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  • Optimization

Optimization Courses

Optimization courses can help you learn techniques for improving performance, resource allocation, and decision-making processes. You can build skills in linear programming, heuristic methods, and simulation modeling, that support analyzing complex systems. Many courses introduce tools like Excel Solver, MATLAB, and Python libraries such as SciPy, enabling you to apply optimization methods to real-world problems in logistics, finance, and operations management.

Popular Optimization Courses and Certifications


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    Packt

    Microsoft Power BI Performance Best Practices

    Skills you'll gain: Data Modeling, Data Analysis Expressions (DAX), Power BI, Data Store, Power Platform Architecture & Technical Design, Performance Improvement, Performance Tuning, Data Architecture, Microsoft Power Platform, Dashboard Creation, Dashboard, Performance Analysis, Scalability, Frontend Performance, Model Optimization, Microsoft SQL Servers, Microsoft Azure, Performance Metric, Business Intelligence, Data Transformation

    Intermediate · Course · 3 - 6 Months

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    Google Cloud

    Production Machine Learning Systems - Português Brasileiro

    Skills you'll gain: Model Training, Google Cloud Platform, MLOps (Machine Learning Operations), Model Deployment, Model Optimization, Tensorflow, Performance Tuning, Model Evaluation, Systems Architecture, Data Validation, Machine Learning, Distributed Computing, Hybrid Cloud Computing, Debugging, Dependency Analysis

    Advanced · Course · 1 - 3 Months

  • Status: New
    New
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    Coursera

    Build & Evaluate Decision Trees for ML

    Skills you'll gain: Model Evaluation, Decision Tree Learning, Classification Algorithms, Model Training, Applied Machine Learning, Java, Java Programming, Model Optimization, Predictive Modeling, Machine Learning Software, Supervised Learning, Technical Communication, Fine-tuning, Tree Maps, MLOps (Machine Learning Operations), Machine Learning Algorithms, Algorithms

    Advanced · Course · 1 - 4 Weeks

  • Status: New
    New
    Status: Free Trial
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    Coursera

    Optimize Deep Learning: Stabilize and Diagnose Models

    Skills you'll gain: Model Optimization, Model Training, Keras (Neural Network Library), Failure Analysis, Root Cause Analysis, Process Improvement and Optimization, Performance Analysis

    Intermediate · Course · 1 - 4 Weeks

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    Google Cloud

    Machine Learning Operations (MLOps) with Vertex AI: Model Evaluation - Deutsch

    Skills you'll gain: Model Evaluation, MLOps (Machine Learning Operations), Generative AI, Continuous Monitoring, Model Optimization, Model Deployment

    Intermediate · Course · 1 - 4 Weeks

  • G

    Google Cloud

    Machine Learning Operations (MLOps) with Vertex AI: Model Evaluation - Español

    Skills you'll gain: Model Evaluation, MLOps (Machine Learning Operations), AI Security, Generative AI, Model Deployment, Responsible AI, Model Optimization

    Intermediate · Course · 1 - 4 Weeks

  • G

    Google Cloud

    Machine Learning in the Enterprise - Italiano

    Skills you'll gain: Model Training, MLOps (Machine Learning Operations), Model Deployment, Workflow Management, Model Optimization, Business Workflow Analysis, Data Management, Google Cloud Platform, Data Governance, Data Lakes, Data Store, AI Workflows, Enterprise Modeling, Data Pipelines, Machine Learning Methods, Model Evaluation, Machine Learning, Applied Machine Learning, AI Orchestration

    Intermediate · Course · 1 - 3 Months

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    Google Cloud

    Infraestructura de IA: TPU de Cloud

    Skills you'll gain: Google Cloud Platform, Model Optimization, AI Workflows, Cloud Computing Architecture, Performance Tuning, Interoperability, Enterprise Application Management, Systems Architecture

    Intermediate · Course · 1 - 4 Weeks

  • Status: New
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    Google Cloud

    Cloud Run으로 AI 모델 배포 및 확장하기

    Skills you'll gain: Google Cloud Platform, Serverless Computing, Model Deployment, Model Optimization, Cloud Deployment, Generative AI, Cloud Applications, Application Deployment, Cloud Solutions, AI Integrations, Machine Learning Methods, Containerization, Scalability

    Beginner · Course · 1 - 4 Weeks

  • Status: New
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    Google Cloud

    AI 基礎架構:AI Hypercomputer 簡介

    Skills you'll gain: Cloud Deployment, Google Cloud Platform, Cloud Infrastructure, Cloud Computing Architecture, Model Deployment, Infrastructure Architecture, Hardware Architecture, Model Optimization, Computer Architecture, Performance Tuning, AI Workflows, Model Training, Artificial Intelligence

    Intermediate · Course · 1 - 4 Weeks

  • G

    Google Cloud

    Machine Learning Operations (MLOps) with Vertex AI: Model Evaluation - 繁體中文

    Skills you'll gain: Model Evaluation, Model Optimization, Generative AI, Continuous Monitoring, Google Cloud Platform, Model Deployment, MLOps (Machine Learning Operations), Machine Learning Methods, Large Language Modeling, Responsible AI, Data Quality

    Intermediate · Course · 1 - 4 Weeks

  • Status: New
    New
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    Google Cloud

    Infrastruktur AI: TPU Cloud

    Skills you'll gain: Model Optimization, Cloud Infrastructure, Google Cloud Platform, Model Training, AI Workflows, Performance Tuning, Interoperability, Hardware Architecture

    Intermediate · Course · 1 - 4 Weeks

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In summary, here are 10 of our most popular optimization courses

  • Microsoft Power BI Performance Best Practices: Packt
  • Production Machine Learning Systems - Português Brasileiro : Google Cloud
  • Build & Evaluate Decision Trees for ML: Coursera
  • Optimize Deep Learning: Stabilize and Diagnose Models: Coursera
  • Machine Learning Operations (MLOps) with Vertex AI: Model Evaluation - Deutsch: Google Cloud
  • Machine Learning Operations (MLOps) with Vertex AI: Model Evaluation - Español: Google Cloud
  • Machine Learning in the Enterprise - Italiano: Google Cloud
  • Infraestructura de IA: TPU de Cloud: Google Cloud
  • Cloud Run으로 AI 모델 배포 및 확장하기: Google Cloud
  • AI 基礎架構:AI Hypercomputer 簡介: Google Cloud

Skills you can learn in Algorithms

Graphs (22)
Mathematical Optimization (21)
Computer Program (20)
Data Structure (19)
Problem Solving (19)
Algebra (12)
Computer Vision (10)
Discrete Mathematics (10)
Graph Theory (10)
Image Processing (10)
Linear Algebra (10)
Reinforcement Learning (10)

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