Hyperparameter Optimization Courses and Certifications

MathWorks

Predictive Modeling and Machine Learning with MATLAB

81 reviews

Learn to build, evaluate, and optimize regression and classification models using MATLAB. Apply supervised machine learning workflows to real-world datasets and improve model performance through feature selection and hyperparameter tuning.

• Coursera
• 18 hours 52 minutes
• On-Demand
• Free Online Course (Audit)

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 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
• On-Demand
• Free Certificate

Tuning GPT-3 on a Single GPU via Zero-Shot Hyperparameter Transfer

1 review

Discover how to tune GPT-3 hyperparameters efficiently on a single GPU using µTransfer, a technique based on the maximal update parametrization that enables optimization of large language models with minimal resources.

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

Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

63169 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)

TensorFlow 2.0 Practical

721 ratings at Udemy

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

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

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

629 ratings at Udemy

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

• Udemy
• 6 hours 31 minutes
• On-Demand
• Paid Course

Machine Learning Rapid Prototyping with IBM Watson Studio

13 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
• Free Online Course (Audit)

H2O.ai

H2O Hydrogen Torch Starter Course

Master deep learning without coding - build computer vision, NLP, and audio models using H2O Hydrogen Torch. Learn dataset handling, model tuning, and real-world applications through hands-on experimentation.

• Coursera
• 2 hours 17 minutes
• On-Demand
• Free Online Course (Audit)

Python: Working with Predictive Analytics

615 ratings at LinkedIn Learning

Find out how to use prebuilt Python libraries for predictive analytics and discover insights about the future.

• LinkedIn Learning
• 1-2 hours
• On-Demand
• Free Trial Available

AWS Certified Machine Learning - Specialty (MLS-C01) Cert Prep: 3 Modeling

43 ratings at LinkedIn Learning

Learn about modeling, the process of choosing and training the right machine-learning model, to prepare for the AWS Certified Machine Learning – Specialty (MLS-C01) certification.

• LinkedIn Learning
• 33 minutes
• On-Demand
• Free Trial Available

Microsoft Azure Data Scientist Associate (DP-100) Cert Prep: 2 Run Experiments and Train Models

24 ratings at LinkedIn Learning

Prepare for the second domain of the Microsoft Azure Data Scientist Associate (DP-100) exam.

• LinkedIn Learning
• 32 minutes
• On-Demand
• Free Trial Available

Open Data Science

Scaling AI Applications with Ray - Richard Liaw & Eric Liang | ODSC East 2019

Explore Ray, a distributed execution engine for AI workloads. Learn about Tune for hyperparameter optimization and RLib for reinforcement learning, with insights on scalability and practical applications.

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

Data Science with Scala

Learn to leverage Apache Spark™ with Scala for Big Data analytics, including machine learning pipelines and hyperparameter optimization in a cluster environment.

• Cognitive Class
• 6 hours
• On-Demand
• Free Online Course

tinyML

CMSIS-NN & Optimizations for Edge AI

Explore Edge AI optimizations, CMSIS-NN library, and TensorFlow Lite for microcontrollers. Learn performance enhancement techniques and see a live demo on Arduino Nano 33 BLE Sense board.

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