Machine Learning Courses and Certifications

Career Certificate

Implementing AI Algorithms from Scratch

299 ratings at CodeSignal

Master the fundamentals of AI by implementing machine learning algorithms from scratch, covering regression, classification, optimization, ensemble methods, clustering, and neural networks with hands-on coding.

• CodeSignal
• 21 hours
• Self-Paced
• Free Certificate
• 6 courses

DeepLearning.AI;  Stanford

Supervised Machine Learning: Regression and Classification

32357 ratings at Coursera

Develop machine learning skills using Python, covering regression and classification techniques with hands-on practice in NumPy and scikit-learn for real-world AI applications.

• Coursera
• 1 day 9 hours 19 minutes
• Self-Paced
• Paid Course

Advanced Cyberinfrastructure Training at RPI

Materials Science and Discovery Powered by Machine Learning

1 rating

Explore machine learning applications in materials science, focusing on innovative discovery techniques and computational advancements in the field.

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

Prodramp

Machine Learning with DataRobot AI Cloud Platform

1 rating

Comprehensive tutorial on DataRobot AI Cloud Platform, covering machine learning model building, evaluation, and deployment. Explores key features like AutoML, bias detection, and model optimization.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

INFOSEC TRAIN

Machine Learning for Cybersecurity - Introduction to Python

1 rating

Explore machine learning's role in cybersecurity, from threat analysis to task automation. Learn Python basics and essential ML packages through hands-on practice with Anaconda and Jupyter Notebook.

• YouTube
• 2 hours 1 minute
• Self-Paced
• Free Video

Society for Industrial and Applied Mathematics

Machine Learning in Extreme Weather Forecasting with William Drew Collins

1 rating

Explore innovative ML techniques for extreme weather forecasting, leveraging FourCastNet algorithm to generate massive ensembles with high accuracy and efficiency, revolutionizing atmospheric dynamics modeling.

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

Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning

19736 ratings at Coursera

Aprenda a implementar princípios de IA e aprendizado de máquina usando TensorFlow, construindo modelos escaláveis para resolver problemas do mundo real em visão computacional.

• Coursera
• 22 hours 3 minutes
• Self-Paced
• Paid Course

The AI University

Machine Learning Data Pre-processing and Data Wrangling Using Python

2 ratings

Master Python data preprocessing techniques for machine learning, including handling missing values, encoding, scaling, outlier detection, and data transformation using popular libraries.

• YouTube
• 4 hours 30 minutes
• Self-Paced
• Free Video

Introduction to Transforming with Data Analytics and the Digital Organization

65 ratings

Learn how data analytics powers the digital organization and gives it a competitive edge.

• edX
• 4 weeks, 2-3 hours/week
• Self-Paced
• Free Online Course (Audit)

Fairness in Machine Learning: Tasks, Experiences, and Performance Measures

Explore fairness in machine learning, focusing on risk assessment tasks, data representation challenges, and performance measures. Learn about new findings and alternative approaches to promote equitable AI systems.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

Machine Learning for Personalized Healthcare - Opportunities, Challenges and Insights

Explore machine learning's impact on personalized healthcare, from disease subtyping to tailored interventions, with insights on mental health, respiratory diseases, and critical care settings.

• YouTube
• 1 hour 25 minutes
• Self-Paced
• Free Video

Brooklyn Quant Experience: A Brief History of Quant Investing - From Traditional Equity Factors to Machine Learning

Explore quant investing evolution: from equity factors to machine learning. Gain insights on systematic strategies, risk management, and cutting-edge quantitative approaches in finance.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

Feature Extraction and Machine Learning in Computational Music Theory - Class 28

Explore computational music analysis through feature extraction and machine learning techniques applied to popular songs like Baby Shark and melodic similarity studies.

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

Introduction to Machine Learning in Finance - Lecture 23

Discover machine learning fundamentals and applications in finance, covering supervised, unsupervised, and reinforcement learning with neural networks for option pricing and hedging strategies.

• YouTube
• 1 hour 16 minutes
• Self-Paced
• Free Video

Universal Adversarial Perturbations in Machine Learning - Spring 2021

Explore universal adversarial perturbations in machine learning, covering definitions, contributions, experiments, and cross-model universality.

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