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Math For Machine Learning Courses

Courses in Math for Machine Learning can help you learn linear algebra, calculus, probability, and statistics. You can build skills in data analysis, model evaluation, and algorithm optimization. Many courses introduce tools like Python libraries such as NumPy and SciPy, that support implementing mathematical concepts in AI and artificial intelligence projects. You'll also explore techniques like gradient descent and matrix factorization, which are crucial for developing effective machine learning models.

Popular Math For Machine Learning Courses and Certifications


  • Status: New
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    Status: Free Trial
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    U

    University of Illinois Urbana-Champaign

    Digital Pedagogy and Inclusive Learning Design

    Skills you'll gain: Disabilities, Learning Management Systems, Education Software and Technology, Web Content Accessibility Guidelines, Pedagogy, Differentiated Instruction, Digital pedagogy, Education and Training, Childhood Education and Development, Human Learning, Child Development, School Psychology, Formal Learning, Instructional Strategies, Teaching, Instructional Design, Diversity Awareness, Learning Theory, Curriculum Development, Interactive Design

    4.7
    Rating, 4.7 out of 5 stars
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    1.1K reviews

    Beginner · Specialization · 3 - 6 Months

  • Status: New
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    U

    University of Illinois Urbana-Champaign

    Digital Learning Design & Instructional Tech Foundations

    Skills you'll gain: Instructional and Curriculum Design, Needs Assessment, Education Software and Technology, Instructional Design, Education and Training, Diversity and Inclusion, Learning Theory, Training and Development, Instructional Strategies, People Development, Educational Materials, Pedagogy, Curriculum Development, Systems Analysis, Job Analysis, Process Analysis, Adult Education, Emerging Technologies, Data Ethics, Change Management

    4.5
    Rating, 4.5 out of 5 stars
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    3K reviews

    Beginner · Specialization · 3 - 6 Months

  • Status: New
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    Status: Free Trial
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    C

    Coursera

    Build & Optimize TensorFlow ML Workflows

    Skills you'll gain: Tensorflow, Model Optimization, Keras (Neural Network Library), Model Training, MLOps (Machine Learning Operations), Data Pipelines, Performance Tuning, Data Preprocessing, Data Import/Export

    Intermediate · Course · 1 - 4 Weeks

  • Status: New
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    W

    Whizlabs

    AI/ML & Advanced AWS Services

    Skills you'll gain: AWS SageMaker, Amazon Bedrock, Generative AI, Generative AI Agents, MLOps (Machine Learning Operations), Retrieval-Augmented Generation, Prompt Engineering, Amazon Web Services, Large Language Modeling, Artificial Intelligence and Machine Learning (AI/ML), AI Workflows, Model Training, Agentic Workflows, Artificial Intelligence, Natural Language Processing, Model Deployment, Image Analysis, Computer Vision, Data Wrangling

    Beginner · Course · 1 - 4 Weeks

  • Status: Free Trial
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    C

    Coursera

    Measure ML Impact & Business Value

    Skills you'll gain: Experimentation, Business Metrics, Data Storytelling, Return On Investment, Model Evaluation, Storytelling, Dashboard Creation, Dashboard, Performance Measurement, Performance Metric, Key Performance Indicators (KPIs), A/B Testing, Performance Analysis, Analysis, Estimation, Product Management, Statistical Methods, Business, Stakeholder Communications, Power Electronics

    Intermediate · Course · 1 - 4 Weeks

  • G

    Google Cloud

    Deploy a BigQuery ML Customer Churn Classifier to Vertex AI for Online Predictions

    Skills you'll gain: Model Evaluation, Model Training, Google Cloud Platform, Model Optimization, Model Deployment, Data Preprocessing, MLOps (Machine Learning Operations), Predictive Modeling, Google Analytics, Applied Machine Learning, Cloud Deployment, Cloud Storage, Machine Learning, Data Management

    Intermediate · Project · Less Than 2 Hours

  • Status: New
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    U

    University of Illinois Urbana-Champaign

    Introduction to AI-Supported Language Learning

    Skills you'll gain: Responsible AI, Digital pedagogy, AI literacy, Education Software and Technology, AI Personalization, Artificial Intelligence, English Language, AI Integrations, Language Learning, Literacy

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial
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    C

    Coursera

    AI for Project Managers and Scrum Masters

    Skills you'll gain: Agile Project Management, Forecasting, AI Enablement, Agile Methodology, Predictive Modeling, Workflow Management, Innovation, Project Management Life Cycle, Project Management, Automation, AI Integrations, Artificial Intelligence, Digital Transformation

    4.2
    Rating, 4.2 out of 5 stars
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    158 reviews

    Beginner · Course · 1 - 4 Weeks

  • Status: Free Trial
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    L

    L&T EduTech

    Fundamentals of Digital Design for VLSI Chip Design

    Skills you'll gain: Field-Programmable Gate Array (FPGA), Computational Logic, Computer Architecture, Hardware Design, Hardware Architecture, Memory Management, Electronics, Electronic Systems, Electronic Components, Diagram Design, Data Storage, Data Storage Technologies, Algorithms

    4.5
    Rating, 4.5 out of 5 stars
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    142 reviews

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial
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    E

    EDUCBA

    AI with Python: Apply & Implement ML Models

    Skills you'll gain: Data Preprocessing, Dimensionality Reduction, Artificial Intelligence and Machine Learning (AI/ML), Data Processing, PyTorch (Machine Learning Library), Deep Learning, Keras (Neural Network Library), Tensorflow, Artificial Intelligence, Data Cleansing, Model Evaluation, Jupyter, Python Programming, Machine Learning Methods, Applied Machine Learning, Artificial Neural Networks, Data Presentation, Machine Learning, Model Optimization, Analysis

    4.6
    Rating, 4.6 out of 5 stars
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    13 reviews

    Mixed · Course · 1 - 4 Weeks

  • C

    Coursera

    Analyze Data in Azure ML Studio

    Skills you'll gain: Descriptive Statistics, Descriptive Analytics, Jupyter, Microsoft Azure, Statistical Visualization, Plot (Graphics), Model Training, Data Analysis, Statistics, Exploratory Data Analysis, Data Visualization Software, Correlation Analysis, Applied Machine Learning, Machine Learning Methods

    Beginner · Guided Project · Less Than 2 Hours

  • Status: Free Trial
    Free Trial
    U

    University of Illinois Urbana-Champaign

    Ubiquitous Learning and Instructional Technologies

    Skills you'll gain: Learning Management Systems, Education Software and Technology, Digital pedagogy, Instructional Strategies, Computer Science, Interactive Design, Emerging Technologies, AI Personalization, Collaborative Software, Artificial Intelligence

    4.5
    Rating, 4.5 out of 5 stars
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    82 reviews

    Mixed · Course · 1 - 4 Weeks

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

  • Digital Pedagogy and Inclusive Learning Design: University of Illinois Urbana-Champaign
  • Digital Learning Design & Instructional Tech Foundations: University of Illinois Urbana-Champaign
  • Build & Optimize TensorFlow ML Workflows: Coursera
  • AI/ML & Advanced AWS Services: Whizlabs
  • Measure ML Impact & Business Value: Coursera
  • Deploy a BigQuery ML Customer Churn Classifier to Vertex AI for Online Predictions: Google Cloud
  • Introduction to AI-Supported Language Learning: University of Illinois Urbana-Champaign
  • AI for Project Managers and Scrum Masters: Coursera
  • Fundamentals of Digital Design for VLSI Chip Design: L&T EduTech
  • AI with Python: Apply & Implement ML Models: EDUCBA

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