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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


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    Coursera

    Building Vision and NLP Workflows with TensorFlow pipelines

    Skills you'll gain: Model Evaluation, Image Analysis, Computer Vision, Vision Transformer (ViT), Tensorflow, Keras (Neural Network Library), AI Workflows, Model Training, Embeddings, Deep Learning, Large Language Modeling, Natural Language Processing, Model Deployment, Model Optimization, Data Pipelines, Risk Modeling, Data Preprocessing

    Intermediate · Course · 1 - 3 Months

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    Coursera

    Automate AI Anomaly Detection & Response

    Skills you'll gain: Anomaly Detection, Microsoft Azure, Event Monitoring, Application Performance Management, Incident Management, Time Series Analysis and Forecasting, Generative AI, Query Languages, Data Integration, Process Optimization, Data Analysis, User Feedback

    Intermediate · Course · 1 - 4 Weeks

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    Coursera

    Salesforce Agents: Building AI-Powered Automations

    Skills you'll gain: Salesforce, Business Process Automation, Agentic Workflows, Generative AI Agents, AI Enablement, Salesforce Development, AI Workflows, Agentic systems, Automation, AI Product Strategy, Business Workflow Analysis, Process Optimization, Workflow Management, AI Integrations, Customer experience improvement, Operational Efficiency, Scalability, Organizational Change, Performance Measurement, Business Metrics

    Intermediate · Course · 1 - 4 Weeks

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    Packt

    Blender to Unreal Engine 5 – Fantasy River Diorama Scene

    Skills you'll gain: Unreal Engine, 3D Assets, 3D Modeling, Computer Graphics, Virtual Environment, Computer Graphic Techniques, Animation and Game Design, User Interface (UI), Model Optimization, Video Game Development, Image Quality, Performance Tuning, Data Import/Export, Fine-tuning, Game Design, Graphic and Visual Design, Simulations

    Intermediate · Specialization · 3 - 6 Months

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    Pragmatic AI Labs

    Advanced Fine-Tuning in Rust

    Skills you'll gain: Fine-tuning, Hugging Face, Model Training, Large Language Modeling, Transfer Learning, Rust (Programming Language), Data Validation, Model Optimization, Model Deployment, Generative AI, Verification And Validation, System Requirements, Model Evaluation, Generative Model Architectures, Hardware Architecture, Data Quality, Data Compilation

    Advanced · Course · 1 - 4 Weeks

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    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

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    Packt

    Professional Documentation and Rendering in SketchUp

    Skills you'll gain: SketchUp (3D Modeling Software), Visual Storytelling, Model Optimization, AI powered creativity, Design Software, Layout Design, Visualization (Computer Graphics), Software Documentation, Generative AI, 3D Modeling, Graphical Tools, Document Management, Design, Digital Design, Animations, AI Integrations, Image Quality, Data Import/Export

    Intermediate · Course · 1 - 4 Weeks

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    H2O.ai

    H2O Hydrogen Torch Starter Course

    Skills you'll gain: Deep Learning, Artificial Intelligence and Machine Learning (AI/ML), Applied Machine Learning, Model Training, Model Optimization, Computer Vision, Model Evaluation, Exploratory Data Analysis, Performance Tuning, Data Import/Export

    Beginner · Course · 1 - 3 Months

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    H2O.ai

    H2O Gen AI Ecosystem Overview - Level 2

    Skills you'll gain: Model Deployment, Model Optimization, Model Training, Generative AI, Artificial Intelligence and Machine Learning (AI/ML), MLOps (Machine Learning Operations), AI Workflows, System Monitoring, Machine Learning Methods, Real Time Data, Continuous Monitoring, Applied Machine Learning, Data Preprocessing, Artificial Intelligence, Machine Learning

    Intermediate · Course · 1 - 4 Weeks

  • Status: New
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    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

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    Coursera

    Evaluating LLM Performance and Efficiency

    Skills you'll gain: Product Requirements, Prompt Engineering, Prompt Patterns, LLM Application, Product Lifecycle Management, Process Design, Process Mapping, Token Optimization, User Requirements Documents, MLOps (Machine Learning Operations), Operational Efficiency, Business Process Automation, Product Management, Large Language Modeling, Model Optimization, Process Driven Development, Cost Containment, Process Optimization, Key Performance Indicators (KPIs), Artificial Intelligence and Machine Learning (AI/ML)

    Intermediate · Course · 1 - 4 Weeks

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    Packt

    Blender Beginners Masterclass - The Cookie Factory

    Skills you'll gain: Animation and Game Design, Computer Graphic Techniques, Model Optimization, Cinematography, Post-Production, Technical Design, Virtual Environment, Simulations, Graphics Software, File Management, Blended Learning

    Beginner · Specialization · 3 - 6 Months

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

  • Building Vision and NLP Workflows with TensorFlow pipelines: Coursera
  • Automate AI Anomaly Detection & Response: Coursera
  • Salesforce Agents: Building AI-Powered Automations: Coursera
  • Blender to Unreal Engine 5 – Fantasy River Diorama Scene: Packt
  • Advanced Fine-Tuning in Rust: Pragmatic AI Labs
  • Real-world End to End Machine Learning Ops on Google Cloud: Packt
  • Professional Documentation and Rendering in SketchUp: Packt
  • H2O Hydrogen Torch Starter Course: H2O.ai
  • H2O Gen AI Ecosystem Overview - Level 2: H2O.ai
  • Model Training & Evaluation: 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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