Gradient Boosting Courses and Certifications

Introduction to Machine Learning with Gradient Boosting Models

Master gradient boosting models through hands-on practice with Tesla stock predictions, covering model training, cross-validation, hyperparameter tuning, feature importance analysis, and early stopping techniques.

• CodeSignal
• On-Demand
• Free Certificate

Ensembles in Machine Learning

Master ensemble learning techniques like bagging, boosting, and stacking to enhance predictive modeling performance, from Random Forests to Gradient Boosting and AdaBoost implementations.

• CodeSignal
• On-Demand
• Free Certificate

Intro to Model Optimization in Machine Learning

Master machine learning optimization techniques using real medical data, from hyperparameter tuning to advanced ensemble methods, enhancing your ability to build accurate predictive models.

• CodeSignal
• On-Demand
• Free Certificate

Ensemble Methods from Scratch

Master ensemble methods by building Bagging, Random Forest, AdaBoost, and Gradient Boosting implementations from scratch. Learn to enhance predictive models through hands-on coding without relying on libraries.

• CodeSignal
• On-Demand
• Free Certificate

Advanced Modeling for Text Classification

Master advanced text classification using ensemble methods, deep learning, and neural networks with Python and TensorFlow. Build robust models using bagging, voting classifiers, gradient boosting, and RNNs for improved performance.

• CodeSignal
• On-Demand
• Free Certificate

Microcredential

Intro to Machine Learning in Trading with $TSLA

Dive into financial data analysis and machine learning techniques using Tesla stock data to build predictive trading models and make data-driven investment decisions.

• CodeSignal
• On-Demand
• Free Certificate
• 4 courses

Machine Learning in Healthcare: Fundamentals & Applications

Explore data mining in healthcare, from theoretical foundations to practical applications. Learn to select methods, use software, and address real-world challenges in data cleaning, transformation, and modeling.

• Coursera
• 18 hours 23 minutes
• On-Demand
• Free Online Course (Audit)

Decision Trees, Random Forests, Bagging & XGBoost: R Studio

235 ratings at Udemy

Decision Trees and Ensembling techinques in R studio. Bagging, Random Forest, GBM, AdaBoost & XGBoost in R programming

• Udemy
• 5 hours 54 minutes
• On-Demand
• Paid Course

Modeling Time Series and Sequential Data

Aprenda a modelar séries temporais e dados sequenciais usando abordagens tradicionais, bayesianas e de aprendizado de máquina. Explore técnicas avançadas de previsão e combine diferentes métodos para melhorar a precisão.

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

Decision Trees, Random Forests & Gradient Boosting in R

48 ratings at Udemy

Predictive models with machine learning wit Rstudio´s ROCR, XGBoost, rparty. Bonus: Neural Networks for Credit Scoring

• Udemy
• 5 hours 57 minutes
• On-Demand
• Paid Course

Great Learning

Boosting

Explore ensemble learning techniques like boosting to enhance machine learning performance. Learn about bias, variance, and popular algorithms for improved model accuracy and decision-making.

• YouTube
• 1 hour 44 minutes
• On-Demand
• Free Video

Open Data Science

Recent Advances in Machine Learning with Applications to Internet of Things - Adam McElhinney

Explore machine learning advancements in IoT, covering failure prediction, data challenges, and real-world applications. Learn about deep learning, transfer learning, and future opportunities in this rapidly evolving field.

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

Machine Learning with Python: Zero to GBMs

"Machine Learning with Python: Zero to GBMs" is a practical and beginner-friendly introduction to supervised machine learning, decision trees, and gradient boosting using Python.

• Jovian
• On-Demand
• Free Online Course

Machine Learning for Malware Detection

Learn to classify malware samples using PE headers, explore datasets, and implement a gradient boosting classifier for effective malware detection.

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

1littlecoder

XGBoost and Data Leakage in Machine Learning - Day 14 of 30 Days of ML

Explore XGBoost and data leakage in machine learning. Learn to build optimized models, prevent leakage issues, and enhance your ML skills with practical tutorials and exercises.

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