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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


  • Status: Free Trial
    Free Trial
    W

    Whizlabs

    Exam Prep MLA-C01: AWS Machine Learning Engineer Associate

    Skills you'll gain: MLOps (Machine Learning Operations), Feature Engineering, Model Optimization, AWS Kinesis, Fraud detection, Amazon Web Services, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Data Cleansing, Data Processing, Data Wrangling, Data Integrity, Machine Learning, Machine Learning Algorithms, Data Modeling, Supervised Learning, Data Mining, Random Forest Algorithm, Data Management, Unsupervised Learning

    3.9
    Rating, 3.9 out of 5 stars
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    10 reviews

    Intermediate · Specialization · 3 - 6 Months

  • Status: Free Trial
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    Google Cloud

    Machine Learning with TensorFlow on Google Cloud en Español

    Skills you'll gain: Model Optimization, Feature Engineering, Model Deployment, Tensorflow, Model Training, Exploratory Data Analysis, Google Cloud Platform, Model Evaluation, Keras (Neural Network Library), Data Quality, Data Preprocessing, Business Metrics, Machine Learning Methods, Machine Learning, Applied Machine Learning, Artificial Neural Networks, Dataflow, Data Pipelines, Cloud Deployment, Logistic Regression

    4.6
    Rating, 4.6 out of 5 stars
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    448 reviews

    Intermediate · Specialization · 3 - 6 Months

  • Status: New
    New
    Status: Free Trial
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    U

    University of Colorado Boulder

    Machine Learning: Theory and Hands-on Practice with Python

    Skills you'll gain: Recurrent Neural Networks (RNNs), Generative AI, Fine-tuning, Model Training, Vision Transformer (ViT), Model Optimization, Large Language Modeling, Embeddings, Network Architecture, Linear Algebra

    4.6
    Rating, 4.6 out of 5 stars
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    38 reviews

    Intermediate · Specialization · 3 - 6 Months

  • Status: Free Trial
    Free Trial
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    Google Cloud

    Machine Learning with TensorFlow on Google Cloud en Français

    Skills you'll gain: Feature Engineering, Model Optimization, Tensorflow, Model Deployment, Keras (Neural Network Library), Model Training, Google Cloud Platform, Exploratory Data Analysis, Business Metrics, Data Preprocessing, Data Quality, Model Evaluation, Logistic Regression, Data Pipelines, Data Cleansing, Machine Learning Methods, Scikit Learn (Machine Learning Library), Machine Learning, Deep Learning, Performance Tuning

    4.2
    Rating, 4.2 out of 5 stars
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    31 reviews

    Intermediate · Specialization · 3 - 6 Months

  • C

    Commonwealth Education Trust

    Foundations of Teaching for Learning: Learners and Learning

    Skills you'll gain: Student Engagement, Teaching, Education and Training, Pedagogy, Formal Learning, Human Learning, Working With Children, Child Development, Instructional Strategies, Childhood Education and Development, Learning Theory, Collaboration, Cultural Diversity, Substance Abuse

    4.7
    Rating, 4.7 out of 5 stars
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    307 reviews

    Mixed · Course · 1 - 3 Months

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    A

    AI CERTs

    AI for Learning & Development 

    Skills you'll gain: Responsible AI, AI Personalization, Education Software and Technology, Generative AI Agents, Developing Training Materials, AI Enablement, Workforce Development, Artificial Intelligence and Machine Learning (AI/ML), Performance Analysis, Learning Management Systems, Generative AI, Instructional Design, AI literacy, HR Tech, Learning Styles, Content Creation, Learning Theory, Human Learning, Learning Strategies, Childhood Education and Development

    Beginner · Course · 1 - 3 Months

  • G

    Google Cloud

    Pengantar AI dan Machine Learning di Google Cloud

    Skills you'll gain: Generative AI, Google Gemini, Generative AI Agents, Google Cloud Platform, MLOps (Machine Learning Operations), Tensorflow, AI Workflows, Cloud Infrastructure, AI literacy, Data Infrastructure, Artificial Intelligence, Large Language Modeling, Model Training, Model Deployment, Applied Machine Learning, Model Evaluation, Predictive Modeling, Machine Learning

    Beginner · Course · 1 - 3 Months

  • Status: Preview
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    T

    The University of Tokyo

    Let’s Read! Learning Japanese through Science & Technology-1

    Skills you'll gain: Language Competency, Oral Comprehension, Traffic Flow Optimization, Vocabulary, Public Works, Literacy, Water Quality, Language Learning, Robotics, Display Devices, Grammar, Augmented Reality, Biochemistry, Predictive Modeling

    4.8
    Rating, 4.8 out of 5 stars
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    110 reviews

    Intermediate · Course · 1 - 3 Months

  • Status: Preview
    Preview
    U

    University of Illinois Urbana-Champaign

    Constructivism and Mathematics, Science, and Technology Education

    Skills you'll gain: Mathematics Education, Education Software and Technology, Research, Qualitative Research, Physical Science

    4.7
    Rating, 4.7 out of 5 stars
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    47 reviews

    Mixed · Course · 1 - 3 Months

  • P

    Packt

    Machine Learning: Random Forest with Python from Scratch©

    Skills you'll gain: Matplotlib, Random Forest Algorithm, Predictive Modeling, Predictive Analytics, Machine Learning Algorithms, Plot (Graphics), Data Visualization, Data Preprocessing, Machine Learning, Programming Principles, Data Manipulation, Data Cleansing, Data Transformation, Supervised Learning, Python Programming, Data Science, Model Training, Decision Tree Learning, NumPy, Pandas (Python Package)

    Beginner · Course · 1 - 3 Months

  • J

    Johns Hopkins University

    The Mathematics of Democracy, Politics and Manipulation

    Skills you'll gain: Political Sciences, Policy Analysis, Social Justice, Economics, Policy, and Social Studies, Public Affairs, Social Sciences, Public Policies, Game Theory, Demography, Mathematical Modeling, Decision Intelligence, General Mathematics, Diversity Awareness, Logical Reasoning, Applied Mathematics

    4.7
    Rating, 4.7 out of 5 stars
    ·
    27 reviews

    Mixed · Course · 1 - 3 Months

  • C

    Coursera

    Build a Machine Learning Web App with Streamlit and Python

    Skills you'll gain: Machine Learning Algorithms, Dashboard Creation, Classification Algorithms, Interactive Data Visualization, Data Visualization Software, Model Evaluation, Applied Machine Learning, Machine Learning, Scikit Learn (Machine Learning Library), Plot (Graphics), Web Applications, Logistic Regression, Predictive Modeling, Model Training, Data Science, Python Programming, Fine-tuning, Model Optimization, Pandas (Python Package)

    4.7
    Rating, 4.7 out of 5 stars
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    417 reviews

    Intermediate · Guided Project · Less Than 2 Hours

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

  • Exam Prep MLA-C01: AWS Machine Learning Engineer Associate: Whizlabs
  • Machine Learning with TensorFlow on Google Cloud en Español: Google Cloud
  • Machine Learning: Theory and Hands-on Practice with Python: University of Colorado Boulder
  • Machine Learning with TensorFlow on Google Cloud en Français: Google Cloud
  • Foundations of Teaching for Learning: Learners and Learning: Commonwealth Education Trust
  • AI for Learning & Development : AI CERTs
  • Pengantar AI dan Machine Learning di Google Cloud: Google Cloud
  • Let’s Read! Learning Japanese through Science & Technology-1: The University of Tokyo
  • Constructivism and Mathematics, Science, and Technology Education: University of Illinois Urbana-Champaign
  • Machine Learning: Random Forest with Python from Scratch©: Packt

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