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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


  • Status: Preview
    Preview
    C

    Coursera

    Public Sector Efficiency: Optimizing Business Processes

    Skills you'll gain: Performance Measurement, Workflow Management, Business Process Improvement, Performance Improvement, Business Process, Process Optimization, Process Analysis, Continuous Improvement Process, Service Improvement, Key Performance Indicators (KPIs), Process Mapping, Automation, Organizational Skills, Change Management, Stakeholder Engagement

    3.6
    Rating, 3.6 out of 5 stars
    ·
    11 reviews

    Beginner · Course · 1 - 4 Weeks

  • C

    Coursera

    ML Parameters Optimization: GridSearch, Bayesian, Random

    Skills you'll gain: Model Evaluation, Scikit Learn (Machine Learning Library), Regression Analysis, Performance Tuning, Applied Machine Learning, Machine Learning Methods, Machine Learning, Bayesian Statistics, Data Analysis

    4.9
    Rating, 4.9 out of 5 stars
    ·
    8 reviews

    Beginner · Guided Project · Less Than 2 Hours

  • Status: Free
    Free
    C

    Coursera

    Data Validation with Alteryx: Testing and Optimization Tools

    Skills you'll gain: Data Validation, Data Cleansing, Alteryx, Data Quality, Microsoft Excel, Data Integrity, Data Integration, Data Import/Export, Data Loss Prevention, Anomaly Detection

    Intermediate · Guided Project · Less Than 2 Hours

  • C

    Coursera

    Optimize Java Data Performance for ML

    Skills you'll gain: Java, Performance Tuning, Data Structures, Data Import/Export, Machine Learning Methods, Data Processing, Data Mining, Machine Learning, Data Analysis, Application Performance Management, Data Storage, Analysis, Algorithms, Loyalty Programs

    Advanced · Course · 1 - 4 Weeks

  • C

    Coursera

    Supply Chain Network Optimization Using MILP on RStudio

    Skills you'll gain: Operations Research, Supply Chain, Supply Chain Management, Supply Chain Planning, Operational Analysis, Process Improvement and Optimization, Capacity Planning, Production Planning, Data Analysis, R Programming

    4.4
    Rating, 4.4 out of 5 stars
    ·
    13 reviews

    Beginner · Guided Project · Less Than 2 Hours

  • G

    Google Cloud

    Performance and Cost Optimization with BigQuery

    Skills you'll gain: Performance Tuning, Database Management, Star Schema, Dashboard, Data Management, Cloud Storage, Data Storage

    Beginner · Project · Less Than 2 Hours

  • Status: Free Trial
    Free Trial
    N

    National Taiwan University

    Operations Research (3): Theory

    Skills you'll gain: Operations Research, Network Model, Applied Machine Learning, Case Studies, Applied Mathematics, Mathematical Modeling, Transportation Operations, Business Analytics, Advanced Mathematics, Linear Algebra, Algorithms

    4.9
    Rating, 4.9 out of 5 stars
    ·
    95 reviews

    Advanced · Course · 1 - 3 Months

  • G

    Google Cloud

    GKE Workload Optimization

    Skills you'll gain: Kubernetes, Load Balancing, Google Cloud Platform, Containerization, DevOps, Performance Testing, Application Performance Management, Cloud Infrastructure, Configuration Management

    Intermediate · Project · Less Than 2 Hours

  • C

    Coursera

    Job Shop Scheduling Using MILP Optimization on RStudio

    Skills you'll gain: R Programming, Analysis, Mathematical Software, Data Analysis

    Intermediate · Guided Project · Less Than 2 Hours

  • C

    Coursera

    Hyperparameter Tuning with Keras Tuner

    Skills you'll gain: Keras (Neural Network Library), Artificial Neural Networks, Applied Machine Learning, Deep Learning, Python Programming, Performance Tuning, Machine Learning Algorithms, Machine Learning

    4.6
    Rating, 4.6 out of 5 stars
    ·
    70 reviews

    Intermediate · Guided Project · Less Than 2 Hours

  • Status: Free
    Free
    G

    Google Cloud

    Cost Optimization and Data Tiering with BigLake and Cloud Storage

    Skills you'll gain: Cloud Storage, Google Cloud Platform, Cloud Management, Data Lakes, Data Import/Export, Data Storage, Big Data, Data Migration

    Beginner · Project · Less Than 2 Hours

  • G

    Google Cloud

    Exploring Cost-optimization for GKE Virtual Machines

    Skills you'll gain: Cloud Deployment, Scalability, Virtual Machines, Kubernetes, Google Cloud Platform, Cloud Management, Load Balancing, Capacity Management, Network Architecture

    Intermediate · Project · Less Than 2 Hours

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1…8910…85

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

  • Public Sector Efficiency: Optimizing Business Processes: Coursera
  • ML Parameters Optimization: GridSearch, Bayesian, Random: Coursera
  • Data Validation with Alteryx: Testing and Optimization Tools: Coursera
  • Optimize Java Data Performance for ML: Coursera
  • Supply Chain Network Optimization Using MILP on RStudio: Coursera
  • Performance and Cost Optimization with BigQuery: Google Cloud
  • Operations Research (3): Theory: National Taiwan University
  • GKE Workload Optimization: Google Cloud
  • Job Shop Scheduling Using MILP Optimization on RStudio: Coursera
  • Hyperparameter Tuning with Keras Tuner: Coursera

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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