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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


  • P

    Packt

    Generative AI Foundations in Python

    Skills you'll gain: Prompt Engineering, Fine-tuning, Generative AI, Generative Model Architectures, Prompt Patterns, Responsible AI, Model Deployment, Large Language Modeling, Generative Adversarial Networks (GANs), Data Ethics, Natural Language Processing, Transfer Learning, Artificial Intelligence, Model Training, Python Programming, Model Optimization, Machine Learning, Deep Learning

    Intermediate · Course · 1 - 3 Months

  • Status: New
    New
    Status: Preview
    Preview
    U

    University of California, Santa Cruz

    AI Agent Architecture with the Model Context Protocol

    Skills you'll gain: Retrieval-Augmented Generation, Model Context Protocol, Generative AI Agents, AI Integrations, Agentic systems, Context Engineering, Agentic Workflows, Application Deployment, Token Optimization, Tool Calling, LLM Application, Context Management, Enterprise Architecture, Responsible AI, Model Evaluation, Large Language Modeling, Memory Management, Routing Protocols

    Beginner · Course · 1 - 3 Months

  • Status: New
    New
    Status: Free Trial
    Free Trial
    C

    Coursera

    Model Training & Evaluation

    Skills you'll gain: Model Training, Model Optimization, Statistical Machine Learning, Scikit Learn (Machine Learning Library), Applied Machine Learning

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    E

    EDUCBA

    Image Captioning with TensorFlow & Streamlit

    Skills you'll gain: Amazon Elastic Compute Cloud, Cloud Deployment, Amazon Web Services, Model Deployment, Application Deployment, Tensorflow, Image Analysis, Convolutional Neural Networks, Token Optimization, Feature Engineering, Data Preprocessing, Deep Learning, Model Training, Data Processing, Recurrent Neural Networks (RNNs), Data Cleansing, Model Evaluation

    Mixed · Course · 1 - 4 Weeks

  • Status: New
    New
    Status: Free Trial
    Free Trial
    C

    Coursera

    Vector Database Foundations and Core Concepts

    Skills you'll gain: Vector Databases, Embeddings, Generative AI, AI Workflows, Retrieval-Augmented Generation, Database Systems, Model Optimization, Unstructured Data, Performance Tuning, Machine Learning Methods, Model Evaluation, Scalability, Machine Learning

    Intermediate · Course · 1 - 3 Months

  • P

    Packt

    Real-world End to End Machine Learning Ops on Google Cloud

    Skills you'll gain: MLOps (Machine Learning Operations), Google Cloud Platform, Generative AI, Model Deployment, LLM Application, Cloud Management, Model Training, Cloud Computing, CI/CD, Model Optimization, Cloud Deployment, Model Evaluation, Apache Airflow, AI Workflows, Continuous Integration

    Intermediate · Course · 1 - 3 Months

  • P

    Packt

    MongoDB Tutorial for Beginners (2024)

    Skills you'll gain: Query Languages, MySQL, Database Management Systems, SQL, Databases, Performance Tuning, Software Installation, Data Management, Microsoft Windows, System Configuration

    Beginner · Course · 1 - 3 Months

  • Status: New
    New
    Status: Free Trial
    Free Trial
    E

    Edureka

    Explainable AI for Everyone

    Skills you'll gain: Responsible AI, Technical Communication, Data Ethics, Model Evaluation, Interactive Data Visualization, Data Storytelling, Machine Learning, Data Visualization, Feature Engineering, Applied Machine Learning, Classification And Regression Tree (CART), Machine Learning Methods, Regression Analysis, Decision Tree Learning, Trustworthiness, Artificial Intelligence and Machine Learning (AI/ML), Scikit Learn (Machine Learning Library), Statistical Methods, Stakeholder Analysis, Debugging

    Beginner · Course · 1 - 4 Weeks

  • P

    Packt

    Train Large Language Models Faster - Parallelism Deep Dive

    Skills you'll gain: Model Optimization, Model Training

    Intermediate · Course · 3 - 6 Months

  • Status: Free Trial
    Free Trial
    C

    Coursera

    Optimize AI: Build Robust Ensemble Models

    Skills you'll gain: Model Deployment, Decision Intelligence, Model Evaluation, Model Optimization, Data-Driven Decision-Making, Applied Machine Learning, A/B Testing, Statistical Machine Learning, Machine Learning Methods, Predictive Modeling, Machine Learning, Predictive Analytics, Statistical Hypothesis Testing, Statistical Methods, Machine Learning Algorithms, Performance Analysis, Statistical Analysis, Regulatory Requirements

    Intermediate · Course · 1 - 4 Weeks

  • Status: Preview
    Preview
    G

    Google Cloud

    Introduction to Vertex AI Studio - Français

    Skills you'll gain: Prompt Engineering, Gemini, Google Gemini, Generative AI, Prompt Patterns, Multimodal Prompts, AI Workflows, LLM Application, Model Optimization, Prototyping, Fine-tuning, Google Cloud Platform

    Beginner · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    C

    Coursera

    GenAI for Sales Ops: Automating Workflow Efficiency

    Skills you'll gain: Sales Operations, Generative AI Agents, HubSpot CRM, Customer Relationship Management (CRM) Software, Salesforce, Sales Process, Business Workflow Analysis, Business Process Automation, Customer Relationship Management, Lead Generation, General Sales Practices, Workflow Management, Agentic Workflows, Process Analysis, Sales, Automation, Data Entry, Agentic systems, Systems Integration, Data Management

    Intermediate · Course · 1 - 4 Weeks

1…192193194…209

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

  • Generative AI Foundations in Python: Packt
  • AI Agent Architecture with the Model Context Protocol: University of California, Santa Cruz
  • Model Training & Evaluation: Coursera
  • Image Captioning with TensorFlow & Streamlit: EDUCBA
  • Vector Database Foundations and Core Concepts: Coursera
  • Real-world End to End Machine Learning Ops on Google Cloud: Packt
  • MongoDB Tutorial for Beginners (2024): Packt
  • Explainable AI for Everyone: Edureka
  • Train Large Language Models Faster - Parallelism Deep Dive: Packt
  • Optimize AI: Build Robust Ensemble Models: 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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