Model Selection Courses and Certifications

Random Forests

Learn to build, evaluate, and implement Random Forests, including handling missing data and clustering. Gain practical skills using R for this powerful machine learning technique.

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

NPTEL;  IISc Bangalore

Pattern Recognition

This course provides a fairly comprehensive view of the fundamentals of pattern classification and regression. Topics covered in the lectures include an overview of pattern classification and regression; Bayesian decision making and Bayes classifier

• YouTube
• 1 day 5 hours
• On-Demand
• Free Video

Balance, Criticality, and Antifragility in Complex Systems

Explore complex systems thinking and its philosophical implications with Carlos Gershenson. Delve into balance, criticality, antifragility, and the intersections between Eastern and Western philosophical traditions and modern scientific concepts.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

Experimental Design for Machine Learning

Explore experimental design for machine learning in plant phenotyping, enhancing data collection and analysis.

• FutureLearn
• 5 weeks, 1 hour a week
• On-Demand
• Free Online Course (Audit)

PyTorch and Deep Learning for Decision Makers

Explore PyTorch's ecosystem for AI applications, focusing on data quality, model selection, and deployment challenges to make informed decisions in integrating AI into business processes.

• edX
• 7 weeks, 1-2 hours a week
• On-Demand
• Free Online Course (Audit)

Product Marketing: Creating Compelling Brand Imagery

Learn to create compelling brand imagery through planning, executing, and selecting photos that tell your product's story and engage customers effectively.

• Skillshare
• 59 minutes
• On-Demand
• Free Trial Available

Key Concepts Machine Learning

60 ratings at Pluralsight

This course will introduce you to the concepts needed to identify use-cases for Machine Learning, formulate an ML problem, enumerate the canonical problems that ML is used to solve, and detail how ML is applied to complex data such as text, images and sp…

• Pluralsight
• 2 hours 7 minutes
• 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

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

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

Creating Machine Learning Models

31 ratings at Pluralsight

This course covers the important types of machine learning algorithms, solution techniques based on the specifics of the problem you are trying to solve, as well as the classic machine learning workflow.

• Pluralsight
• 2-3 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
• 2 hours
• 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

Building, Training, and Validating Models in Microsoft Azure

This course gives Microsoft Azure Data Scientists a road map on how to build, train, and validate machine learning models in Azure.

• Pluralsight
• 1-2 hours
• On-Demand
• Free Trial Available

Open Data Science

Price Optimisation - From Exploration to Productionising - David Adey, PhD & Alexey Drozdetskiy, PhD

Explore dynamic price optimization using machine learning, from data analysis to cloud deployment. Learn about feature encoding, model selection, efficiency improvements, and practical implementation strategies for revenue growth.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Video

Open Data Science

Building Scalable AI Computer Vision Applications

Standardized workflow for building scalable AI computer vision applications, covering data preparation, annotation, model selection, benchmarking, deployment, and monitoring for efficient development.

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