Classification Courses and Certifications

Coursera

AWS AutoGluon for Machine Learning Classification

Train powerful machine learning classifiers for disease detection using AWS AutoGluon, enabling rapid prototyping of multiple models with minimal code.

• Coursera
• 1 hour 52 minutes
• On-Demand
• Paid Course

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
• 2 hours
• On-Demand
• Free Certificate

Modeling the Iris Dataset with TensorFlow

Master TensorFlow fundamentals through hands-on practice with the Iris dataset, covering data preprocessing, model building, performance evaluation, early stopping implementation, and model deployment techniques.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

Coursera

Image Classification on Autopilot with AWS AutoGluon

Train deep neural networks for image classification using AWS AutoGluon, a powerful library enabling quick prototyping of multiple models with minimal code.

• Coursera
• 1 hour 46 minutes
• On-Demand
• Paid Course

The MLP Architecture: Activations & Initialization

Master MLP architecture by stacking layers, implementing ReLU and Softmax activations, and applying proper weight initialization techniques for effective neural network training.

• CodeSignal
• 2 hours
• On-Demand
• Free Certificate

Packt

RNN Architecture and Sentiment Classification

Master RNN architectures and implement sentiment classification models for advanced text analysis and prediction.

• Coursera
• 7 hours 58 minutes
• On-Demand
• Paid Course

Artificial Intelligence and Machine Learning: In-depth Short Course

You've heard of AI, but do you understand it? Learn AI today: explore algorithms, apply machine learning, solve problems and prepare yourself for the future of work.

• OpenLearning
• 50 hours
• On-Demand
• Paid Course

Predict Visitor Purchases with a Classification Model in BQML

Learn to analyze customer purchasing habits using BigQuery ML, running queries on ecommerce data to gain valuable business insights.

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

Fixing Classical Models – Diagnosis & Regularization

Discover how to diagnose and fix underperforming ML models through evaluation metrics, regularization techniques, capacity tuning, and early stopping with scikit-learn and XGBoost.

• CodeSignal
• 1 hour
• On-Demand
• Free Certificate

EDUCBA

Image Classification with Keras: Build & Optimize

Master image classification using Keras through hands-on CNN building, transfer learning, data augmentation, and model optimization techniques in Google Colab.

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

Bone Lesions, Radiographic Assessment, Part 2: Classification of Tumors

Explore radiographic assessment of bone tumors using WHO classification. Learn to identify and classify common bone lesions through expert-led review of imaging techniques.

• Independent
• On-Demand
• Free Online Course

Navigating Data Simplification with PCA

Master dimensionality reduction techniques using Principal Component Analysis in R, from understanding eigenvectors to implementing PCA for feature extraction and classification tasks.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

Linear Landscapes of Dimensionality Reduction

Discover Linear Discriminant Analysis techniques for dimensionality reduction and feature selection through hands-on R programming exercises with real datasets.

• CodeSignal
• 2 hours
• On-Demand
• Free Certificate

XGBoost for Beginners

Master XGBoost fundamentals to build faster, accurate models with parameter tuning, early stopping techniques, and native interface configuration for optimal performance.

• CodeSignal
• 1 hour
• On-Demand
• Free Certificate

AI for Federal HR

Discover how AI transforms federal HR through talent acquisition, classification, development, and ethical decision-making for enhanced workforce management efficiency.

• Graduate School USA
• On-Demand
• $899.00