Unsupervised Learning Courses and Certifications

Kaggle;  Amazon;  Amazon Web Services Microcredential

AWS Machine Learning Engineer Nanodegree

11 reviews

Master foundational ML skills, from supervised learning to deep learning. Deploy models to production environments and complete a capstone project in your chosen domain.

• Udacity
• 4 months 2 weeks 5 days 11 hours 36 minutes
• On-Demand
• Paid Course

Introducción a la Inteligencia Artificial: Principales Algoritmos

25 reviews

Aprende cómo funcionan los algoritmos de inteligencia artificial que hacen posible los chatbos, automóviles autónomos, el reconocimiento de voz y más.

• edX
• 4 weeks, 4-5 hours a week
• On-Demand
• Free Online Course (Audit)

Modelos predictivos con Machine Learning

25 reviews

En este curso conocerás los fundamentos del aprendizaje automático y como crear modelos de predicción, regresión y clasificación con ayuda de Python. Explorarás problemas de clasificación, regresión, series de tiempo, agrupamiento y sistemas expertos.

• edX
• 4 weeks, 6-8 hours a week
• On-Demand
• Free Online Course (Audit)

Microcredential

Machine Learning

1 review

Comprehensive introduction to machine learning fundamentals, covering supervised and unsupervised learning techniques, with practical applications and best practices from Silicon Valley.

• Coursera
• 13 weeks, 9 hours a week
• On-Demand
• Paid Course
• 3 courses

Curation and Analysis of Annotated Medical Images Across Institutions - Xiaoyuan Guo

Explore techniques for curating and analyzing annotated medical images across institutions, focusing on data sharing challenges, anomaly detection, and OOD-aware image retrieval for improved dataset quality and future analysis.

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

Stanford Seminar - Can the Brain Do Back-Propagation?

Explore the brain's potential for back-propagation learning, examining challenges, alternative methods, and implications for neuroscience and machine learning.

• YouTube
• 1 hour 25 minutes
• On-Demand
• Free Online Course

Stanford Seminar - Transformers in Language: The Development of GPT Models Including GPT-3

Explore the evolution of language models from 3-Gram to GPT-3, examining their capabilities in various tasks and discussing the potential of unsupervised learning in AI development.

• YouTube
• 49 minutes
• On-Demand
• Free Online Course

Data-Efficient AI for Accelerating MRI Acquisition

Explore physics-guided AI techniques for accelerating MRI acquisition, including unsupervised and semi-supervised approaches. Learn about a new 1.5TB dataset for evaluating MRI reconstructions with clinically-relevant metrics.

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

Kaggle;  Amazon Web Services;  Amazon Microcredential

Introduction to Machine Learning with TensorFlow

5 reviews

Learn supervised and unsupervised machine learning techniques using TensorFlow and Python. Master regression, neural networks, clustering, and more to solve real-world problems and build an image classifier.

• Udacity
• 2 months 1 week 5 days 12 hours 43 minutes
• On-Demand
• Paid Course

Brown University;  Georgia Tech

Machine Learning: Unsupervised Learning

3 reviews

Ever wonder how Netflix can predict what movies you'll like? Or how Amazon knows what you want to buy before you do? The answer can be found in Unsupervised Learning!

• Udacity
• 4 weeks
• On-Demand
• Free Online Course

AWS Machine Learning Foundations Course

1 review

Gain essential machine learning skills, explore advanced AI areas, and get hands-on experience with AWS tools. Learn to build, evaluate, and deploy high-quality ML models using Amazon SageMaker and object-oriented programming.

• Udacity
• 8 weeks
• On-Demand
• Free Online Course

Introduction to Machine Learning using Microsoft Azure

Explore machine learning fundamentals and hands-on Azure ML Studio training, covering data preparation, model development, and responsible AI principles.

• Udacity
• 8 weeks
• On-Demand
• Free Online Course

Enigmatic Autoencoders for Dimensionality Reduction

Dive into the world of autoencoders, mastering neural network architecture, forward propagation, and hyperparameter optimization for effective data compression and reconstruction techniques.

• CodeSignal
• On-Demand
• Free Certificate

K-means Clustering Decoded

Master K-means clustering techniques to group data effectively, from theoretical foundations to practical implementation using Python, with focus on visualization, evaluation metrics, and optimal cluster selection.

• CodeSignal
• On-Demand
• Free Certificate

Microcredential

AI Theory and Coding

Master the fundamentals of AI by implementing machine learning algorithms from scratch, covering regression, classification, optimization, ensemble methods, clustering, and neural networks with hands-on coding.

• CodeSignal
• On-Demand
• Free Certificate
• 6 courses