scikit-learn Courses and Certifications

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

TensorFlow Techniques for Model Optimization

Master advanced TensorFlow optimization techniques, from regularization and dropout implementation to callback utilization and Scikit-Learn integration, enhancing model performance and preventing overfitting.

• CodeSignal
• On-Demand
• Free Certificate

Density-Based Clustering Simplified

Master density-based clustering through DBSCAN algorithm implementation, from basic concepts to advanced parameter tuning, with hands-on Python examples using scikit-learn.

• CodeSignal
• On-Demand
• Free Certificate

Cluster Performance Unveiled

Master advanced clustering validation techniques using Silhouette Score, Davies-Bouldin Index, and Cross-Tabulation Analysis to optimize algorithm performance and identify ideal cluster structures.

• CodeSignal
• On-Demand
• Free Certificate

Navigating Data Simplification with PCA

Master dimensionality reduction techniques using Principal Component Analysis (PCA) with Python's Scikit-learn, from basic concepts to practical implementation in machine learning projects.

• CodeSignal
• On-Demand
• Free Certificate

Linear Landscapes of Dimensionality Reduction

Master dimensionality reduction techniques through Linear Discriminant Analysis (LDA), comparing it with PCA while implementing practical Python solutions for improved feature selection and model performance.

• CodeSignal
• On-Demand
• Free Certificate

Non-linear Dimensionality Reduction Techniques

Master non-linear dimensionality reduction techniques like t-SNE, LLE, and Kernel PCA to uncover hidden patterns in complex datasets through hands-on visualization and parameter tuning.

• CodeSignal
• On-Demand
• Free Certificate

Dimensionality Reduction with Feature Selection

Master advanced feature selection techniques to optimize machine learning models through variance analysis, univariate selection, mutual information, and recursive elimination methods.

• CodeSignal
• On-Demand
• Free Certificate

Training Your First Machine Learning Model from Scratch

Master linear regression fundamentals by building a model from scratch using scikit-learn, covering data preparation, training, evaluation, and real-world applications with California housing data.

• CodeSignal
• On-Demand
• Free Certificate

Python for Data Science Masterclass

Master Python programming fundamentals through advanced data science techniques, from data handling to machine learning, using NumPy, Pandas, Matplotlib, and scikit-learn.

• Noble Desktop
• On-Demand
• Paid Course

Applied Machine Learning: Techniques and Applications

Master applied machine learning techniques for computer vision, data analysis, and model evaluation. Gain hands-on experience with image processing, supervised learning, and essential skills in data pre-processing and performance assessment.

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

Python for Data Science and Machine Learning Bootcamp

146825 ratings at Udemy

Learn how to use NumPy, Pandas, Seaborn , Matplotlib , Plotly , Scikit-Learn , Machine Learning, Tensorflow , and more!

• Udemy
• 1 day 54 minutes
• On-Demand
• Paid Course

DeepLearning.AI;  Stanford

Supervised Machine Learning: Regression and Classification

24349 ratings at Coursera

Develop machine learning skills using Python, covering regression and classification techniques with hands-on practice in NumPy and scikit-learn for real-world AI applications.

• Coursera
• 1 day 9 hours 19 minutes
• On-Demand
• Free Online Course (Audit)

The Complete Machine Learning Course with Python

7460 ratings at Udemy

Build a Portfolio of 12 Machine Learning Projects with Python, SVM, Regression, Unsupervised Machine Learning & More!

• Udemy
• 17 hours 19 minutes
• On-Demand
• Paid Course

Introduction to Data Science using Python (Module 1/3)

7266 ratings at Udemy

Learn Data science / Machine Learning using Python (Scikit Learn)

• Udemy
• 2 hours 32 minutes
• On-Demand
• Free Online Course