Overfitting Courses and Certifications

Introduction to Predictive Modeling

143 ratings at Coursera

Learn predictive modeling with linear regression and time series forecasting using Excel. Gain practical skills in data preparation, model fitting, interpretation, and forecasting for real-world decision-making.

• Coursera
• 12 hours 22 minutes
• On-Demand
• Paid Course

AI skills for Engineers: Supervised Machine Learning

8 ratings at edX

Learn the fundamentals of machine learning to help you correctly apply various classification and regression machine learning algorithms to real-life problems using the Python toolbox scikit-learn.

• edX
• 6 weeks, 6-8 hours a week
• On-Demand
• Free Online Course (Audit)

Population Health: Predictive Analytics

25 ratings at Coursera

Learn to develop and assess accurate prediction models for healthcare decision-making, covering study design, modeling techniques, and validation methods to improve preventive measures and individualized treatments.

• Coursera
• 22 hours 10 minutes
• On-Demand
• Paid Course

Alberta Machine Intelligence Institute

Data for Machine Learning

98 ratings at Coursera

Develop skills to prepare, engineer, and validate data for machine learning models. Learn to identify biases, improve generality, and enhance model accuracy through thoughtful feature engineering.

• Coursera
• 11 hours 53 minutes
• On-Demand
• Paid Course

Deep Learning with PyTorch

89 ratings at Coursera

Advance your deep learning skills with PyTorch, covering neural networks, convolutional architectures, and advanced techniques through hands-on exercises and a final CNN project.

• Coursera
• 18 hours 33 minutes
• On-Demand
• Paid Course

Learning Deep Learning: Unit 1

1 review

Discover neural networks, backpropagation, and modern frameworks like TensorFlow through hands-on programming exercises covering deep learning fundamentals and advanced techniques.

• Coursera
• 5 hours 15 minutes
• On-Demand
• Paid Course

Neural Networks and Random Forests

17 ratings at Coursera

Explore advanced AI techniques: neural networks and random forests. Learn structure, coding, and applications. Complete projects on heart disease prediction and patient similarity analysis.

• Coursera
• 10 hours 16 minutes
• On-Demand
• Paid Course

Predictive Analytics

Master predictive analytics techniques using Python to transform raw data into actionable insights for business innovation, from regression methods to advanced modeling for real-world problem-solving.

• edX
• 10 weeks, 3-5 hours a week
• On-Demand
• Free Online Course (Audit)

Coursera

Engineer Features and Evaluate Models for Production

Discover how to build production-grade ML systems with robust feature engineering pipelines and advanced model evaluation techniques using scikit-learn and TensorBoard.

• Coursera
• 2 hours 46 minutes
• On-Demand
• Paid Course

Packt

Foundations of Machine Learning with Azure

Master machine learning fundamentals and Azure ML Studio through hands-on data preprocessing, model building, and deployment techniques for real-world business applications.

• Coursera
• 7 hours 29 minutes
• On-Demand
• Paid Course

Coursera

Debug Neural Networks: Analyze Training Dynamics

Master systematic debugging of neural networks by analyzing training dynamics, identifying gradient issues, and implementing stabilization techniques like gradient clipping.

• Coursera
• 1 hour 36 minutes
• On-Demand
• Paid Course

Packt

Building, Evaluating, and Operationalizing ML Models

Master the complete ML lifecycle from data exploration to deployment using Azure ML Studio, covering algorithm selection, model evaluation, and automated pipelines.

• Coursera
• 7 hours 49 minutes
• On-Demand
• Paid Course

EDUCBA

Predictive Analytics Model for Term Deposit Investment

Master CART algorithm for term deposit predictions through hands-on decision tree modeling, parameter tuning, and validation techniques in financial marketing contexts.

• Coursera
• 3 hours 15 minutes
• On-Demand
• Paid Course

No-Code Model Evaluation, Communication, and Business Impact

Master model evaluation beyond accuracy, testing against changing data and communicating insights for maximum business reliability and impact.

• Coursera
• 3 hours 18 minutes
• On-Demand
• Paid Course

Coursera

Start Neural Networks Advanced Model Architectures

Master advanced neural network architectures with hands-on Keras/PyTorch implementation, regularization techniques, and systematic evaluation for real-world applications.

• Coursera
• 2 hours 16 minutes
• On-Demand
• Paid Course