Machine Learning Models Courses and Certifications

Machine Learning with Python: from Linear Models to Deep Learning.

30 reviews

An in-depth introduction to the field of machine learning, from linear models to deep learning and reinforcement learning, through hands-on Python projects. -- Part of the MITx MicroMasters program in Statistics and Data Science.

• edX
• 15 weeks, 10-14 hours a week
• On-Demand
• Free Online Course (Audit)

AI Quality Workshop: How to Test and Debug ML Models

161 ratings at Udemy

Drive ML performance with ML testing, drift detection, debugging, and AI bias minimization.

• Udemy
• 3 hours 28 minutes
• On-Demand
• Paid Course

Machine Learning with Tree-Based Models in Python

48 ratings at DataCamp

In this course, you'll learn how to use tree-based models and ensembles for regression and classification using scikit-learn.

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

Machine Learning with Tree-Based Models in R

Learn how to use tree-based models and ensembles to make classification and regression predictions with tidymodels.

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

Developing Machine Learning Models for Production

Shift to an MLOps mindset, enabling you to train, document, maintain, and scale your machine learning models to their fullest potential.

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

Advanced Machine Learning Models for Prediction

3 reviews

Master advanced machine learning algorithms including SVM, decision trees, random forests, and neural networks for predictive modeling using Scikit-Learn, with focus on practical implementation and optimization.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

Data Science: Building Machine Learning Models

120 ratings at edX

Build a movie recommendation system and learn the science behind one of the most popular and successful data science techniques.

• edX
• 8 weeks, 2-4 hours a week
• On-Demand
• Free Online Course (Audit)

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
• 4 hours
• On-Demand
• Free Certificate

Introduction to Machine Learning with Gradient Boosting Models

Master gradient boosting models through hands-on practice with Tesla stock predictions, covering model training, cross-validation, hyperparameter tuning, feature importance analysis, and early stopping techniques.

• CodeSignal
• 1 hour
• On-Demand
• Free Certificate

Microcredential

Improving Machine Learning and Deep Learning Models

Master model optimization through hands-on techniques covering evaluation, regularization, hyperparameter tuning, and neural network enhancement with scikit-learn, XGBoost, and PyTorch.

• CodeSignal
• 4 hours
• On-Demand
• Free Certificate
• 4 courses

Data Science Dojo

Ethical Dimensions of Data Science

Explore data science's ethical challenges, from systemic bias to machine learning ethics. Learn about past controversies and discover ways to create a more responsible future in this thought-provoking talk.

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

Institute for Advanced Study

Are All Features Created Equal? - Aleksander Madry

Explore machine learning's success, deep learning's appeal, and adversarial perturbations. Examine robust features, human vs. ML perspectives, and implications for data efficiency and image synthesis.

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

Olivio Sarikas

Consistent Characters Are Finally Here - SOUL ID by Higgsfield

Discover how to create AI consistent characters using Higgsfield's new Soul ID feature, training personalized avatars and exploring creative possibilities in just 13 minutes.

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

Deployment of Machine Learning Models

5888 ratings at Udemy

Learn how to integrate robust and reliable Machine Learning Pipelines in Production

• Udemy
• 10 hours 27 minutes
• On-Demand
• Paid Course

Unsupervised Machine Learning Hidden Markov Models in Python

4396 ratings at Udemy

HMMs for stock price analysis, language modeling, web analytics, biology, and PageRank.

• Udemy
• 9 hours 48 minutes
• On-Demand
• Paid Course