K-means Courses and Certifications

Simons Institute

K-Means and K-Medians Under Dimension Reduction

Explore k-means and k-medians clustering algorithms under dimension reduction, examining distortion graphs, cost analysis, and combinatorial lemmas for robust high-dimensional statistics.

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

Cluster Analysis in Data Mining

7 reviews

Explore clustering methodologies, algorithms, and applications in data mining. Learn partitioning, hierarchical, and density-based methods, along with validation techniques and real-world examples.

• Coursera
• 16 hours 30 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 Online Course

Discover patterns in unlabeled data using K-means clustering. Learn to build, assess, and improve algorithms for effective unsupervised learning and pattern recognition.

• Codecademy
• 2 hours
• On-Demand
• Free Trial Available

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

AWS Machine Learning Foundations Course

Learn what machine learning is and the steps involved in building and evaluating models. Gain in demand skills needed at businesses working to solve challenges with AI.

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

Applied Algebraic Topology Network

Practical Clustering and Topological Data Analysis

Explore clustering algorithms and topological data analysis from a data science perspective, covering techniques from k-means to DBSCAN and dimensionality reduction methods like UMAP.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Online Course

Devoxx

Create Your Own Music Recommendation System Using ML

Learn to build a music recommendation system using machine learning, exploring algorithms like K-means, SVM, and neural networks with Spotify's API, Keras, and Sklearn.

• YouTube
• 1 hour 52 minutes
• On-Demand
• Conference Talk

Feature Engineering

Better features make better models. Discover how to get the most out of your data.

• Kaggle
• 5 hours
• On-Demand
• Free Certificate

Clustering Geolocation Data Intelligently in Python

401 ratings at Coursera

Learn to clean, preprocess, and cluster geolocation data using K-Means, DBSCAN, and HDBSCAN algorithms. Visualize results interactively and evaluate model performance for improved spatial analysis.

• Coursera
• 1 hour 55 minutes
• On-Demand
• Paid Course

Scikit-Learn For Machine Learning Classification Problems

Learn to build and train classifier models using Scikit-Learn, exploring algorithms for classification, regression, and clustering, including support vector machines, random forests, and k-means.

• Coursera
• 1 hour 48 minutes
• On-Demand
• Paid Course

Cluster Analysis using RCmdr

Explore k-means and hierarchical clustering methods for car data analysis using RCmdr. Learn to create meaningful segments for marketing or grouping tasks.

• Coursera
• 1 hour 55 minutes
• On-Demand
• Paid Course

Scikit-Learn to Solve Regression Machine Learning Problems

Learn to build and train regression models using Scikit-Learn, exploring algorithms like support vector machines, random forests, and gradient boosting. Gain practical skills applicable to various industries.

• Coursera
• 1 hour 56 minutes
• On-Demand
• Paid Course

Análise de Segmentação de Mercado

Aprenda técnicas de segmentação de mercado usando Big Data e analytics para agrupar seu público-alvo, identificar perfis de clientes e aplicar estratégias eficientes de marketing baseadas em dados.

• Coursera
• 1 day 2 hours 22 minutes
• On-Demand
• Free Online Course (Audit)

IIT Kharagpur;  NPTEL

Foundations and Applications of Machine Learning (Bengali)

মেশিন লার্নিংয়ের মৌলিক ধারণা এবং অ্যালগরিদম শেখান, বাংলা ভাষায়। টেক্সট ও ইমেজ প্রসেসিংয়ের প্রয়োগসহ, গাণিতিক বিশদ এড়িয়ে মূল ধারণাগুলি বোঝানো হবে।

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