Model Selection Courses and Certifications

Coursera

Learn to Choose the Right ML Model

Discover how to systematically select and deploy ML models using structured problem typing, algorithm comparison, and metrics-driven workflows for production success.

• Coursera
• 2 hours 45 minutes
• On-Demand
• Paid Course

Coursera

Track and Evaluate ML Model Experiments

Master systematic ML experiment tracking with DVC and Weights & Biases to build reproducible, auditable workflows that eliminate "it worked on my machine" problems.

• Coursera
• 2 hours 57 minutes
• On-Demand
• Paid Course

Coursera

Unlock Product Insights: Analyze and Evaluate

Master hypothesis-driven analysis and model selection trade-offs to transform data into confident product decisions using systematic frameworks and classification techniques.

• Coursera
• 1 hour 36 minutes
• On-Demand
• Paid Course

Coursera

ML: Build, Train, Justify Models

Master practical ML workflows: transform business problems into ML tasks, train logistic regression, random forest, and gradient boosting models, and justify selections using bias-variance reasoning.

• Coursera
• 3 hours 4 minutes
• On-Demand
• Paid Course

Envato Tuts+

Continuous Integration: Database Selection and Model Creation - Day 2

Learn database selecting techniques, including creating models, using Active Records, query bindings, and testing, to enhance your database management skills.

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

Krish Naik

EvalML AutoML Library to Automate Feature Engineering, Feature Selection, Model Creation and Tuning

Explore EvalML, an AutoML library automating feature engineering, selection, model creation, and tuning. Learn to streamline your data science workflow and improve project efficiency.

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

John Savill's Technical Training

Using Foundry's Model Router to Simplify Optimal AI Model Selection

Discover how Microsoft Foundry's Model Router streamlines AI model selection for optimal performance in applications and agents through automated routing methods.

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

Krish Naik

Step-by-Step Machine Learning Project Implementation: EDA, Feature Engineering, Selection, and Model Training

Comprehensive guide to implementing a machine learning project, covering data cleaning, EDA, feature engineering, selection, model training, and hyperparameter tuning.

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

Discover AI

LLMs at Their Breaking Point: Performance Analysis and Model Selection - Part 1

Gain insights into LLM model selection, performance metrics, and scaling limitations through practical examples and mathematical analysis of pass@k probability in AI systems.

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

Fields Institute

Guiding Model-Driven Combination Dose Selection Using Multi-Objective Synergy Optimization

Explore model-driven combination dose selection through multi-objective synergy optimization in mathematical oncology research.

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

Data Science Festival

Choosing the Right LLM - A Framework for Model Evaluation and Selection

Discover a systematic approach to evaluating and selecting Large Language Models for specific tasks, focusing on practical frameworks and custom testing methods for optimal results.

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

Learn how to fit, interpret, and compare linear regression models in Python.

• Codecademy
• 6 hours
• On-Demand
• Free Trial Available

Explore transformers, the core of GPT models, and apply them to text generation and sentiment analysis using Hugging Face libraries. Learn about their history and environmental impact.

• Codecademy
• 3 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

Explore techniques for selecting and evaluating linear regression models, interpreting results, and making data-driven recommendations for optimal model choice.

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