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  • Mathematical Optimization

Mathematical Optimization Courses

Mathematical optimization courses can help you learn linear programming, integer programming, and nonlinear optimization techniques. You can build skills in formulating optimization problems, analyzing constraints, and applying algorithms to find optimal solutions. Many courses introduce tools like Python, R, and MATLAB, which are used to implement optimization models and analyze data effectively.


Popular Mathematical Optimization Courses and Certifications


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    Whizlabs

    Azure AI & ML: Optimize Language Models for AI Applications

    Skills you'll gain: Model Deployment, MLOps (Machine Learning Operations), Microsoft Azure, Prompt Engineering, Cloud Deployment, Retrieval-Augmented Generation, Artificial Intelligence and Machine Learning (AI/ML), Model Evaluation, AI Workflows, Data Pipelines, Continuous Monitoring, Performance Tuning, Scalability

    Intermediate · Course · 1 - 4 Weeks

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    Packt

    Building Recommender Systems with Machine Learning and AI

    Skills you'll gain: Apache Spark, Artificial Intelligence and Machine Learning (AI/ML), AWS SageMaker, Scalability, Tensorflow, Dimensionality Reduction, Autoencoders, Applied Machine Learning, Python Programming, Fraud detection, Unsupervised Learning, Data Preprocessing, Model Evaluation, Performance Tuning

    Intermediate · Course · 3 - 6 Months

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    H2O.ai

    H2O ai Large Language Models (LLMs) - Level 2

    Skills you'll gain: Collaborative Software, Large Language Modeling, Data Preprocessing, Data Validation, Data Cleansing, Natural Language Processing, Verification And Validation, Transfer Learning, Data Quality, AI Workflows, Model Deployment

    Intermediate · Course · 1 - 4 Weeks

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    Coursera

    From Raw to Ready: Data Preparation in Python

    Skills you'll gain: Data Integration, Data Import/Export, NumPy, Data Manipulation, Data Preprocessing, Pandas (Python Package), Data Pipelines, Data Transformation, Extract, Transform, Load, Data Cleansing

    Beginner · Course · 1 - 4 Weeks

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    Packt

    Amazon S3 Deep Dive – Complete AWS Cloud Storage Guide

    Skills you'll gain: Amazon S3, Amazon Web Services, AWS CloudFormation, Cloud Storage, Infrastructure as Code (IaC), Data Security, AWS Identity and Access Management (IAM), Cloud Hosting, Cloud Security, Performance Tuning, Data Storage, Command-Line Interface, Encryption

    Intermediate · Course · 3 - 6 Months

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    Coursera

    GenAI for Loan Officers: Revolutionizing Credit Scoring

    Skills you'll gain: Responsible AI, Loan Origination, Lending and Underwriting, Consumer Lending, Commercial Lending, Loan Documentation, Workflow Management, Generative AI, Regulatory Compliance, AI Enablement, Customer Communications Management, Credit Risk, AI Workflows, Document Management, Financial Services, Business Process Automation, AI Personalization

    Intermediate · Course · 1 - 4 Weeks

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    Fractal Analytics

    How to Build a Diffusion Model - An Introduction

    Skills you'll gain: Model Evaluation, Generative AI, Data Preprocessing, Transfer Learning, PyTorch (Machine Learning Library), Machine Learning, Convolutional Neural Networks, Image Quality

    Intermediate · Course · 1 - 4 Weeks

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    SkillUp

    Using GenAI in Modern Software Development

    Skills you'll gain: Prompt Engineering, Generative AI, ChatGPT, OpenAI API, Microsoft Copilot, AI Workflows, Application Development, Code Review, Debugging

    Intermediate · Course · 1 - 3 Months

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    EDUCBA

    Octave for Machine Learning: Analyze & Visualize

    Skills you'll gain: Text Mining, Statistical Analysis, Data Visualization, Descriptive Statistics, Data Analysis, Computer Programming, Mathematical Software, Data Preprocessing, Data Manipulation, Linear Algebra, Software Installation

    Mixed · Course · 1 - 4 Weeks

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    Packt

    Advanced Rust Programming and Real-World Applications

    Skills you'll gain: Web Development, Web Servers, Restful API, System Programming, Debugging

    Intermediate · Course · 3 - 6 Months

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    Coursera

    GenAI for Sales Ops: Automating Workflow Efficiency

    Skills you'll gain: Generative AI Agents, HubSpot CRM, Customer Relationship Management (CRM) Software, Sales Development, Sales Process, Business Process Automation, Sales Management, Customer Relationship Management, Lead Generation, Workflow Management, Process Analysis, Sales Strategy, Sales, Automation, Data Entry, Operational Efficiency, Business Process Management, Data Management

    Intermediate · Course · 1 - 4 Weeks

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    Coursera

    Mastering Advanced SQL Queries

    Skills you'll gain: SQL, Query Languages, Stored Procedure, Generative AI, AI Enablement, Maintainability

    Beginner · Course · 1 - 4 Weeks

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

  • Azure AI & ML: Optimize Language Models for AI Applications: Whizlabs
  • Building Recommender Systems with Machine Learning and AI: Packt
  • H2O ai Large Language Models (LLMs) - Level 2: H2O.ai
  • From Raw to Ready: Data Preparation in Python: Coursera
  • Amazon S3 Deep Dive – Complete AWS Cloud Storage Guide: Packt
  • GenAI for Loan Officers: Revolutionizing Credit Scoring: Coursera
  • How to Build a Diffusion Model - An Introduction: Fractal Analytics
  • Using GenAI in Modern Software Development: SkillUp
  • Octave for Machine Learning: Analyze & Visualize: EDUCBA
  • Advanced Rust Programming and Real-World Applications: Packt

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