Predictive Models Courses and Certifications

EDUCBA

PySpark: Apply & Evaluate Predictive ML Models

12 ratings at Coursera

Master PySpark's MLlib to build, evaluate, and deploy scalable regression, classification, and clustering models using distributed computing for real-world data analytics.

• Coursera
• 5 hours 15 minutes
• Self-Paced
• Paid Course

Recommendation Systems Foundations

Explore foundational recommendation system algorithms, from baseline prediction models to similarity measures and advanced prediction techniques essential for building robust recommendation tools.

• CodeSignal
• 3 hours
• Self-Paced
• Free Certificate

Coursera

Predictive Models for Financial Risk

Master supervised machine learning for financial risk assessment through hands-on Python projects, data preparation, model validation, and transparent business communication.

• Coursera
• 1 hour 43 minutes
• Self-Paced
• Paid Course

EDUCBA

Predictive Models: Build, Explore Data & Deploy

Master the complete predictive modeling lifecycle from data exploration to production deployment using real banking data and industry-standard evaluation techniques.

• Coursera
• 6 hours
• Self-Paced
• Paid Course

Coursera

Build Predictive & Supervised Models

Master production-ready machine learning workflows with random forest models, automated monitoring, and reproducible pipelines for reliable business forecasting.

• Coursera
• 3 hours 40 minutes
• Self-Paced
• Paid Course

EDUCBA

Predictive Analytics with SAS: Build & Deploy Models

Master predictive analytics using SAS Enterprise Miner through hands-on model building, data preparation, neural networks, decision trees, and deployment for business applications.

• Coursera
• 14 hours 31 minutes
• Self-Paced
• Paid Course

Coursera

Optimize AI: Build & Evaluate Predictive Models

Master building and evaluating predictive models using scikit-learn, cross-validation, and performance metrics like F1 to optimize logistic regression and clustering for retail and credit-risk tasks.

• Coursera
• 1 hour 59 minutes
• Self-Paced
• Paid Course

Credential

Music Player With Smart Recommendations in Python

Build a smart music recommendation system using Python, Pandas, and scikit-learn to analyze track data and generate personalized song suggestions with predictive models.

• CodeSignal
• 8 hours
• Self-Paced
• Free Certificate
• 4 courses

Sequences, Time Series and Prediction

5161 ratings at Coursera

Course 4 of the deeplearning.ai TensorFlow Specialization will teach you how to solve time series and forecasting problems using RNNs, ConvNets, and the WaveNet architecture.

• Coursera
• 21 hours 43 minutes
• Self-Paced
• Paid Course

Machine Learning in R & Predictive Models | 3 Courses in 1

238 ratings at Udemy

Supervised & unsupervised machine learning in R, clustering in R, predictive models in R by many labs, understand theory

• Udemy
• 7 hours 36 minutes
• Self-Paced
• Paid Course

Regression Analysis: Simplify Complex Data Relationships

592 ratings at Coursera

Explore predictive modeling techniques to uncover complex data relationships, from linear and logistic regression to ANOVA, enhancing your ability to extract valuable insights for data-driven decision-making.

• Coursera
• 1 day 3 hours 47 minutes
• Self-Paced
• Paid Course

IIT Delhi;  NPTEL

Data-Enabled Tribological Engineering: From Experiments to Predictive Models

Explore data-driven approaches in tribology to develop predictive models for optimizing mechanical systems, enhancing efficiency, and reducing wear and friction in engineering applications.

• Swayam
• 12 weeks
• Self-Paced
• Free Online Course

Linear Algebra for Machine Learning

Learn the linear algebra concepts behind machine learning.

• edX
• 4 weeks, 2-5 hours/week
• Self-Paced
• Free Online Course (Audit)

Software Architecture Patterns for Big Data

31 ratings at Coursera

Transform big data prototypes into production-ready systems. Learn to measure performance, identify bottlenecks, and implement scalable solutions. Design load tests and optimize data stores for high-performance distributed systems.

• Coursera
• 1 day 1 hour 44 minutes
• Self-Paced
• Paid Course

Coursera

Data Science Challenge

214 ratings at Coursera

Compete in a 72-hour data science challenge to build a predictive model using Python. Top performers earn badges, course access, and showcase opportunities for potential employers.

• Coursera
• 3 hours 20 minutes
• Self-Paced
• Paid Course