Advanced Machine Learning
Activity Overview
Episode publication activity over the past year
Episodes
11. LLM
17 Nov 2024
Contributed by Lukas
This lecture slideshow explores the world of Large Language Models (LLMs), detailing their architecture, training, and application. It begins by expla...
10. Time Series
17 Nov 2024
Contributed by Lukas
Forecasting, the process of predicting future events, is a fundamental element of many disciplines, including economics, meteorology, and social scien...
09. Seq to Seq
17 Nov 2024
Contributed by Lukas
This source is a lecture on sequence-to-sequence learning (Seq2Seq), a technique for training models to transform sequences from one domain to another...
08. Drift Detection
17 Nov 2024
Contributed by Lukas
The source material explores the challenges and techniques for detecting concept drift in machine learning models. It examines several methods categor...
07. - Generative Adversarial Networks (GANs)
17 Nov 2024
Contributed by Lukas
The source is a series of lecture notes on Generative Adversarial Networks (GANs). It begins with an introduction to generative models, comparing and ...
06. Introduction to Basic Deep learning
17 Nov 2024
Contributed by Lukas
The provided text, excerpts from "06. Introduction to Basic Deep Learning (Slides).pdf," is a series of lecture slides covering the fundamentals of de...
05. Transfer Learning
17 Nov 2024
Contributed by Lukas
These lecture slides discuss transfer learning in machine learning, which is a technique that reuses a pre-trained model for one task to improve the p...
04. Dimensionality Reduction
17 Nov 2024
Contributed by Lukas
The source describes dimensionality reduction, a technique used to simplify and improve the performance of machine learning algorithms when dealing wi...
03. Neural Networks Continued
17 Nov 2024
Contributed by Lukas
The source material focuses on the development and training of neural networks. The first source introduces multilayer perceptrons (MLPs), which overc...
02. Introduction to Neural Networks
17 Nov 2024
Contributed by Lukas
The two source texts, "02. Introduction to Neural Networks (Slides).pdf" and "02.2 Optional Slides.pdf", provide an introduction to the concept of neu...
01. Machine Learning Basics
17 Nov 2024
Contributed by Lukas
This source is a comprehensive introduction to machine learning, covering various aspects of the field. It starts by explaining the core concept of le...