PCA Courses and Certifications

Trees, SVM and Unsupervised Learning

Learn SVMs, neural networks, decision trees, and XG boost in a 4-week course by University of Colorado Boulder. Gain hands-on experience in building predictive models and data representation.

• Coursera
• 12 hours 58 minutes
• On-Demand
• Free Online Course (Audit)

Clustering & Classification With Machine Learning In Python

287 ratings at Udemy

Master both supervised and unsupervised machine learning in Python with this 6-hour course. Learn data pre-processing, clustering techniques, dimensional reduction, and deep learning. No prior knowledge required.

• Udemy
• 6 hours
• On-Demand
• Paid Course

Unsupervised Machine Learning : With 2 Capstone ML Projects

87 ratings at Udemy

Master unsupervised machine learning with this comprehensive course. Learn clustering analysis, dimensionality reduction, and work on real-world projects for practical experience.

• Udemy
• 2 hours 59 minutes
• On-Demand
• Paid Course

Machine Learning (ML) Bootcamp: Python, TensorFlow, Colab,..

35 ratings at Udemy

Master the 3 M's of Machine Learning: Maths, Methods, and Machine in this comprehensive bootcamp. Learn Python, TensorFlow, Colab, and apply concepts to real-life projects.

• Udemy
• 4-5 hours
• On-Demand
• Paid Course

Statistics and Machine Learning in R

If you want to do statistics and machine learning in R, this playlist is for you, and you only. No one else is allowed to watch it.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Online Course

University of Tübingen

Introduction to Machine Learning

Learn the basics of machine learning, including linear regression, neural networks, and deep learning, in an 11-hour program from Eberhard Karls University of Tübingen.

• YouTube
• 11 hours
• On-Demand
• Free Online Course

Interpreting Data with Advanced Statistical Models

17 ratings at Pluralsight

Machine Learning is changing the world and at the very core of machine learning are advanced statistical models. With this course, you will know how to create an ML application for problems that appear at your work and understand the basis behind it

• Pluralsight
• 3-4 hours
• On-Demand
• Free Trial Available

Data Professor

Python Data Science Project

Learn Python for data science with Data Professor's 5-hour program, covering machine learning, hyperparameter tuning, Google Colab, web scraping, and more.

• YouTube
• 5 hours
• On-Demand
• Free Online Course

LiquidBrain Bioinformatics

rRNA Sequencing Analysis and Visualization

LiquidBrain Bioinformatics offers a concise guide to 16s rRNA sequencing analysis and visualization, covering OTU identification, phylotype analysis, and diversity measures in under an hour.

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

LiquidBrain Bioinformatics

Clustering and Markers Identification for ScRNA-Seq - Seurat Package Tutorial

LiquidBrain Bioinformatics offers a concise tutorial on ScRNA-Seq clustering and marker identification using the Seurat package, with a focus on data import, QC, normalization, and visualization.

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

MITCBMM

Dimensionality Reduction for Matrix- and Tensor-Coded Data

Learn to compress large data tables into manageable representations using matrix and tensor factorizations with this MITCBMM tutorial. Includes hands-on exercises.

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

MITCBMM

Dimensionality Reduction II

Explore dimensionality reduction, cluster computing, and OpenMind in this MITCBMM tutorial. Ideal for grad students and postdocs with computational interest. Less than 1 hour workload.

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

Chemometrics & Machine Learning in Copenhagen

Randomization - Speeding Up Huge Problems

Explore data reduction methods for faster analysis of large datasets with Chemometrics & Machine Learning in Copenhagen. Less than 1-hour webinar by José Amigo Rubio.

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

IEEE

Residual Based Sampling for Online Low Rank Approximation

Explore online low rank approximation and column subset selection with this under 1-hour material from IEEE. Dive into online algorithms, error bounding, and more.

• YouTube
• 23 minutes
• On-Demand
• Conference Talk

RSA Conference

Machine Learning Toolbox for Cybersecurity Risk Management

Learn practical machine learning techniques for cybersecurity risk assessment from Microsoft's Senior Risk Manager in less than an hour with RSA Conference.

• YouTube
• 30 minutes
• On-Demand
• Conference Talk