Hyperparameter Optimization Courses and Certifications

PredictHealth's Advanced Pricing System

Master advanced modeling techniques to build state-of-the-art insurance pricing systems with non-linear patterns, feature interactions, regularization, and robust validation methods.

• CodeSignal
• 2 hours
• Self-Paced
• Free Certificate

XGBoost for Beginners

Master XGBoost fundamentals to build faster, accurate models with parameter tuning, early stopping techniques, and native interface configuration for optimal performance.

• CodeSignal
• 1 hour
• Self-Paced
• Free Certificate

LightGBM Made Simple

Master LightGBM's leaf-wise architecture, histogram algorithms, and parameter optimization through hands-on experiments comparing performance against traditional boosting methods.

• CodeSignal
• 1 hour
• Self-Paced
• Free Certificate

Career Certificate

Mastering Gradient Boosting with XGBoost & LightGBM

Master gradient boosting techniques using XGBoost, LightGBM, and CatBoost to build, tune, and interpret powerful models for real-world classification problems with hands-on practice.

• CodeSignal
• 3 hours
• Self-Paced
• Free Certificate
• 3 courses

Content-Based Recommendation Systems

Explore content-based recommendation systems, mastering feature extraction, similarity measures, and factorization machines through hands-on C++ examples to build personalized, data-driven recommendation models.

• CodeSignal
• 1 hour
• Self-Paced
• Free Certificate

Non-linear Dimensionality Reduction Techniques

Master t-SNE, LLE, and Kernel PCA techniques to reveal hidden patterns and reduce dimensionality in complex, high-dimensional datasets using R programming.

• CodeSignal
• 3 hours
• Self-Paced
• Free Certificate

Density-Based Clustering Simplified

Master DBSCAN clustering techniques to identify unique cluster shapes through connectivity and density functions, with hands-on R implementation and parameter tuning.

• CodeSignal
• 2 hours
• Self-Paced
• Free Certificate

AWS Certified Machine Learning Engineer Associate: Hands On!

4956 ratings at Udemy

Practice exam included! Master MLA-C01 / ME1-C01 AWS Machine Learning Engineer Exam: SageMaker, Bedrock, and AI Skills.

• Udemy
• 23 hours 26 minutes
• Self-Paced
• Paid Course

Classification and Planned Experiments

Master classification techniques like K-nearest neighbor and logistic regression, plus experimental design principles for causal analysis using R and Python.

• Coursera
• 5 hours 47 minutes
• Self-Paced
• Paid Course

Data Science: Supervised Machine Learning in Python

3554 ratings at Udemy

Full Guide to Implementing Classic Machine Learning Algorithms in Python and with Scikit-Learn

• Udemy
• 6 hours 25 minutes
• Self-Paced
• Paid Course

Prompt Engineering Frameworks & Methodologies

3076 ratings at Udemy

Master Proven Techniques to Design, Tune, and Evaluate High-Performing Prompts for LLMs

• Udemy
• 3 hours 10 minutes
• Self-Paced
• Paid Course

No-Code Machine Learning: Practical Guide to Modern ML Tools

2515 ratings at Udemy

Build Powerful Machine Learning Models w/Zero Coding! Master Google Vertex AI, Microsoft Azure ML Designer, & DataRobot

• Udemy
• 6 hours 30 minutes
• Self-Paced
• Paid Course

Machine Learning & Data Science A-Z: Hands-on Python 2024

1247 ratings at Udemy

Learn NumPy, Pandas, Matplotlib, Seaborn, Scikit-learn, Scipy and develop Machine Learning Models in Python

• Udemy
• 14 hours 28 minutes
• Self-Paced
• Paid Course

Coursera

PyCaret: Anatomy of Regression

14 ratings at Coursera

Explore PyCaret for efficient regression modeling: compare models, tune parameters, create visuals, and interpret results using SHAP, all with minimal code.

• Coursera
• 2 hours 15 minutes
• Self-Paced
• Paid Course

Packt

Foundations and Core Concepts of PyTorch

54 ratings at Coursera

Master PyTorch fundamentals: from setup to advanced modeling. Build neural networks, optimize performance, and apply deep learning techniques to real-world problems using hands-on exercises and practical implementations.

• Coursera
• 6 hours 49 minutes
• Self-Paced
• Paid Course