Model Optimization Courses and Certifications

EDUCBA

Linear Regression with R: Build & Optimize

Master linear regression fundamentals and advanced techniques in R, building simple to multiple models, applying dummy variables, and optimizing through backward elimination for real-world data analysis.

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

Coursera

Hybrid AI Search Workflows

Discover how to architect hybrid search systems that combine generative AI with traditional search for accurate, context-aware results while optimizing costs and performance.

• Coursera
• 2 hours 44 minutes
• On-Demand
• Paid Course

EDUCBA

Image Classification with Keras: Build & Optimize

Master image classification using Keras through hands-on CNN building, transfer learning, data augmentation, and model optimization techniques in Google Colab.

• Coursera
• 2 hours 59 minutes
• On-Demand
• 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
• On-Demand
• Paid Course

Coursera

Optimize Deep Learning Models for Peak AI

Master transfer learning, model fine-tuning, and optimization techniques to deploy efficient deep learning models in production environments with balanced accuracy and performance.

• Coursera
• 1 hour 52 minutes
• On-Demand
• Paid Course

Coursera

Advancing Your Career in Production AI

Unlock strategic career advancement in production AI by building portfolios, mastering technical interviews, and positioning yourself for senior roles like MLOps Engineer and AI Architect.

• Coursera
• 1 hour 23 minutes
• On-Demand
• 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
• On-Demand
• Paid Course

Coursera

Optimize and Deploy Edge AI Models

Master edge AI deployment by evaluating ML models with TensorFlow Lite, analyzing data slices for fairness, and optimizing quantization trade-offs for reliable real-world performance.

• Coursera
• 1 hour 27 minutes
• On-Demand
• Paid Course

Coursera

Optimize ML Models: Hyperparameter Tuning

Master hyperparameter tuning to optimize ML models using GridSearchCV, design effective search spaces, run systematic experiments, and interpret cross-validated results for real-world ML pipelines.

• Coursera
• 2 hours 30 minutes
• On-Demand
• Paid Course

TensorFlow

Inside TensorFlow - TF Model Optimization Toolkit - Quantization and Pruning

Explore TensorFlow's Model Optimization Toolkit, focusing on quantization and pruning techniques to enhance model efficiency and performance in deep learning applications.

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

TensorFlow

TensorFlow Model Optimization - Quantization and Pruning

Explore TensorFlow model optimization techniques like quantization and pruning to enhance performance, reduce resource usage, and improve efficiency in machine learning applications.

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

AI Inference Performance Acceleration: Methods, Tools, and Deployment Workflows

探讨AI推理性能加速方法、工具和部署流程,聚焦云原生解决方案,分析GPU选择、框架配置等因素影响,介绍性能测试工具和优化策略,助力提升效率降低成本。

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

SK AI SUMMIT 2024

Squash - 딥러닝 서비스 추론 속도 개선기

Discover how Squash technology optimizes deep learning inference speed and reduces hardware costs through innovative model compression techniques for efficient AI service deployment.

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

SK AI SUMMIT 2024

하드웨어를 이해하는 AI 모델 최적화 기술과 그 성공사례

Discover how to optimize AI models by understanding hardware components, with real success cases from Nota AI's on-device implementations and industry collaborations.

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

SOLIDWORKS: Simulation for Finite Element Analysis

578 ratings at LinkedIn Learning

Discover how to set up a model for finite element analysis, run the analysis, and interpret the results to optimize your SOLIDWORKS models.

• LinkedIn Learning
• 2 hours 30 minutes
• On-Demand
• Free Trial Available