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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


  • C

    Coursera

    Machine Learning with Scikit-learn, PyTorch & Hugging Face

    Skills you'll gain: Generative AI, Model Evaluation, Supervised Learning, Generative Model Architectures, Recurrent Neural Networks (RNNs), Unsupervised Learning, Data Preprocessing, Large Language Modeling, Time Series Analysis and Forecasting, Exploratory Data Analysis, LLM Application, Applied Machine Learning, Data Collection, Model Optimization, Convolutional Neural Networks, Model Deployment, Transfer Learning, Artificial Intelligence and Machine Learning (AI/ML), Machine Learning Methods, Model Training

    4.2 stars, 35 reviews, Intermediate, Professional Certificate, 3 - 6 Months

    ★ 4.2 (35) · Intermediate · Professional Certificate · 3 - 6 Months

    Status: Top AI program
    Top AI program
    Status: Free trial
    Free trial
  • S

    STARWEAVER

    Business Process Modelling

    Skills you'll gain: Business Workflow Analysis, Process Modeling, Workflow Management, Process Improvement, Diagram Design, Data Flow Diagrams (DFDs), Process Management, Business Process Management, Business Analysis, Service Design, System Design and Implementation, Business Management, Dataflow, Stakeholder Engagement, Stakeholder Communications

    4.7 stars, 131 reviews, Beginner, Course, 1 - 4 Weeks

    ★ 4.7 (131) · Beginner · Course · 1 - 4 Weeks

    Category: Preview
    Preview
  • D

    DeepLearning.AI

    PyTorch: Fundamentals

    Skills you'll gain: Convolutional Neural Networks, Data Quality, Data Manipulation, Image Analysis, Data Pipelines, Dataflow, Applied Machine Learning, Data Preprocessing, Model Training, Model Optimization, AI Workflows, Model Evaluation, Machine Learning

    4.8 stars, 105 reviews, Intermediate, Course, 1 - 4 Weeks

    ★ 4.8 (105) · Intermediate · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • D

    DeepLearning.AI

    Device-based Models with TensorFlow Lite

    Skills you'll gain: Model Optimization, Model Deployment, iOS Development, Apple iOS, Android Development, Tensorflow, Swift Programming, Model Training, Mobile Development, Embedded Systems, Computer Vision, Machine Learning

    4.7 stars, 655 reviews, Intermediate, Course, 1 - 4 Weeks

    ★ 4.7 (655) · Intermediate · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • U

    University of Pennsylvania

    AI and Machine Learning Essentials with Python

    Skills you'll gain: Statistical Machine Learning, Data Preprocessing, Model Evaluation, PyTorch (Machine Learning Library), Statistical Methods, Probability, Probability & Statistics, Sampling (Statistics), Logistic Regression, Deep Learning, Probability Distribution, Python Programming, Statistical Modeling, Supervised Learning, Machine Learning, Agentic systems, Artificial Intelligence, Model Optimization, Algorithms, AI literacy

    4.5 stars, 60 reviews, Intermediate, Specialization, 3 - 6 Months

    ★ 4.5 (60) · Intermediate · Specialization · 3 - 6 Months

    Category: Job skills
    Job skills
    Status: Free trial
    Free trial
  • M

    Macquarie University

    Excel Time Series Models for Business Forecasting

    Skills you'll gain: Time Series Analysis and Forecasting, Forecasting, Model Evaluation, Microsoft Excel, Excel Formulas, Trend Analysis, Predictive Modeling, Data Presentation, Statistical Visualization, Graphing, Model Optimization, Statistical Analysis, Statistical Methods

    4.9 stars, 255 reviews, Intermediate, Course, 1 - 3 Months

    ★ 4.9 (255) · Intermediate · Course · 1 - 3 Months

    Status: Free trial
    Free trial
  • U

    University of Colorado Boulder

    Battery State-of-Health (SOH) Estimation

    Skills you'll gain: Estimation, Model Evaluation, Simulations, Applied Mathematics, Laboratory Testing, Matlab, Failure Analysis, Numerical Analysis, Electric Power Systems, Mathematical Modeling, Model Optimization, Mathematical Software, Laboratory Research, Scripting, Statistical Process Controls, Scripting Languages, Materials science, Algorithms

    4.7 stars, 158 reviews, Intermediate, Course, 1 - 3 Months

    ★ 4.7 (158) · Intermediate · Course · 1 - 3 Months

    Status: Free trial
    Free trial
  • A

    Amazon Web Services

    AWS Generative AI and AI Agents with Amazon Bedrock

    Skills you'll gain: Amazon Bedrock, Prompt Engineering, Responsible AI, Generative AI Agents, Retrieval-Augmented Generation, Generative AI, Generative Model Architectures, Fine-tuning, LangChain, AI Workflows, Agentic Workflows, Model Training, Model Optimization, Large Language Modeling, LLM Application, Artificial Intelligence, Token Optimization, Transfer Learning, AI literacy, Amazon Web Services

    4.6 stars, 111 reviews, Intermediate, Professional Certificate, 1 - 3 Months

    ★ 4.6 (111) · Intermediate · Professional Certificate · 1 - 3 Months

    Status: Top AI program
    Top AI program
    Status: Free trial
    Free trial
  • G

    Google

    Marketing digital e e-commerce do Google

    Skills you'll gain: Data Storytelling, Email Marketing, Google Ads, Digital Advertising, Paid media, Social Media Analytics, Social Media Marketing, Search Engine Optimization, Google Analytics, Customer Retention, Digital Marketing, Marketing Budgets, Loyalty Programs, Order Fulfillment, Search Engine Marketing, Web Analytics, Online Advertising, Digital Marketing Tools, Marketing, E-Commerce

    4.9 stars, 338 reviews, Beginner, Professional Certificate, 3 - 6 Months

    ★ 4.9 (338) · Beginner · Professional Certificate · 3 - 6 Months

    Status: Free trial
    Free trial
  • M

    Microsoft

    Microsoft Generative AI for Data Analysis

    Skills you'll gain: Data Storytelling, Prompt Engineering, Data Presentation, Dashboard, Responsible AI, Dashboard Creation, Interactive Data Visualization, Data Ethics, Generative AI, Infographics, Applied Machine Learning, Data Visualization, Anomaly Detection, Time Series Analysis and Forecasting, Root Cause Analysis, Model Evaluation, AI literacy, Risk Modeling, Predictive Analytics, Automation

    4.3 stars, 212 reviews, Intermediate, Professional Certificate, 3 - 6 Months

    ★ 4.3 (212) · Intermediate · Professional Certificate · 3 - 6 Months

    Status: Top AI program
    Top AI program
    Status: Free trial
    Free trial
  • T

    Tecnológico de Monterrey

    Introducción a Lean Six Sigma

    Skills you'll gain: Lean Six Sigma, Lean Manufacturing, Six Sigma Methodology, Lean Methodologies, Kaizen Methodology, Kanban Principles, Production Process, Statistical Process Controls, Process Capability, Quality Improvement, Process Improvement, Process Improvement and Optimization, Quality Monitoring, Process Analysis, Continuous Improvement Process, Customer Analysis, Waste Minimization, Quality Management, Return On Investment, Project Design

    4.8 stars, 787 reviews, Beginner, Course, 1 - 4 Weeks

    ★ 4.8 (787) · Beginner · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • D

    DeepLearning.AI

    PyTorch for Deep Learning

    Skills you'll gain: PyTorch (Machine Learning Library), Model Deployment, Hugging Face, Model Optimization, Fine-tuning, Convolutional Neural Networks, Transfer Learning, Data Quality, Generative AI, Data Manipulation, Deep Learning, Generative Model Architectures, Model Training, Image Analysis, MLOps (Machine Learning Operations), Large Language Modeling, Data Pipelines, Artificial Neural Networks, Computer Vision, Natural Language Processing

    4.8 stars, 124 reviews, Intermediate, Professional Certificate, 1 - 3 Months

    ★ 4.8 (124) · Intermediate · Professional Certificate · 1 - 3 Months

    Status: Top AI program
    Top AI program
    Status: Free trial
    Free trial
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In summary, here are 10 of our most popular optimization courses

  • Machine Learning with Scikit-learn, PyTorch & Hugging Face: Coursera
  • Business Process Modelling: STARWEAVER
  • PyTorch: Fundamentals: DeepLearning.AI
  • Device-based Models with TensorFlow Lite: DeepLearning.AI
  • AI and Machine Learning Essentials with Python: University of Pennsylvania
  • Excel Time Series Models for Business Forecasting: Macquarie University
  • Battery State-of-Health (SOH) Estimation: University of Colorado Boulder
  • AWS Generative AI and AI Agents with Amazon Bedrock: Amazon Web Services
  • Marketing digital e e-commerce do Google: Google
  • Microsoft Generative AI for Data Analysis: Microsoft

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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