Machine Learning Courses and Certifications

Packt

Mastering NLP: Foundations, ML & LLMs

Explore NLP from fundamentals to advanced LLMs, covering ML, deep learning, RAG pipelines, and LangChain to design and deploy cutting-edge AI language systems.

• Coursera
• 11 weeks, 2 hours a week
• Self-Paced
• Paid Course

Coursera

Optimize AI: Build Fast Efficient Pipelines

Master building fast, efficient AI training and inference pipelines by optimizing data loading, computational graphs, and GPU utilization to reduce latency and boost performance.

• Coursera
• 1 hour 28 minutes
• Self-Paced
• Paid Course

Coursera

Automate, Analyze, and Evaluate ML Experiments

Unlock ML experiment automation, bias detection, and A/B testing to improve model accuracy and measure real business impact through statistical validation.

• Coursera
• 2 hours 39 minutes
• 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

Coursera

Measure Vector Similarity

Master cosine similarity, dot-product, and Euclidean distance through hands-on Python implementation and real-world benchmarking for ML applications.

• Coursera
• 1 hour 49 minutes
• Self-Paced
• Paid Course

Coursera

Improve Accuracy with ML Ensemble Methods

Master ensemble techniques like bagging, boosting, and random forests to enhance ML model accuracy and reliability using Java in hands-on labs and real-world projects.

• Coursera
• 3 hours 55 minutes
• Self-Paced
• Paid Course

Coursera

Optimize and Manage Your ML Codebase

Master real-time ML inference optimization and production workflows with advanced techniques like quantization, pruning, and automated CI/CD pipelines for performance-critical systems.

• Coursera
• 1 hour 18 minutes
• Self-Paced
• Paid Course

Coursera

AppDynamics Monitoring

Master AppDynamics monitoring for ML applications with hands-on implementation, advanced diagnostics, and optimization techniques for production systems.

• Coursera
• 3 hours 56 minutes
• Self-Paced
• Paid Course

Coursera

ML Concepts, Models & Workflow Essentials

Master advanced machine learning in Java using Weka, Deeplearning4j, and Smile to build enterprise-grade predictive models, customer segmentation, and scalable MLOps solutions.

• Coursera
• 4 hours 36 minutes
• Self-Paced
• Paid Course

Performance measures and validation methods

Master rigorous ML model evaluation using ROC analysis, AUC, C-index, and advanced cross-validation strategies to build reliable, generalizable machine learning workflows.

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

Coursera

Debug Audio Models: Performance and Root Cause

Master systematic debugging of audio model failures using quantitative metrics, qualitative analysis, and visualization tools to identify root causes and improve production performance.

• Coursera
• 2 hours 1 minute
• Self-Paced
• Paid Course

Coursera

Nail Regression & Classification

Master predictive modeling through regression diagnostics, advanced classification methods, and systematic model evaluation for business-critical decisions.

• Coursera
• 3 hours 16 minutes
• Self-Paced
• Paid Course

Amazon Web Services;  Amazon

Machine Learning Essentials for Business and Technical Decision Makers (Português)

Explore os fundamentos de machine learning para decisões empresariais, desde avaliação de benefícios e riscos até implementação organizacional, preparando sua empresa para projetos de ML bem-sucedidos.

• AWS Skill Builder
• 1 hour 30 minutes
• Self-Paced
• Free Certificate

Amazon Web Services;  Amazon

AWS Foundations: Machine Learning Basics (Português)

Explore os fundamentos do machine learning, incluindo conceitos básicos, categorias de algoritmos, deep learning e pipelines para desenvolver soluções empresariais na AWS.

• AWS Skill Builder
• 30 minutes
• Self-Paced
• Free Certificate

Amazon Web Services;  Amazon

AWS Foundations: Machine Learning Basics (Bahasa Indonesia)

Delve into dasar-dasar machine learning, algoritma, dan deep learning untuk AWS Cloud, termasuk pemahaman pipeline ML dan penerapannya dalam menyelesaikan masalah bisnis.

• AWS Skill Builder
• 30 minutes
• Self-Paced
• Free Certificate