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  • 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


  • Status: New
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    Coursera

    Optimize Deep Learning Models for Peak AI

    Skills you'll gain: Fine-tuning, Model Optimization, Model Training, Model Evaluation, Deep Learning, Performance Tuning, Performance Improvement, Artificial Intelligence and Machine Learning (AI/ML), Performance Analysis

    Intermediate · Course · 1 - 4 Weeks

  • Status: Preview
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    Northeastern University

    Foundations of Statistical Learning & Algorithms

    Skills you'll gain: Model Evaluation, Linear Algebra, Statistical Machine Learning, Model Optimization, Statistical Modeling, Probability, Probability & Statistics, Machine Learning Methods, Statistical Methods, Machine Learning Algorithms, Bayesian Statistics, Probability Distribution, Machine Learning, Applied Mathematics, Statistical Inference, Verification And Validation, Dimensionality Reduction, Algebra

    Mixed · Course · 1 - 4 Weeks

  • Status: Free
    Free
    T

    The Chinese University of Hong Kong

    离散优化算法篇 Solving Algorithms for Discrete Optimization

    Skills you'll gain: Model Optimization, Operations Research, Applied Mathematics, Algorithms, Numerical Analysis, Mathematical Modeling, Combinatorics, Computational Logic, Performance Tuning, Program Development, Theoretical Computer Science, Linear Algebra

    Intermediate · Course · 1 - 4 Weeks

  • Status: New
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    Corporate Finance Institute

    Portfolio Optimization with Python - Case Study

    Intermediate · Course · 1 - 4 Weeks

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    EDUCBA

    Operational Research for Decision Optimization

    Skills you'll gain: Operations Research, Operational Efficiency, Transportation Operations, Business Operations, Resource Utilization, Operations, Process Optimization, Scheduling, Operations Management, Operational Performance Management, Resource Allocation, Project Schedules, Transportation, Supply Chain, and Logistics, Analytical Skills, Resource Planning, Logistics Management, Timelines, Logistics, Finance, Research

    Mixed · Course · 1 - 3 Months

  • Status: New
    New
    Status: Free Trial
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    B

    Board Infinity

    Deploying Deep Learning: Quantization, Serving, and Edge AI

    Skills you'll gain: Model Deployment, Application Deployment, Model Optimization, MLOps (Machine Learning Operations), Cloud Deployment, Fine-tuning, Containerization, LLM Application, Large Language Modeling, Docker (Software), Model Evaluation, API Design, Scalability, Memory Management

    Advanced · Course · 1 - 4 Weeks

  • Status: New
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    Coursera

    LLM Optimization & Evaluation

    Skills you'll gain: Apache Airflow, MLOps (Machine Learning Operations), Fine-tuning, User Acceptance Testing (UAT), Prompt Patterns, LLM Application, AI Security, Extract, Transform, Load, Scripting, Technical Communication, SQL, Model Optimization, Data Pipelines, Data Presentation, Large Language Modeling, Python Programming, Performance Tuning, Root Cause Analysis, Statistical Analysis, Version Control

    Intermediate · Specialization · 3 - 6 Months

  • Status: Free Trial
    Free Trial
    U

    University of Pittsburgh

    Mathematical Foundations for Data Science and Analytics

    Skills you'll gain: Statistical Analysis, NumPy, Probability Distribution, Matplotlib, Plot (Graphics), Statistics, Data Science, Probability & Statistics, Probability, Statistical Modeling, Predictive Modeling, Data Analysis, Linear Algebra, Predictive Analytics, Statistical Methods, Mathematics and Mathematical Modeling, Applied Mathematics, Python Programming, Machine Learning, Logical Reasoning

    3.8
    Rating, 3.8 out of 5 stars
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    12 reviews

    Beginner · Specialization · 1 - 3 Months

  • Status: Free Trial
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    Johns Hopkins University

    Foundations of Neural Networks

    Skills you'll gain: Responsible AI, Autoencoders, Model Training, Convolutional Neural Networks, Recurrent Neural Networks (RNNs), Data Ethics, Model Optimization, Deep Learning, Artificial Neural Networks, Reinforcement Learning, Generative AI, Generative Adversarial Networks (GANs), Machine Learning Algorithms, Model Deployment, Generative Model Architectures, Debugging, Machine Learning Methods, Artificial Intelligence, Image Analysis, Unsupervised Learning

    4.5
    Rating, 4.5 out of 5 stars
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    24 reviews

    Intermediate · Specialization · 3 - 6 Months

  • Status: New
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    Status: Free Trial
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    Coursera

    AI Techniques, Causal Inference & Business Optimization

    Skills you'll gain: Root Cause Analysis, Data Ethics, Responsible AI, Law, Regulation, and Compliance, Retrieval-Augmented Generation, LLM Application, Operations Research, Regulatory Compliance, Strategic Decision-Making, Business Strategy, Apache Kafka, Pareto Chart, Operational Analysis, Decision Intelligence, Stakeholder Communications, Revenue Management, Large Language Modeling, Statistical Inference, General Data Protection Regulation (GDPR), Reinforcement Learning

    Intermediate · Specialization · 3 - 6 Months

  • Status: Free Trial
    Free Trial
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    DeepLearning.AI

    Mathematics for Machine Learning and Data Science

    Skills you'll gain: Descriptive Statistics, Bayesian Statistics, Statistical Hypothesis Testing, Probability & Statistics, Sampling (Statistics), Statistical Methods, Probability Distribution, Linear Algebra, Statistical Inference, Model Optimization, Machine Learning Methods, Statistics, Applied Mathematics, Probability, Calculus, Dimensionality Reduction, Applied Machine Learning, Mathematical Software, Data Transformation, Machine Learning

    4.6
    Rating, 4.6 out of 5 stars
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    3.2K reviews

    Intermediate · Specialization · 1 - 3 Months

  • Status: Free Trial
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    M

    Microsoft

    Data Processing and Optimization with Generative AI

    Skills you'll gain: Data Ethics, Generative AI, Microsoft Copilot, Data Quality, Responsible AI, Generative Adversarial Networks (GANs), Data Preprocessing, Data Cleansing, Generative Model Architectures, Data Processing, Data Synthesis, Data Integrity, Feature Engineering, Information Privacy

    3.8
    Rating, 3.8 out of 5 stars
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    32 reviews

    Intermediate · Course · 1 - 3 Months

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

  • Optimize Deep Learning Models for Peak AI: Coursera
  • Foundations of Statistical Learning & Algorithms: Northeastern University
  • 离散优化算法篇 Solving Algorithms for Discrete Optimization: The Chinese University of Hong Kong
  • Portfolio Optimization with Python - Case Study: Corporate Finance Institute
  • Operational Research for Decision Optimization: EDUCBA
  • Deploying Deep Learning: Quantization, Serving, and Edge AI: Board Infinity
  • LLM Optimization & Evaluation: Coursera
  • Mathematical Foundations for Data Science and Analytics: University of Pittsburgh
  • Foundations of Neural Networks: Johns Hopkins University
  • AI Techniques, Causal Inference & Business Optimization: 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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