis.

• CodeSignal
• On-Demand
• Free Certificate

Introduction to Predictive Modeling

Gain insights into predictive modeling fundamentals using real estate data, linear regression techniques, and model evaluation methods to make data-driven decisions.

• CodeSignal
• On-Demand
• Free Certificate

Regression Analysis to Model Diamond Prices

Master regression analysis techniques to predict diamond prices through data splitting, model training, evaluation, and advanced visualization methods.

• CodeSignal
• On-Demand
• Free Certificate

Introduction to Supervised Machine Learning

Master supervised machine learning through hands-on wine quality prediction, implementing linear and logistic regression models while exploring feature analysis, gradient descent, and model evaluation techniques.

• CodeSignal
• On-Demand
• Free Certificate

Microcredential

Introduction to Machine Learning with SciKit Learn

Master machine learning fundamentals using SciKit-learn, from data preprocessing through advanced model evaluation, including regression, classification, ensemble methods and hyperparameter tuning.

• CodeSignal
• On-Demand
• Free Certificate
• 7 courses

Python Data Science & Machine Learning High School Program NYC

Master Python programming, data science, and machine learning fundamentals through hands-on projects. From basic syntax to advanced regression analysis, build practical skills in data visualization and predictive modeling.

• Noble Desktop
• On-Demand
• Paid Course

Python Data Science & Machine Learning High School

Master Python data science fundamentals through hands-on projects, from basic programming concepts to advanced machine learning techniques like regression analysis, classification, and K-nearest neighbors.

• Noble Desktop
• On-Demand
• Paid Course

Python Machine Learning Bootcamp

Master machine learning fundamentals through hands-on Python programming, covering regression analysis, classification algorithms, and essential data science techniques for real-world problem-solving.

• Noble Desktop
• On-Demand
• Paid Course

Python for Data Science Masterclass

Master Python programming fundamentals through advanced data science techniques, from data handling to machine learning, using NumPy, Pandas, Matplotlib, and scikit-learn.

• Noble Desktop
• On-Demand
• Paid Course