Machine Learning

Deep Learning

Primavera P6

Feature Engineering
(What is Feature Engineering; Mutual Information; Creating Features; Clustering with K-Means; Principal Component Analysis; Target Encoding)

Time Series
(Linear Regression with Time Series; Trend; Seasonality; Time Series as Features; Hybrid Models; Forecasting with Machine Learning)

Step-by-Step Guide to Publishing Your Research

Computer Vision
(The Convolutional Classifier; Convolution and ReLU; Maximum Pooling; The Sliding Window; Custom Convnets; Data Augmentation)

Intro to Deep  Learning
(A Single Neuron; Deep Neural Networks; Stochastic Gradient Descent; Overfitting and Underfitting; Dropout and Batch Normalization; Binary Classification)

Machine  Learning  Explainability
(Use Cases for Model Insights; Permutation Importance; Partial Plots; SHAP Values; Advanced Uses of SHAP Values)

Intermediate Machine  Learning
(Introduction; Missing Values; Categorical Variables; Pipelines; Cross-Validation; XGBoost; Data Leakage)

Intro to Machine  Learning
(How Models Work; Basic Data Exploration; Your First Machine Learning Model; Model Validation; Underfitting and Overfitting; Random Forests; Machine Learning Competitions)

Data Cleaning
(Handling Missing Values; Scaling and Normalization; Parsing Dates; Character Encodings; Inconsistent Data Entry)

Geospatial Analysis
(Your First Map, Co-ordinate Reference Systems; Interactive Maps; Manipulating Geospatial Data; Proximity Analysis)

Pandas
(Creating, Reading and Writing; Indexing, Selecting and Assigning; Summary Functions and Maps; Grouping and Sorting; Data Types and Missing Values: Renaming and Combining)

Data Visualization
(Hello, Seaborn; Line Charts; Bar Charts and Heatmaps; Scatter Plots; Choosing Plot Types and Custom Styles; Final Project; Creating Your Own Notebooks)

Python
(Hello Python, Functions and Getting Help, Booleans and Conditionals, Lists, Loops and List Comprehensions, String and Dictionaries, Working with External Libraries)

Writing Skills

How to write and review a methods article

How to turn your thesis into an article

How to prepare a proposal for a review article

5 Diseases ailing research - and how to cure them

Using proper manuscript language

10 tips for writing a truly terrible journal article

Writing a persuasive cover letter for your manuscript

Fundamentals of manuscript preparation

Generative AI in the Publishing Community

Author policies on the use of Generative AI

Generative AI: Q & A

Generative AI: New policies, opportunities, and risks

The why and how of data visualization

Data visualization and choosing the right plot

Three contexts for data visualization

The evolution of data visualization

From article to art: Creating visual abstracts - Part 1 & 2: A guide to visual Abstracts

From article to art: Creating visual abstracts - Part 3: Designing

From article to art: Creating visual abstracts - Part 4: Sketching the appropriate visual elements

Structuring your article correctly

Guide to reference managers: How to effectively manage your references

How to prepare your manuscript

How to write an abstract and improve your article

MATLAB Onramp