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  • Math For Machine Learning

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


  • U

    University of Illinois Urbana-Champaign

    Data Analytics Foundations for Accountancy II

    Skills you'll gain: Anomaly Detection, Feature Engineering, Data Ethics, Machine Learning Algorithms, Machine Learning Methods, Classification Algorithms, Responsible AI, Machine Learning, Statistical Machine Learning, Applied Machine Learning, Supervised Learning, Unsupervised Learning, Scikit Learn (Machine Learning Library), Model Evaluation, Model Training, Machine Learning Software, Decision Tree Learning, Model Optimization, Regression Analysis

    ★ 4.5 (11) · Beginner · Course · 1 - 3 Months

  • I

    IBM

    Gen AI Foundational Models for NLP & Language Understanding

    Skills you'll gain: PyTorch (Machine Learning Library), Large Language Modeling, Embeddings, Generative AI, Natural Language Processing, Generative Model Architectures, Transfer Learning, Model Optimization, Responsible AI, Data Ethics, Text Mining, Model Training, Artificial Neural Networks, Classification Algorithms, Model Evaluation, Feature Engineering

    ★ 4.4 (199) · Intermediate · Course · 1 - 4 Weeks

  • C

    Coursera

    Agile Leadership for Distributed Teams

    Skills you'll gain: Collaborative Software, Agile Project Management, Team Leadership, Leadership Studies, Virtual Teams, Agile Methodology, Organizational Leadership, Drive Engagement, Telecommuting, Innovation, Team Management, Team Building, Team Performance Management, Communication, Communication Strategies, Employee Engagement, Change Management, Empowerment

    ★ 4.9 (16) · Beginner · Course · 1 - 4 Weeks

  • U

    University of Michigan

    AI for Lawyers: Obstacles and Opportunities

    Skills you'll gain: AI literacy, Legal Technology, Responsible AI, AI Enablement, Artificial Intelligence, Critical Thinking, Legal Risk, AI powered creativity, Generative AI, Creativity, Communication

    ★ 4.7 (44) · Beginner · Course · 1 - 4 Weeks

  • K

    Knowledge Accelerators

    Cybersecurity Awareness Essentials for Employees

    Skills you'll gain: Cyber Security Policies, AI Security, Cybersecurity, Threat Management, Cyber Attacks, Cyber Risk, Email Security, Endpoint Security, Mobile Security, Remote Access Systems, Multi-Factor Authentication, Artificial Intelligence, Cloud Computing

    ★ 4.9 (47) · Beginner · Course · 1 - 3 Months

  • P

    Packt

    Mastering GitHub for Developers and DevOps

    Skills you'll gain: Prompt Engineering, GitHub Copilot, Git (Version Control System), GitHub, Version Control, CI/CD, Infrastructure as Code (IaC), Continuous Integration, Devops Tools, Software Versioning, Microsoft Azure, DevOps, Docker (Software), Software Development Tools, Application Deployment, ChatGPT, Software Installation, Continuous Deployment, Containerization, Amazon Web Services

    ★ 4.5 (33) · Intermediate · Specialization · 3 - 6 Months

  • C

    Coursera

    Python for Real-World Data Analysis

    Skills you'll gain: Seaborn, Data Storytelling, Data Visualization, Data Presentation, Data Integration, A/B Testing, Data Import/Export, Statistical Hypothesis Testing, Text Mining, Data-Driven Decision-Making, Git (Version Control System), Matplotlib, Pandas (Python Package), Version Control, GitHub, Social Media Analytics, Statistical Analysis, Exploratory Data Analysis, Jupyter, NumPy

    ★ 4.3 (90) · Beginner · Specialization · 1 - 3 Months

  • I

    IBM

    Vector Databases for RAG: An Introduction

    Skills you'll gain: Retrieval-Augmented Generation, Embeddings, Database Systems, LLM Application, Data Storage Technologies, Database Management Systems, AI Enablement, Large Language Modeling, Database Management, Database Architecture and Administration, Generative AI

    ★ 4.6 (91) · Intermediate · Course · 1 - 4 Weeks

  • I

    Imperial College London

    Using Data for Healthcare Improvement

    Skills you'll gain: Run Chart, Qualitative Research, Continuous Quality Improvement (CQI), Data Quality, Quantitative Research, Data Collection, Data-Driven Decision-Making, Statistical Methods, Data Analysis, Systems Of Measurement, Time Series Analysis and Forecasting

    ★ 4.8 (49) · Beginner · Course · 1 - 4 Weeks

  • U

    University of Illinois Urbana-Champaign

    Inferential and Predictive Statistics for Business

    Skills you'll gain: Statistical Hypothesis Testing, Statistical Inference, Business Analytics, Statistics, Statistical Analysis, Analytics, Microsoft Excel, Statistical Modeling, Probability & Statistics, Statistical Methods, Predictive Analytics, Statistical Software, Data-Driven Decision-Making, Regression Analysis, Correlation Analysis, Predictive Modeling

    ★ 4.8 (877) · Intermediate · Course · 1 - 4 Weeks

  • É

    École Polytechnique Fédérale de Lausanne

    Transmission electron microscopy for materials science

    Skills you'll gain: Materials science, Analytical Testing, Engineering, Scientific, and Technical Instruments, electromagnetics, Laboratory Research, Scientific Visualization, Laboratory Equipment, Chemistry, Physics, Applied Mathematics

    ★ 4.5 (126) · Intermediate · Course · 1 - 3 Months

  • U

    University of Colorado Boulder

    Data Science Methods for Quality Improvement

    Skills you'll gain: Process Capability, Sampling (Statistics), R (Software), Correlation Analysis, Statistical Inference, Probability Distribution, Statistical Visualization, R Programming, Statistical Process Controls, Statistical Hypothesis Testing, Statistical Methods, Probability & Statistics, Data Science, Statistics, Data Analysis, Statistical Analysis, Statistical Software, Descriptive Statistics, Quality Improvement, Process Engineering

    ★ 4.4 (53) · Intermediate · Specialization · 3 - 6 Months

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

  • Data Analytics Foundations for Accountancy II: University of Illinois Urbana-Champaign
  • Gen AI Foundational Models for NLP & Language Understanding: IBM
  • Agile Leadership for Distributed Teams: Coursera
  • AI for Lawyers: Obstacles and Opportunities: University of Michigan
  • Cybersecurity Awareness Essentials for Employees: Knowledge Accelerators
  • Mastering GitHub for Developers and DevOps: Packt
  • Python for Real-World Data Analysis: Coursera
  • Vector Databases for RAG: An Introduction: IBM
  • Using Data for Healthcare Improvement: Imperial College London
  • Inferential and Predictive Statistics for Business: University of Illinois Urbana-Champaign

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