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  • Mathematics For Machine Learning

Mathematics for Machine Learning Courses

Mathematics for machine learning courses can help you learn linear algebra, calculus, probability, and statistics. You can build skills in optimization techniques, data analysis, and algorithm development. Many courses introduce tools like Python libraries such as NumPy and SciPy, that support implementing mathematical concepts in AI applications. You'll also explore key topics like regression analysis, dimensionality reduction, and neural networks, all of which are crucial for developing effective machine learning models.


Popular Mathematics for Machine Learning Courses and Certifications


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    SkillUp

    Practice Exam for ISC2 Certified in Cybersecurity (CC)

    Skills you'll gain: Cyber Security Assessment, Cybersecurity, Security Testing, Computer Security Incident Management, Incident Response, Security Controls, Network Security, Encryption

    4.6
    Rating, 4.6 out of 5 stars
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    42 reviews

    Intermediate · Course · 1 - 4 Weeks

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    Illinois Tech

    Data Analytics and Deep Learning

    Skills you'll gain: Big Data, Machine Learning Algorithms, NoSQL, Deep Learning, Statistical Analysis, Data Visualization, Data Analysis, Apache Hadoop, Exploratory Data Analysis, Apache Kafka, Apache Spark, Generative AI, Data Cleansing, Analytics, Real Time Data, Apache Cassandra, Artificial Neural Networks, Keras (Neural Network Library), PyTorch (Machine Learning Library), Machine Learning

    Build toward a degree

    4.4
    Rating, 4.4 out of 5 stars
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    38 reviews

    Intermediate · Specialization · 3 - 6 Months

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    Politecnico di Milano

    The Learning Innovation Network

    Skills you'll gain: Educational Materials, Instructional Design, Innovation, Higher Education, Collaboration, Learning Strategies, Adaptability, Planning, General Networking, Digital Communications, Communication Strategies

    Beginner · Course · 1 - 4 Weeks

  • Status: Free Trial
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    DeepLearning.AI

    Generative Deep Learning with TensorFlow

    Skills you'll gain: Generative AI, Tensorflow, Generative Model Architectures, Image Analysis, Deep Learning, Keras (Neural Network Library), Artificial Neural Networks, Unsupervised Learning, Computer Vision

    4.9
    Rating, 4.9 out of 5 stars
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    310 reviews

    Intermediate · Course · 1 - 4 Weeks

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    University of Toronto

    Mental Health and Resilience for Healthcare Workers

    Skills you'll gain: Resilience, Mental Health, Stress Management, Emotional Intelligence, Mindfulness, Crisis Intervention, Self-Awareness, Behavioral Health, Mental Health Therapies, Positive Behavior Support

    4.8
    Rating, 4.8 out of 5 stars
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    511 reviews

    Beginner · Course · 1 - 3 Months

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    University of Pennsylvania

    Finance & Quantitative Modeling for Analysts

    Skills you'll gain: Financial Reporting, Return On Investment, Financial Acumen, Financial Data, Capital Budgeting, Financial Statements, Business Modeling, Mathematical Modeling, Finance, Regression Analysis, Financial Modeling, Statistical Modeling, Income Statement, Risk Analysis, Financial Analysis, Spreadsheet Software, Business Reporting, Capital Expenditure, Microsoft Excel, Corporate Finance

    4.5
    Rating, 4.5 out of 5 stars
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    17K reviews

    Beginner · Specialization · 3 - 6 Months

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    DeepLearning.AI

    Réseaux neuronaux et Deep Learning

    Skills you'll gain: Deep Learning, Supervised Learning, Artificial Neural Networks, Artificial Intelligence, Computer Vision, Machine Learning, Performance Tuning, Machine Learning Algorithms, Python Programming, NumPy, Linear Algebra, Algorithms

    4.9
    Rating, 4.9 out of 5 stars
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    18 reviews

    Intermediate · Course · 1 - 4 Weeks

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    Vanderbilt University

    Data Management for Clinical Research

    Skills you'll gain: Clinical Data Management, Electronic Data Capture (EDC), Data Management, Data Collection, Case Report Forms, Data Sharing, Health Informatics, Data Strategy, Data Quality, Good Clinical Practices (GCP), Sampling (Statistics), Data Integrity, Data Validation, Regulatory Compliance

    4.7
    Rating, 4.7 out of 5 stars
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    1.8K reviews

    Beginner · Course · 1 - 3 Months

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    H2O.ai

    H2O GPTe Learning Path

    Skills you'll gain: LLM Application, Large Language Modeling, AI Product Strategy, Generative AI, Web Applications, Artificial Intelligence, Prompt Engineering, Agentic systems, Information Architecture, Application Programming Interface (API), Automation, Data Analysis

    Intermediate · Course · 1 - 3 Months

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    IBM

    Generative AI for Product Managers

    Skills you'll gain: Prompt Engineering, AI Product Strategy, Prompt Patterns, Generative AI, Commercialization, Product Management, ChatGPT, Google Gemini, Product Lifecycle Management, Stakeholder Communications, Technical Product Management, Customer experience improvement, Team Building, Responsible AI, Artificial Intelligence, Return On Investment, Product Development, New Product Development, Artificial Intelligence and Machine Learning (AI/ML), Creativity

    4.7
    Rating, 4.7 out of 5 stars
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    11K reviews

    Intermediate · Specialization · 1 - 3 Months

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    University of Michigan

    Applied Unsupervised Learning in Python

    Skills you'll gain: Unsupervised Learning, Anomaly Detection, Supervised Learning, Python Programming, Exploratory Data Analysis

    Advanced · Course · 1 - 4 Weeks

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    DeepLearning.AI

    Neuronale Netze und Deep Learning

    Skills you'll gain: Deep Learning, Artificial Neural Networks, Artificial Intelligence, NumPy, Computer Vision, Machine Learning, Supervised Learning, Linear Algebra, Calculus

    Intermediate · Course · 1 - 4 Weeks

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In summary, here are 10 of our most popular mathematics for machine learning courses

  • Practice Exam for ISC2 Certified in Cybersecurity (CC): SkillUp
  • Data Analytics and Deep Learning: Illinois Tech
  • The Learning Innovation Network: Politecnico di Milano
  • Generative Deep Learning with TensorFlow: DeepLearning.AI
  • Mental Health and Resilience for Healthcare Workers: University of Toronto
  • Finance & Quantitative Modeling for Analysts: University of Pennsylvania
  • Réseaux neuronaux et Deep Learning: DeepLearning.AI
  • Data Management for Clinical Research: Vanderbilt University
  • H2O GPTe Learning Path: H2O.ai
  • Generative AI for Product Managers: IBM

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