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SaTML 2024 LLM CTF Write-up

Large Language Models

Capture The Flag

Prompt Engineering

Competitions

My takeaways from the IEEE SaTML 2024 Large Language Model Capture-the-Flag competition, where I tested the robustness of language models by crafting prompts to protect or uncover secrets.

Text Summarization with Gemma

Large Language Models

NLP

Kaggle

Competitions

Insights from the Kaggle Gemma text summarization competition, where I explored summarization techniques using Gemma and LangChain.

Kaggle DEFCON31 - Write-up

Capture The Flag

Adversarial attacks

Prompt Engineering

Kaggle

Competitions

Reflection on the DEFCON31 CTF competition, highlighting approaches and techniques in cybersecurity by tackling Machine Learning challenges.

Prompt Hacking: How to trick Large Language Models like ChatGPT

Large Language Models

Prompt Engineering

Competitions

Unlocking the art of Prompt Hacking in AI in this fun LLM-based competition.

Follow the flow: surveys with Alluvial plots

Kaggle

Competitions

Data Visualization

A Comprehensive guide to understanding and utilizing Alluvial plots in Python.

Object-oriented programming in Python: Classes - Part 2

Python Programming

Continue the journey into Python classes, delving deeper into object-oriented programming concepts and applications

Object-oriented programming in Python: Classes - Part 1

Python Programming

Dive into the fundamentals of Python classes with this introductory guide, covering essential concepts with examples.

Wordle: A Python Implementation

Python Programming

Learn how to implement the popular game Wordle in Python with step-by-step instructions and code examples.

EDA is awesome: Having fun with Altair

Data Visualization

Explore how to use Altair for data exploration, creating interactive visualizations to make data insights more accessible and engaging.

Cross Validation and Nested Cross Validation

Machine Learning

Cross Validation

How to effectively use cross-validation techniques in Machine Learning, with practical examples and clear explanations to improve the model evaluation process.

Citizen Data Scientists: the role of AutoML

Kaggle

Competitions

Data Visualization

Examine the impact of AutoML tools on citizen data scientists, exploring how these technologies democratize data science and enhance productivity.