Machine Learning Courses and Certifications

OpenSSF

ML Model Signing: Cryptographically Paving the Way to Provenance in Machine Learning Models

Explore cryptographic signing for ML models, enhancing trust and provenance in AI. Learn about open-source specifications for verifying model integrity and strengthening the AI supply chain.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

Career Certificate

Hands-on Approaches to Handling Data Imbalance

Master techniques for handling imbalanced datasets through data preparation, advanced resampling methods, specialized algorithms, and proper evaluation metrics to build robust ML models.

• CodeSignal
• 6 hours
• Self-Paced
• Free Certificate
• 3 courses

Center for Language & Speech Processing(CLSP), JHU

An Introduction to the MALLET Machine Learning Toolkit

Discover MALLET, a powerful Java-based machine learning toolkit for natural language processing, text classification, and topic modeling applications.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

機器學習基石下 (Machine Learning Foundations)---Algorithmic Foundations

331 ratings at Coursera

探討機器學習的演算法基礎,包括線性迴歸、邏輯迴歸、分類模型、非線性轉換、過擬合、正則化、驗證等主題,著重實用工具和方法論。

• Coursera
• 9 hours 20 minutes
• Self-Paced
• Paid Course

DeepLearning.AI;  Stanford

Advanced Learning Algorithms

8723 ratings at Coursera

Explore neural networks, decision trees, and best practices in machine learning. Build and train models using TensorFlow, apply multi-class classification, and learn ensemble methods for real-world AI applications.

• Coursera
• 1 day 10 hours 18 minutes
• Self-Paced
• Paid Course

Creative Applications of Deep Learning with TensorFlow

45 ratings

Explore deep learning with TensorFlow, from basic components to advanced algorithms. Learn to build neural networks for object recognition, content generation, and creative applications in AI.

• Kadenze
• 60 hours
• Self-Paced
• Free Online Course

DeepLearning.AI;  Stanford

Unsupervised Learning, Recommenders, Reinforcement Learning

5668 ratings at Coursera

Explore unsupervised learning, recommender systems, and reinforcement learning. Master clustering, anomaly detection, and deep Q-learning to solve real-world AI challenges.

• Coursera
• 1 day 3 hours 51 minutes
• Self-Paced
• Paid Course

Computational Social Science Capstone Project

34 ratings

Integrative lab applying computational social science skills: web scraping, network analysis, NLP, and agent-based modeling to analyze social media data and simulate idea diffusion.

• Coursera
• 13 hours 38 minutes
• Self-Paced
• Paid Course

Tópicos em Machine Learning

3689 ratings at FGV Educação Executiva

Introdução à aprendizagem de máquinas, abordando métodos supervisionados e não supervisionados, com foco em SVMs. Oferece uma visão ampla e prática de conceitos fundamentais de Machine Learning.

• FGV Educação Executiva
• 10 hours
• Self-Paced
• Free Certificate

Python for Data Science and Machine Learning Bootcamp

157761 ratings at Udemy

Learn how to use NumPy, Pandas, Seaborn , Matplotlib , Plotly , Scikit-Learn , Machine Learning, Tensorflow , and more!

• Udemy
• 1 day 54 minutes
• Self-Paced
• Paid Course

Machine Learning e Data Mining in R

10 ratings at Coursera

Panoramica pratica delle tecniche di apprendimento automatico in R, dalle più interpretabili alle più flessibili, con implementazione continua dei concetti e applicazione a dataset reali.

• Coursera
• 1 day 6 hours 42 minutes
• Self-Paced
• Paid Course

Algoritmos de negociación basados en machine learning​

38 ratings at Coursera

Introducción a mercados de capital, formación de precios, análisis técnico y algoritmos de negociación con machine learning para estrategias de inversión activas a corto plazo.

• Coursera
• 17 hours 55 minutes
• Self-Paced
• Paid Course

Machine Learning with scikit-learn

14 ratings at DataCamp

Learn how to build and tune predictive models and evaluate how well they'll perform on unseen data.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Production Machine Learning Systems - Español

16 ratings at Coursera

Explora componentes y prácticas para crear sistemas de AA de alto rendimiento en producción, abordando entrenamiento, inferencia, TensorFlow distribuido y TPU.

• Coursera
• 16 hours 46 minutes
• Self-Paced
• Paid Course

Machine Learning with Tree-Based Models in Python

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

• DataCamp
• 5 hours
• Self-Paced
• Free Trial Available