Hyperparameter Tuning Courses and Certifications

Learn industry-standard techniques for hyperparameter tuning in machine learning, including Grid Search, Random Search, Bayesian Optimization, and Genetic Algorithms to improve model performance.

• Codecademy
• 1 hour
• On-Demand
• Free Trial Available

Optimize Model Training with Hyperparameter Tuning

Machine learning models are of critical business importance, and hyperparameters allow us to converge on more accurate models faster. This course will teach you how to understand and optimize hyperparameters by tuning them.

• Pluralsight
• 27 minutes
• On-Demand
• Free Trial Available

Federated Hyperparameter Tuning - Challenges, Baselines, and Connections

Explores challenges and solutions for hyperparameter tuning in federated learning, introducing FedEx method to accelerate the process. Connects to weight-sharing in neural architecture search and demonstrates improved accuracy on benchmarks.

• YouTube
• 57 minutes
• On-Demand
• Free Online Course

DeepLearning.AI;  Stanford

Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

63068 ratings at Coursera

Enhance deep learning skills: master hyperparameter tuning, regularization, optimization, and TensorFlow implementation for improved neural network performance and systematic results generation.

• Coursera
• 23 hours 35 minutes
• On-Demand
• Free Online Course (Audit)

Google Cloud;  Google

Machine Learning in the Enterprise

1458 ratings at Coursera

Explore enterprise ML workflow, data management, and model building options using Google Cloud tools. Learn custom training, hyperparameter tuning, and best practices for ML development.

• Coursera
• 18 hours 47 minutes
• On-Demand
• Free Online Course (Audit)

Modern Reinforcement Learning: Deep Q Learning in PyTorch

882 ratings at Udemy

How to Turn Deep Reinforcement Learning Research Papers Into Agents That Beat Classic Atari Games

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

Support Vector Machines in Python: SVM Concepts & Code

518 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
• On-Demand
• Paid Course

A to Z (NLP) Machine Learning Model building and Deployment.

161 ratings at Udemy

Python, Docker, Flask, GitLab, Jenkins tools and technology used for deploy model in your Local server. A complete Guide

• Udemy
• 4 hours 56 minutes
• On-Demand
• Paid Course

Build and Deploy Machine Learning App in Cloud with Python

126 ratings at Udemy

Develop and Deploy Machine Learning Web App and Deploy in Python Anywhere Cloud Platform using Python, Flask, Skimage

• Udemy
• 6 hours 18 minutes
• On-Demand
• Paid Course

Fractal Analytics

Advanced Machine Learning Algorithms

Explore advanced machine learning algorithms, from regularization to ensemble methods. Master feature engineering, hyperparameter tuning, and model selection for enhanced predictive accuracy and real-world applications.

• Coursera
• 20 hours 43 minutes
• On-Demand
• Free Online Course (Audit)

Mastering Deep Learning

Comprehensive exploration of Artificial Neural Networks and Convolutional Neural Networks, covering fundamental principles, applications, and practical implementation in diverse domains.

• Swayam
• 6 weeks
• On-Demand
• Free Online Course

Neural Network Programming - Deep Learning with PyTorch

1 review

Learn to build and train neural networks using PyTorch, covering tensor operations, CNN architecture, data preparation, training loops, and performance optimization techniques for deep learning projects.

• YouTube
• 9 hours
• On-Demand
• Free Online Course

Gradient Boost

Explore the fundamentals and advanced concepts of Gradient Boost for regression and classification in machine learning.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Online Course

Tabular Data

Learn machine learning techniques for tabular data, including model evaluation, feature engineering, tree-based models, hyperparameter tuning, and neural networks using AWS SageMaker.

• YouTube
• 4 hours 30 minutes
• On-Demand
• Free Online Course

Model Validation in Python

Learn the basics of model validation, validation techniques, and begin creating validated and high performing models.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available