Model Optimization Courses and Certifications

Stay at the cutting-edge of AI technology by gaining practical skills for deploying edge AI. Learn how to use the Intel Distribution of OpenVINO toolkit to deploy computer vision capabilities inside a range of edge applications.

• Udacity
• 4 weeks
• On-Demand
• Free Online Course

Model Evaluation and Optimization

Master advanced techniques for evaluating and optimizing regression models, from cross-validation to hyperparameter tuning and regularization methods for enhanced predictive accuracy.

• CodeSignal
• On-Demand
• Free Certificate

TensorFlow Techniques for Model Optimization

Master advanced TensorFlow optimization techniques, from regularization and dropout implementation to callback utilization and Scikit-Learn integration, enhancing model performance and preventing overfitting.

• CodeSignal
• On-Demand
• Free Certificate

PyTorch Techniques for Model Optimization

Master advanced PyTorch optimization techniques including regularization, dropout, batch normalization, and learning rate scheduling to enhance model performance and prevent overfitting.

• CodeSignal
• On-Demand
• Free Certificate

Microcredential

Comprehensive Introduction to Tensorflow

Master TensorFlow fundamentals through hands-on practice, from basic tensor operations to advanced neural networks, model optimization, and deployment techniques for building efficient deep learning solutions.

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

Microcredential

Comprehensive Introduction to PyTorch

Master PyTorch fundamentals through hands-on exercises, progressing from tensor basics to advanced neural networks and model optimization techniques using real-world datasets like wine classification.

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

Mastering Neural Networks and Model Regularization

Dive deep into neural networks, from perceptrons to CNNs. Build models from scratch, master regularization techniques, and apply PyTorch for image and audio processing tasks.

• Coursera
• 16 hours 3 minutes
• On-Demand
• Free Online Course (Audit)

Large Language Models - Will They Keep Getting Bigger?

Explore the future of large language models, discussing scaling challenges, sparse mixtures of experts, improved prompting techniques, and new forms of supervision for enhanced NLP performance.

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

GenAI and LLMs on AWS

17 ratings at Coursera

Deploy and manage LLMs on AWS using Amazon Bedrock. Learn to optimize performance, build secure pipelines, and comply with regulations through hands-on labs and real-world scenarios.

• Coursera
• 1 day 21 hours 56 minutes
• On-Demand
• Free Online Course (Audit)

Resampling, Selection and Splines

Explore advanced statistical learning techniques for data science, including resampling methods, model optimization, and non-linear approaches to enhance prediction accuracy and interpretability.

• Coursera
• 15 hours 55 minutes
• On-Demand
• Free Online Course (Audit)

Modern Artificial Intelligence Masterclass: Build 6 Projects

1371 ratings at Udemy

Harness the power of AI to solve practical, real-world problems in Finance, Tech, Art and Healthcare

• Udemy
• 15 hours 48 minutes
• On-Demand
• Paid Course

Learn Machine learning & AI [Beginner to advanced content]

1218 ratings at Udemy

Get well versed with Machine learning and AI by working on Hands-on Projects.

• Udemy
• 1 hour 57 minutes
• On-Demand
• Paid Course

Device-based Models with TensorFlow Lite

651 ratings at Coursera

Learn to deploy machine learning models on mobile and embedded devices using TensorFlow Lite. Optimize for low-power environments and run models on Android, iOS, Raspberry Pi, and microcontrollers.

• Coursera
• 10 hours 35 minutes
• On-Demand
• Free Online Course (Audit)

The Nuts and Bolts of Machine Learning

419 ratings at Coursera

Explore machine learning algorithms, from supervised to unsupervised techniques. Learn to apply models like Naive Bayes, decision trees, and K-means clustering to solve complex data problems and make predictions.

• Coursera
• 1 day 12 hours 50 minutes
• On-Demand
• Free Online Course (Audit)

2025 Python for Linear Regression in Machine Learning

287 ratings at Udemy

Linear and Non-Linear Regression, Lasso Ridge Regression, SHAP, LIME, Yellowbrick, Feature Selection | Outliers Removal

• Udemy
• 14 hours 36 minutes
• On-Demand
• Paid Course