Machine Learning Courses and Certifications

The Case for Learned Index Structures

Exploring learned index structures as alternatives to traditional database indexes, offering potential improvements in speed and memory efficiency for data retrieval and management.

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

Machine Learning for Healthcare

6 reviews

This course introduces students to machine learning in healthcare, including the nature of clinical data, disease progression modeling, precision medicine, diagnosis, subtype discovery, and improving clinical workflows.

• MIT OpenCourseWare
• 31 hours
• On-Demand
• Free Video

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

Microcredential

AI and Machine Learning Essentials with Python

Gain essential skills in AI, machine learning, and Python programming. Learn statistics, solve real-world problems, and prepare for advanced study in these cutting-edge fields.

• Coursera
• On-Demand
• Paid Course
• 3 courses

Machine Learning Essentials

Explore statistical learning techniques for machine learning, including linear regression and classification. Apply concepts through Python coding assignments and practical problem-solving.

• Coursera
• 17 hours 59 minutes
• On-Demand
• Free Online Course (Audit)

Machine Learning: Clustering & Retrieval

5 reviews

Explore similarity-based algorithms for document retrieval, clustering techniques, and topic modeling. Learn to implement k-nearest neighbors, k-means, EM, and LDA for analyzing large text datasets.

• Coursera
• 17 hours 21 minutes
• On-Demand
• Free Online Course (Audit)

Information Extraction from Free Text Data in Health

Learn advanced machine learning and NLP techniques to extract information from unstructured healthcare documents. Develop skills in medical entity recognition, clinical data extraction, and deep learning for health information analysis.

• Coursera
• 1 day 4 minutes
• On-Demand
• Free Online Course (Audit)

Introduction to Machine Learning in Sports Analytics

22 ratings at Coursera

Explore supervised machine learning techniques using Python and real athletic data to predict sports outcomes, applying methods like SVM, decision trees, and ensembles to analyze professional leagues and wearable device data.

• Coursera
• 12 hours 55 minutes
• On-Demand
• Free Online Course (Audit)

Microcredential

AWS Machine Learning Engineer Nanodegree

41 ratings at Udacity

Equip developers with AWS SageMaker skills to build and deploy ML models in production. Learn data science, model design, and best practices for real-world applications.

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

In this course, you’ll learn exactly what to expect during a machine learning interview.

• Udacity
• 1 week
• On-Demand
• Free Online Course

Introduction to Machine Learning

Explore machine learning concepts and workflows using AWS SageMaker, from data analysis to model deployment. Learn to apply ML techniques, use advanced algorithms, and optimize models for real-world scenarios.

• Udacity
• 4 weeks, 4-5 hours a week
• On-Demand
• Paid Course

Small Datasets in Machine Learning

Explore techniques for leveraging small datasets in machine learning, including transfer learning and synthetic data generation, to build powerful models and solve real-world problems.

• Udacity
• 2 weeks, 3-4 hours a week
• On-Demand
• Paid Course

Advanced Machine Learning Models for Prediction

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
• On-Demand
• Free Certificate

Introduction to Machine Learning with caret

Master machine learning fundamentals using R's caret package, covering data preprocessing, model training, evaluation, and cross-validation through hands-on practice with real datasets like iris.

• CodeSignal
• On-Demand
• Free Certificate

Practical Machine Learning with the mtcars Dataset in R

Master practical machine learning in R through hands-on projects with mtcars dataset, covering preprocessing, model building, evaluation, visualization, and cross-validation techniques.

• CodeSignal
• On-Demand
• Free Certificate