United States Courses & Certifications

Stanford CS224N - Natural Language Processing with Deep Learning - Winter 2021

Trace how deep learning advances NLP, from word vectors and recurrent networks to transformers and large language models.

• YouTube
• 1 day 7 hours 31 minutes
• Self-Paced
• Free Video

Stanford CS224U - Natural Language Understanding - Spring 2021

Develop robust machine understanding of human language through representations, contextual models, grounding, retrieval, evaluation, and adversarial analysis.

• YouTube
• 13 hours 18 minutes
• Self-Paced
• Free Video

Machine Learning with Graphs

Explore how machine learning models represent and analyze graphs, from node embeddings and PageRank to graph neural networks and graph generation.

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

Introduction to Fossil Fuels - Energy Resources, Origin, and Environmental Impacts

A concise overview traces fossil fuels from their origins and reserves to their environmental and economic impacts and future demand.

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

Introduction to Energy Equity and Just Transitions

An introduction to energy justice through examples of environmental racism and the distinctions among equality, equity, and justice.

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

Coal - Mining, Processing, Transportation, and Environmental Impacts

A life-cycle overview of coal traces the fuel from mining and transport to electricity generation, weighing its environmental, social, and economic impacts.

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

Climate Innovation - Digital Technology for Sustainable Agriculture and Infrastructure Development

Explore how AI and data analytics are being applied to building energy analysis and broader climate challenges.

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

AI and Climate - From Grids to Data Centers - AI Strategy and Innovation

A discussion of how AI is accelerating efficiency and innovation across energy grids, data centers, and sustainability initiatives.

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

Prospecting for Oil and Natural Gas

An introduction to how oil and gas fields are identified, from their rocks and structure to prospecting methods and land rights.

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

Interfacing with the Arduino

8 ratings

Program an Arduino to drive sensors and actuators, build breadboard circuits, use software libraries and shields, and connect IoT devices over Ethernet and WiFi.

• Coursera
• 4 weeks, 2 hours a week
• Self-Paced
• Paid Course

Applied Machine Learning in Python

6 ratings

Build predictive models in Python with scikit-learn: k-nearest neighbors, ridge and lasso regression, SVMs, decision trees, cross-validation, tree ensembles, and detecting data leakage.

• Coursera
• 4 weeks, 8 hours a week
• Self-Paced
• Paid Course

Calculus: Single Variable Part 3 - Integration

552 ratings at Coursera

Integrate differential equations, learn core techniques of integration, apply the Fundamental Theorem of Integral Calculus, and tackle difficult integrals using big-O reasoning.

• Coursera
• 4 weeks, 3 hours a week
• Self-Paced
• Free Online Course

Bertelsmann;  Figure Eight;  IBM;  Insight;  Kaggle;  Starbucks Career Certificate

Data Scientist

11 ratings

Build production-ready data science projects with reproducible machine learning pipelines and a hybrid recommendation system.

• Udacity
• 61 hours
• Self-Paced
• Paid Course

Managing Conflicts with Cultural and Emotional Intelligence

15 ratings

Manage team conflict using emotional intelligence, the four-component cultural intelligence model, and Coordinated Management of Meaning tools such as LUUUTT, SEAVA, and the Daisy Model.

• Coursera
• 5 weeks, 1 hour a week
• Self-Paced
• Paid Course

Kaggle;  Amazon;  Amazon Web Services Career Certificate

AWS Machine Learning Engineer Nanodegree

11 ratings

Learn to build, deploy, and operationalize machine learning models on Amazon SageMaker, using AWS Lambda and Step Functions to automate scalable workflows.

• Udacity
• 94 hours
• Self-Paced
• Paid Course