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  1. Categories
  2. Convex Optimization

Convex Optimization Courses

Convex optimization courses can help you learn linear programming, duality theory, and gradient descent methods. You can build skills in formulating optimization problems, analyzing convex sets, and applying algorithms to practical work. Many courses introduce tools like MATLAB, Python libraries, and optimization software, that support implementing solutions in fields such as machine learning, artificial intelligence, and operations research.

Popular Convex Optimization Courses and Certifications


  • É

    École normale supérieure

    Approximation Algorithms Part II

    Skills you'll gain: Theoretical Computer Science, Algorithms

    4.7 stars, 48 reviews, Mixed, Course, 1 - 4 Weeks

    ★ 4.7 (48) · Mixed · Course · 1 - 4 Weeks

    Category: Free
    Free
  • I

    Imperial College London

    Mathematics for Machine Learning: PCA

    Skills you'll gain: Dimensionality Reduction, NumPy, Descriptive Statistics, Statistics, Geometry, Linear Algebra, Data Transformation, Python Programming, Calculus

    4 stars, 3.2K reviews, Intermediate, Course, 1 - 4 Weeks

    ★ 4 (3.2K) · Intermediate · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • C

    Coursera

    Portfolio Optimization using Markowitz Model

    Skills you'll gain: Portfolio Management, Portfolio Risk, Financial Modeling, Correlation Analysis, Financial Analysis, Equities

    4.4 stars, 329 reviews, Intermediate, Guided Project, Less Than 2 Hours

    ★ 4.4 (329) · Intermediate · Guided Project · Less Than 2 Hours

    Category: Free
    Free
  • A

    Amazon Web Services

    Optimization, Quality, and Operational Excellence

    Beginner · Course · 1 - 3 Months

    Status: Free trial
    Free trial
  • C

    Coursera

    Optimize AI Prompts for Cost and Quality

    Skills you'll gain: Prompt Engineering, Token Optimization, Responsible AI, Cost Management, Mitigation

    Intermediate · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • N

    National Taiwan University

    Operations Research (3): Theory

    Skills you'll gain: Operations Research, Network Model, Case Studies, Applied Mathematics, Mathematical Modeling, Machine Learning, Model Optimization, Mathematical Theory & Analysis, Business Analytics

    4.9 stars, 97 reviews, Advanced, Course, 1 - 3 Months

    ★ 4.9 (97) · Advanced · Course · 1 - 3 Months

    Status: Free trial
    Free trial
  • U

    University of Colorado Boulder

    Dynamic Programming, Greedy Algorithms

    Skills you'll gain: Theoretical Computer Science, Algorithms, Data Structures, Design Strategies, Quantum computing, Python Programming

    4.7 stars, 282 reviews, Advanced, Course, 1 - 4 Weeks

    ★ 4.7 (282) · Advanced · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
    Category: Build toward a degree
    Build toward a degree
  • C

    Coursera

    Systematic ML Optimization

    Skills you'll gain: MLOps (Machine Learning Operations), Model Evaluation, Model Training, Model Optimization, Configuration Management, Image Analysis, Debugging, Data Presentation, Benchmarking, Experimentation, Computer Vision, Algorithms, Data Visualization, Deep Learning, Performance Tuning, Tensorflow, Failure Mode And Effects Analysis, Root Cause Analysis, Cost Management, Machine Learning

    Intermediate · Specialization · 3 - 6 Months

    Status: Free trial
    Free trial
  • N

    National Taiwan University

    Operations Research (4): Capstone Project

    Skills you'll gain: Report Writing, Operations Research, Applied Mathematics, Mathematical Modeling, Algorithms, Model Optimization, Data Visualization, Performance Metric, Business Analytics

    Advanced · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • T

    The Chinese University of Hong Kong

    离散优化建模高阶篇 Advanced Modeling for Discrete Optimization

    Skills you'll gain: Model Optimization, Mathematical Modeling, Debugging

    4.3 stars, 6 reviews, Intermediate, Course, 1 - 3 Months

    ★ 4.3 (6) · Intermediate · Course · 1 - 3 Months

    Category: Free
    Free
  • C

    Coursera

    Deep Learning Model Engineering and Optimization

    Skills you'll gain: Model Optimization, Deep Learning, PyTorch (Machine Learning Library), Model Training, Convolutional Neural Networks, Model Evaluation, Performance Tuning, Artificial Neural Networks, Technical Communication

    Intermediate · Course · 1 - 3 Months

    Category: New
    New
    Status: Free trial
    Free trial
  • W

    Whizlabs

    AWS: Model Training , Optimization & Deployment

    Skills you'll gain: Model Optimization, Model Training, Model Deployment, Cloud Deployment, Model Evaluation, Classification Algorithms, Continuous Deployment, Continuous Integration

    Intermediate · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
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Skills you can learn in Algorithms

Graphs (22)
Mathematical Optimization (21)
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Problem Solving (19)
Algebra (12)
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Graph Theory (10)
Image Processing (10)
Linear Algebra (10)
Reinforcement Learning (10)

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