Model Optimization Courses and Certifications

Device-based Models with TensorFlow Lite

655 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 19 minutes
• Self-Paced
• Paid Course

The Nuts and Bolts of Machine Learning

628 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 9 hours 53 minutes
• Self-Paced
• Paid Course

GenAI and LLMs on AWS

28 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 22 hours 11 minutes
• Self-Paced
• Paid Course

Modern Artificial Intelligence Masterclass: Build 6 Projects

2697 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
• Self-Paced
• Paid Course

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 56 minutes
• Self-Paced
• Paid Course

Learn Machine learning & AI [Beginner to advanced content]

1265 ratings at Udemy

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

• Udemy
• 1 hour 57 minutes
• Self-Paced
• Paid Course

Coursera

Optimize TensorFlow Models For Deployment with TensorRT

77 ratings at Coursera

Learn to optimize TensorFlow models using NVIDIA's TensorRT for improved inference performance. Explore FP32, FP16, and INT8 precision optimizations and their impact on throughput.

• Coursera
• 2 hours 29 minutes
• Self-Paced
• Paid Course

Introduction to On-Device AI

27 ratings at Coursera

Learn to deploy AI models on edge devices, reducing latency and enhancing privacy. Master key concepts, convert models, optimize performance, and integrate into mobile apps for efficient on-device AI.

• Coursera
• 1 hour 30 minutes
• Self-Paced
• Paid Course

EDUCBA

Deep Learning with ANN in Python: Build & Optimize

17 ratings at Coursera

Master ANN development in Python with hands-on TensorFlow and Keras implementation, from data preprocessing to model optimization for real-world predictive analytics.

• Coursera
• 5 hours 30 minutes
• Self-Paced
• Paid Course

Sustainable AI: AI Footprint and What To Do About it

1047 ratings at Udemy

Learn how AI impacts energy, carbon & water, and discover smart, real-world solutions for greener AI & technology.

• Udemy
• 1 hour 33 minutes
• Self-Paced
• Paid Course

Edureka Career Certificate

LLM Engineering: Prompting, Fine-Tuning, Optimization & RAG

5 ratings at Coursera

Master end-to-end LLM engineering from prompt design to fine-tuning, optimization, and RAG using LangChain, Hugging Face, and LangGraph for production-ready applications.

• Coursera
• 8 weeks, 6 hours/week
• Self-Paced
• Paid Course
• 3 courses

H2O.ai

H2O ai Large Language Models (LLMs) - Level 2

Master advanced LLM techniques through data preparation, fine-tuning, and model optimization. Learn QnA dataset creation, quantization, and LoRA while using H2O LLM Studio for practical NLP applications.

• Coursera
• 3 hours 24 minutes
• Self-Paced
• Paid Course

Coursera Career Certificate

GenAI Ops: Running Powerful Generative AI Systems

Master end-to-end GenAI operations: governance, deployment, security, infrastructure, and cost optimization for enterprise-scale AI systems in production environments.

• Coursera
• 8 weeks, 10 hours/week
• Self-Paced
• Paid Course
• 6 courses

Coursera

Production AI Model Development and Ethics

Master production ML lifecycle from feature engineering to ethical deployment, covering PyTorch optimization, model evaluation, and responsible AI documentation practices.

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

Coursera

Optimizing and Governing AI Systems

Master AI optimization and governance through hands-on model monitoring, bias mitigation, ensemble design, and enterprise policy frameworks for responsible deployment.

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