Machine Learning Courses and Certifications

Deploying Machine Learning Models

51 ratings at Coursera

Learn to build and deploy recommender systems using Python. Implement similarity-based models, optimize with gradient descent, and create interactive web applications for real-world datasets.

• Coursera
• 10 hours 56 minutes
• On-Demand
• Free Online Course (Audit)

Machine Learning Foundations for Product Managers

475 ratings at Coursera

Build foundational understanding of machine learning, including model development, evaluation, and common algorithms. Gain hands-on experience training and optimizing a model for a real-world problem.

• Coursera
• 14 hours 57 minutes
• On-Demand
• Free Online Course (Audit)

Managing Machine Learning Projects

194 ratings at Coursera

Learn to identify ML opportunities, organize projects, handle data, design systems, and manage model lifecycles for successful machine learning implementations.

• Coursera
• 18 hours 6 minutes
• On-Demand
• Free Online Course (Audit)

Interpretable Machine Learning

Develop transparent and trustworthy AI solutions using interpretable machine learning techniques. Master regression models, decision trees, neural networks, and mechanistic interpretability for responsible AI in high-risk domains.

• Coursera
• 13 hours 18 minutes
• On-Demand
• Free Online Course (Audit)

Machine Learning for Data Analysis

323 ratings at Coursera

Explore machine learning techniques for predictive analysis, covering decision trees, random forests, lasso regression, and k-means clustering. Gain hands-on experience applying these algorithms to real-world data.

• Coursera
• 10 hours 28 minutes
• On-Demand
• Free Online Course (Audit)

Machine Learning for Accounting with Python

43 ratings at Coursera

Explore machine learning algorithms and their applications in accounting using Python, covering classification, regression, clustering, text analysis, and time series analysis.

• Coursera
• 2 days 16 hours 15 minutes
• On-Demand
• Free Online Course (Audit)

Machine Learning Algorithms with R in Business Analytics

38 ratings at Coursera

Explore machine learning algorithms for business analytics using R. Learn regression, classification, and clustering techniques to uncover patterns and gain actionable insights from data.

• Coursera
• 14 hours 22 minutes
• On-Demand
• Free Online Course (Audit)

Data Analytics Foundations for Accountancy II

10 ratings at Coursera

Explore machine learning concepts, algorithms, and practical applications in data analytics using Python. Gain skills in classification, regression, clustering, and anomaly detection for business insights.

• Coursera
• 2 days 22 hours 11 minutes
• On-Demand
• Free Online Course (Audit)

Machine Learning and Human Learning

Explore the intersection of AI and education, examining machine learning concepts, learning analytics, and critical perspectives on AI applications in educational settings.

• Coursera
• 1 day 12 hours 16 minutes
• On-Demand
• Free Online Course (Audit)

Mathematics for Machine Learning: PCA

3098 ratings at Coursera

Explore mathematical foundations of Principal Component Analysis (PCA) for dimensionality reduction. Learn statistics, inner products, orthogonal projections, and derive PCA from a geometric perspective.

• Coursera
• 20 hours 39 minutes
• On-Demand
• Free Online Course (Audit)

Machine Learning with Python

16434 ratings at Coursera

Dive into Machine Learning with Python, covering supervised and unsupervised learning, regression, classification, and clustering. Gain hands-on experience using SciPy and scikit-learn libraries.

• Coursera
• 13 hours 24 minutes
• On-Demand
• Free Online Course (Audit)

Introduction to Machine Learning with Python

14 ratings at Coursera

Learn Python-based machine learning, covering supervised and unsupervised learning, deep learning, and image processing. Implement models using various algorithms and explore industry applications. No prior programming experience required.

• Coursera
• 12 hours 39 minutes
• On-Demand
• Free Online Course (Audit)

How Google does Machine Learning

7263 ratings at Coursera

Explore Google's approach to machine learning, from strategy to implementation, using Vertex AI. Learn best practices, responsible AI development, and how to leverage ML for real-world problems.

• Coursera
• 11 hours 7 minutes
• On-Demand
• Free Online Course (Audit)

Machine Learning with Python

Comprehensive Python tutorial covering machine learning concepts, algorithms, and deep learning with TensorFlow. Includes hands-on projects and real-world applications.

• YouTube
• 19 hours
• On-Demand
• Free Video

Project Planning and Machine Learning

106 ratings at Coursera

Learn project planning, sensor calibration, file systems, machine learning basics, and big data analytics for IoT applications. Gain practical skills in product teardown and bill of materials creation.

• Coursera
• 17 hours 27 minutes
• On-Demand
• Free Online Course (Audit)