Hyperparameter Optimization Courses and Certifications

Databricks

Efficient Distributed Hyperparameter Tuning with Apache Spark

Learn to efficiently distribute hyperparameter tuning workloads using Apache Spark, avoiding common pitfalls and optimizing performance. Explore best practices with Hyperopt and joblib-spark for scaling ML model training.

• YouTube
• 26 minutes
• On-Demand
• Free Video

Julia Silge

Hyperparameter Tuning Using Tidymodels

Explore hyperparameter tuning for random forest models using global food consumption data, enhancing model performance and gaining insights into international dietary patterns.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Association for Computing Machinery (ACM)

Optimization

Explore advanced optimization techniques for tall dense linear programs, including faster energy maximization for maximum flow problems.

• YouTube
• 38 minutes
• On-Demand
• Free Video

AutoML Seminars

carps - A Framework for Comparing N Hyperparameter Optimizers on M Benchmarks

Discover a comprehensive framework for evaluating hyperparameter optimization methods across diverse benchmark tasks, featuring 3336 tasks and 28 optimizer variants for standardized HPO research.

• YouTube
• 36 minutes
• On-Demand
• Free Video

Empowering ML Workloads With Kubeflow: JAX Distributed Training and LLM Hyperparameter Optimization

Discover how Kubeflow innovations enhance distributed JAX training on Kubernetes and automate hyperparameter optimization for LLMs, making complex ML workloads more efficient and establishing Kubeflow as a powerful platform for modern AI development.

• YouTube
• 20 minutes
• On-Demand
• Free Video

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
• 4 hours
• On-Demand
• Free Certificate

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

1603 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
• On-Demand
• Paid Course

TensorFlow 2.0 Practical

958 ratings at Udemy

Master Tensorflow 2.0, Google’s most powerful Machine Learning Library, with 10 practical projects

• Udemy
• 11 hours 45 minutes
• On-Demand
• Paid Course

Machine Learning on Google Cloud (Vertex AI) - Hands on!

505 ratings at Udemy

Learn how to build & deploy ML/DL models using GCP components AutoML, AI Platform and Vertex AI

• Udemy
• 6 hours 29 minutes
• On-Demand
• Paid Course

Machine Learning Optimization Using Genetic Algorithm

377 ratings at Udemy

Learn how to optimize Machine Learning algorithms' performances and apply feature selection using Genetic Algorithm

• Udemy
• 6 hours 33 minutes
• On-Demand
• Paid Course

Data science and Data preparation with KNIME

357 ratings at Udemy

KNIME - a powerful tool for data science and machine learning Data science with higher efficiency. KNIME data cleaning

• Udemy
• 11 hours 2 minutes
• On-Demand
• Paid Course

AWS Certified Machine Learning Specialty 2025 - Mastery

212 ratings at Udemy

Upgrade with AWS Certified Machine Learning Specialty and Master Machine Learning on AWS to clear Examination

• Udemy
• 1 day 10 hours 57 minutes
• On-Demand
• Paid Course

Data Science | The Power of ChatGPT in Python & Data Science

59 ratings at Udemy

Data Science & ChatGPT | Complete Hands-on Python Training using Chat GPT with Data Science, AI and Machine Learning

• Udemy
• 5 hours 41 minutes
• On-Demand
• Paid Course

Machine Learning Rapid Prototyping with IBM Watson Studio

16 ratings at Coursera

Explore automated AI capabilities for rapid prototyping in machine learning using IBM Watson Studio's AutoAI tool, focusing on data preparation, model selection, and hyperparameter optimization.

• Coursera
• 8 hours 53 minutes
• On-Demand
• Paid Course

PyTorch: Techniques and Ecosystem Tools

12 ratings at Coursera

Master advanced PyTorch optimization, computer vision with TorchVision, NLP with Hugging Face, and efficient training pipelines for production-ready deep learning models.

• Coursera
• 1 day 8 hours 58 minutes
• On-Demand
• Paid Course