Education

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Classroom Courses

Applied AI Courses

YouTube Channel

Applied Data Science and Machine Learning for Planet Earth

Oregon State University

400/500 level Spring Semester

Python-first curriculum covering the full ML pipeline
Applied to real geoscience and climate datasets
Hands-on labs from data wrangling to deep learning
Designed for practising geoscientists and engineers

Machine Learning for Geoscientists

Imperial College London

3rd / 4th-Year Undergraduate 24 videos

Python Introduction
Data Toolkit
Visualisation
+ 4 more

Part 1 Python Introduction 6 videos

P1 General Introduction

P2 Data Science & ML

P3 Physics vs Data-driven Models

P4 Properties of Python

P5 The Art of Clean Code

P6 Jupyter Notebooks

Part 2 Data Toolkit 3 videos

P7 Introduction to NumPy

P8 Computation with NDArrays

P9 Introduction to Pandas

Part 3 Visualisation 1 video

P10 Plotting Data with Python

Part 4 Data Preparation 4 videos

P11 Data Preparation Overview

P12 Why Splitting Data is Important

P13 Data Pipelines

P14 Feature Scaling

Part 5 ML & Regression 4 videos

P15 Types of Machine Learning

P16 Linear Algebra Notation

P17 Gradient Descent

P18 Decision Trees

Part 6 Classification 4 videos

P19 K Nearest Neighbors

P20 Performance Measures

P21 Support Vector Machine

P22 Random Forest

Part 7 Deep Learning 2 videos

P23 Introduction to Neural Networks

P24 Convolutional Neural Networks

Geosciences Courses

Fundamentals of Carbonate Reservoirs

Imperial College London

Graduate 68 videos

Classifications
Deposition
Diagenesis

Fundamentals of Stratigraphy

Imperial College London

2nd-Year Undergraduate 45 videos

Lithostratigraphy
Chronostratigraphy
Carbonate Systems
+ 5 more

Advanced Marine Stratigraphy

Imperial College London

Undergraduate 8 weeks · 3 hrs/week

Sequence stratigraphy and systems tract analysis
Carbonate and siliciclastic depositional systems
Biostratigraphy and chemostratigraphy methods
Integration of core, seismic, and well-log data

Part I Classifications 15 videos

1.1 Introduction

1.2a Carbonate Chemistry

1.2b Carbonate Chemistry

1.3a Carbonate Factories

1.3b Carbonate Factories

1.4a Biology of Carbonates

1.4b Biology of Carbonates

1.4c Biology of Carbonates

1.5a Carbonate Classifications

1.5b Carbonate Classifications

1.6a Carbonate Porosity

1.6b Carbonate Porosity

1.7a Carbonate Permeability

1.7b Carbonate Permeability

1.7c Carbonate Permeability

Part II Deposition 26 videos

2.1a Carbonate Geometries

2.1b Carbonate Geometries

2.1c Carbonate Geometries

2.2a Carbonate Platforms

2.2b Carbonate Platforms

2.2c Carbonate Platforms

2.3a Carbonate Ramps

2.3b Carbonate Ramps

2.4a Sequence Stratigraphy

2.4b Sequence Stratigraphy

2.5a Systems Tracts

2.5b Systems Tracts

2.6a Isolated Platforms

2.6b Isolated Platforms

2.6c Isolated Platforms

2.6d Isolated Platforms

2.7a Humid Ramps and Platforms

2.7b Humid Ramps and Platforms

2.7c Humid Ramps and Platforms

2.8a Arid Systems

2.8b Arid Systems

2.8c Arid Systems

2.9a Sequence Stratigraphy of the "M" Factory

2.9b Sequence Stratigraphy of the "M" Factory

2.10a Cool Water Carbonates

2.10b Cool Water Carbonates

Part III Diagenesis 27 videos

3.1a Diagenetic Methods

3.1b Diagenetic Methods

3.1c Diagenetic Methods

3.1d Diagenetic Methods

3.1e Diagenetic Methods

3.2a Key Concepts in Diagenesis

3.2b Key Concepts in Diagenesis

3.3a Marine Diagenesis

3.3b Marine Diagenesis

3.3c Marine Diagenesis

3.4a Dolomitization

3.4b Dolomitization

3.4c Dolomitization

3.5a Hypersaline Diagenesis

3.5b Hypersaline Diagenesis

3.5c Hypersaline Diagenesis

3.5d Hypersaline Diagenesis

3.6a Meteoric Diagenesis

3.6b Meteoric Diagenesis

3.7a Meteoric Karstification

3.7b Meteoric Karstification

3.7c Meteoric Karstification

3.8a Structural Diagenesis

3.8b Structural Diagenesis

3.9a Burial Diagenesis

3.9b Burial Diagenesis

3.9c Burial Diagenesis

L1 Lithostratigraphy 5 videos

L1.1 Lithostratigraphy

L1.2 Lithostratigraphy

L1.3 Lithostratigraphy

L1.4 Lithostratigraphy

L1.5 Lithostratigraphy

L2 Chronostratigraphy 7 videos

L2.1 Chronostratigraphy

L2.2 Chronostratigraphy

L2.3 Chronostratigraphy

L2.4 Chronostratigraphy

L2.5 Chronostratigraphy

L2.6 Chronostratigraphy

L2.7 Chronostratigraphy

L3 Carbonate Systems 6 videos

L3.1 Carbonate Systems

L3.2 Carbonate Systems

L3.3 Carbonate Systems

L3.4 Carbonate Systems

L3.5 Carbonate Systems

L3.6 Carbonate Systems

L4 Sequence Stratigraphy 5 videos

L4.1 Sequence Stratigraphy

L4.2 Sequence Stratigraphy

L4.3 Sequence Stratigraphy

L4.4 Sequence Stratigraphy

L4.5 Sequence Stratigraphy

L5 Systems Tracts 7 videos

L5.1 Systems Tracts

L5.2 Systems Tracts

L5.3 Systems Tracts

L5.4 Systems Tracts

L5.5 Systems Tracts

L5.6 Systems Tracts

L5.7 Systems Tracts

L6 Cyclostratigraphy 5 videos

L6.1 Cyclostratigraphy

L6.2 Cyclostratigraphy

L6.3 Cyclostratigraphy

L6.4 Cyclostratigraphy

L6.5 Cyclostratigraphy

L7 Diagenesis 5 videos

L7.1 Diagenesis

L7.2 Diagenesis

L7.3 Diagenesis

L7.4 Diagenesis

L7.5 Diagenesis

L8 Geological Timescale 5 videos

L8.1 Geological Timescales

L8.2 Geological Timescales

L8.3 Geological Timescales

L8.4 Geological Timescales

L8.5 Geological Timescales

Field Courses

Field Teaching

Permian Basin

West Texas / New Mexico, USA

5 days Carbonate sequence stratigraphy

Guadalupe Mountains outcrops — world-class carbonate exposures
Sequence boundaries and systems tracts in 3-D
Reef-to-basin transects across the Delaware Basin
Diagenetic overprinting in outcrop and subsurface analogues
Comparison with subsurface Permian reservoir data

Oman

Arabian Peninsula

6 days Carbonate reservoir systems and seals

Musandam Peninsula — exhumed platform-margin carbonate sequences
Natih and Shuaiba Formation reservoir analogues
Dolomitisation and diagenetic seal formation
Structural controls on fluid migration in carbonate terrains
Integration with active hydrocarbon systems in Oman
Evaporite seal characterisation

Wessex Basin

Southern England, UK

4 days Triassic–Cretaceous depositional environments

Jurassic Coast UNESCO World Heritage Site outcrops
Triassic aeolian and fluvial systems to Cretaceous chalk
Sea-level change and sequence development in epicontinental seas
Biostratigraphic calibration of coastal cliff sections