Machine Learning Courses and Certifications

모두를 위한 머신 러닝

12 ratings at Coursera

수학이나 프로그래밍 지식 없이도 머신 러닝의 기본 개념을 이해하고 실제 프로젝트를 수행할 수 있는 방법을 배웁니다. AI 기술의 원리와 응용, 그리고 사회적 영향에 대해 탐구합니다.

• Coursera
• 21 hours 36 minutes
• Self-Paced
• Paid Course

a16z

AI, Deep Learning, and Machine Learning - A Primer

1 rating

Comprehensive overview of AI's evolution, current state, and future potential, exploring neural networks, deep learning applications, and their impact on various industries and human capabilities.

• YouTube
• 47 minutes
• Self-Paced
• Free Video

Nicholas Renotte

Sales Forecasting in Excel with Machine Learning and Python Automation

1 rating

Automate sales forecasting using AutoAI and Python, integrating machine learning pipelines with Excel for efficient and accurate predictions.

• YouTube
• 20 minutes
• Self-Paced
• Free Video

University of Helsinki;  MinnaLearn

Building AI

14 ratings

Learn AI fundamentals, methods, and applications, from basic concepts to neural networks, suitable for both non-programmers and Python users. Develop and present your own AI idea.

• Independent
• 50 hours
• Self-Paced
• Free Certificate

The Data Science Course: Complete Data Science Bootcamp 2026

160402 ratings at Udemy

Complete Data Science Training: Math, Statistics, Python, Advanced Statistics in Python, Machine and Deep Learning

• Udemy
• 1 day 8 hours 9 minutes
• Self-Paced
• Paid Course

University of Tübingen

Mathematics for Machine Learning

Comprehensive exploration of linear algebra, calculus, probability theory, and statistics essential for machine learning, covering fundamental concepts to advanced applications.

• YouTube
• 1 day 17 hours
• Self-Paced
• Free Online Course

University of Tübingen

Introduction to Machine Learning

Explore key machine learning concepts and techniques, from linear regression to deep learning, clustering, and dimensionality reduction, with hands-on applications.

• YouTube
• 11 hours
• Self-Paced
• Free Online Course

nanohubtechtalks

Hands-on Learning Modules on Data Science and Machine Learning in Engineering

Discover hands-on data science and machine learning applications in materials science through interactive modules with lectures, tutorials, and cloud-based simulations.

• YouTube
• 2 hours 32 minutes
• Self-Paced
• Free Video

QuICS

Quantum Machine Learning Workshop 2018

Explore cutting-edge quantum machine learning algorithms, optimization techniques, and applications through expert presentations on quantum-enhanced AI and computational methods.

• YouTube
• 12 hours 44 minutes
• Self-Paced
• Free Video

Fields Institute

Reservoir Computing - Machine Learning and Dynamical Systems

Explore cutting-edge reservoir computing techniques across hardware implementations, chaos prediction, and applications in turbulence, finance, and photonics through expert presentations.

• YouTube
• 8 hours 24 minutes
• Self-Paced
• Free Video

Fields Institute

Kernel Methods for Machine Learning and Dynamical Systems

Explore advanced kernel methods in machine learning and dynamical systems through expert talks on Gaussian processes, functional data analysis, and sparse factorization techniques.

• YouTube
• 9 hours 2 minutes
• Self-Paced
• Free Video

Fields Institute

Deep Learning - Machine Learning and Dynamical Systems

Explore cutting-edge research connecting deep learning with dynamical systems through expert presentations on neural networks, control theory, and mathematical foundations.

• YouTube
• 4 hours 59 minutes
• Self-Paced
• Free Video

International Centre for Theoretical Sciences

Statistical Physics - Pattern Formation, Spin Glasses, Chemical Reaction Networks, Machine Learning, and Turbulence

Dive into advanced statistical physics topics including pattern formation in biology, spin glasses, chemical reaction networks, machine learning applications, turbulence, and quantum systems.

• YouTube
• 2 days 43 minutes
• Self-Paced
• Free Video

Alfredo Canziani

PyTorch Machine Learning Minicourse - CNNs, RNNs, and Generative Models

Dive into PyTorch fundamentals covering machine learning, CNNs, RNNs, and generative models for high-energy physics applications in this comprehensive minicourse.

• YouTube
• 6 hours 6 minutes
• Self-Paced
• Free Video

GIScience

Machine Learning in ArcGIS Pro - GIS Master Class

Master machine learning techniques in ArcGIS Pro through hands-on disaster management case studies, covering workflows, classification, and algorithm implementation.

• YouTube
• 55 minutes
• Self-Paced
• Free Video