Hyperparameter Optimization Courses and Certifications

EDUCBA

R: Design & Evaluate Random Forests for Attrition

Master Random Forest algorithms in R to predict employee attrition through hands-on model building, parameter tuning, and performance evaluation using real HR data.

• Coursera
• 4 hours 17 minutes
• Self-Paced
• Paid Course

Coursera

Build & Evaluate Decision Trees for ML

Master decision tree algorithms in Java using Weka and Smile libraries. Build, tune, and evaluate models with entropy, Gini index, and cross-validation techniques for real-world ML applications.

• Coursera
• 4 hours 8 minutes
• Self-Paced
• Paid Course

Coursera

Optimize Deep Learning: Stabilize and Diagnose Models

Master deep learning optimization by stabilizing and diagnosing models, exploring techniques to improve performance, identify issues, and build resilient neural networks for real-world applications.

• Coursera
• 1 hour 57 minutes
• Self-Paced
• Paid Course

Core Machine Learning Algorithms and Model Validation

Master core ML algorithms—linear models, SVMs, neural networks, and ensembles—while learning model validation, bias-variance tradeoff, and hyperparameter optimization for building reliable predictive systems.

• Coursera
• 7 weeks, 1 hour a week
• Self-Paced
• Paid Course

TensorFlow 2.0 Practical

961 ratings at Udemy

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

• Udemy
• 11 hours 45 minutes
• Self-Paced
• Paid Course

Databricks Certified Machine Learning Associate Exam Guide

624 ratings at Udemy

Pass Databricks Certified Machine Learning Associate Certification with 10+ Hours of HD Quality Video & Lots of Hands-on

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

Support Vector Machines in Python: SVM Concepts & Code

558 ratings at Udemy

Learn Support Vector Machines in Python. Covers basic SVM models to Kernel-based advanced SVM models of Machine Learning

• Udemy
• 6 hours 20 minutes
• Self-Paced
• Paid Course

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

507 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
• Self-Paced
• Paid Course

Machine Learning - Regression and Classification (math Inc.)

486 ratings at Udemy

A complete Beginner to Advance level guide to Machine Learning. Hands-on Learning approach with in-depth math concepts

• Udemy
• 17 hours
• Self-Paced
• Paid Course

Prompt Engineering Frameworks & Methodologies

457 ratings at Udemy

Generative AI: DeepSeek, Gemini & Sora labs, auto‑priming, hyperparameter tuning, ethical safeguards

• Udemy
• 1 hour 46 minutes
• Self-Paced
• Paid Course

AWS Certified Machine Learning Specialty Practice Exams

443 ratings at Udemy

AWS Certified Machine Learning Practice Tests w/ Complete Explanations and References that covers all MLS-C01 topics!

• Udemy
• Self-Paced
• 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
• Self-Paced
• Paid Course

Data science and Data preparation with KNIME

358 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
• Self-Paced
• Paid Course

KubeFlow Bootcamp

316 ratings at Udemy

Learn how to use Kubeflow for Machine Learning at scale on Google Cloud!

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

AWS Certified Machine Learning Specialty 2025 - Mastery

213 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
• Self-Paced
• Paid Course