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A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.
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About me
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I worked during my winter vacation 2017 as a data science intern at a Eighty20. I collaborated on a public interest project to visualize South Africa’s water crisis. Using consumption data and dam levels, we built an interactive dashboard that informs users about the current situation.
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I worked during my summer vacation 2018 as a data science intern at a Eighty20. I wrote SQL scripts for large databases on the Eighty20 data portal, refining my data wrangling, manipulation, and analysis skills. At the same time, I worked in R, building a user-friendly Shiny interface for data clustering. The experience pushed my skills through real-world challenges.
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I worked during my summer vacation 2018 as a machine learning engineer intern at a DataProphet. I learned to navigate Linux over Windows, use VIM, and work with git in a team. I wrote shell scripts for automation, documented for reusability, and adopted Python over R. Standardized coding improved readability, and I grasped the importance of virtual environments. I also deployed machine learning models on Google Cloud.
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I worked as a research intern at Amazon, Berlin. Improving retrieval in the retrieval augmented generation (RAG) pipeline with Large Language Models (LLMs) for code generation with Prabhu Teja and Giovanni Zappella. I designed and trained a lightweight retrieval model for code that incorporates: the semantics of code with dense embeddings; the file directory hierarchy; and the callgraph structure. This improved retrieval performance by over 50% over the baseline model and outperformed an LLM agent retrieval system with orders of magnitude fewer parameters.
Short description of portfolio item number 1
Short description of portfolio item number 2
Published in Journal 1, 2009
This paper is about the number 1. The number 2 is left for future work.
Recommended citation: Your Name, You. (2009). "Paper Title Number 1." Journal 1. 1(1). http://academicpages.github.io/files/paper1.pdf
Published in Journal 1, 2010
This paper is about the number 2. The number 3 is left for future work.
Recommended citation: Your Name, You. (2010). "Paper Title Number 2." Journal 1. 1(2). http://academicpages.github.io/files/paper2.pdf
Published in Journal 1, 2015
This paper is about the number 3. The number 4 is left for future work.
Recommended citation: Your Name, You. (2015). "Paper Title Number 3." Journal 1. 1(3). http://academicpages.github.io/files/paper3.pdf
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This is a description of your talk, which is a markdown files that can be all markdown-ified like any other post. Yay markdown!
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This is a description of your conference proceedings talk, note the different field in type. You can put anything in this field.
Tutor, Online, 2019
I work part-time during my studies with the University of Cape Town as a tutor for online course Business Analytics
Tutor, Online, 2020
I work part-time during my studies with the London School of Economics as a tutor for online course Machine Learning: Practical Applications
Tutor, UCT, 2020
I helped lecture, tutor and manage a large undergraduate statistics course STA1000 for 4 years, typically with more than 1000 students.
Tutor, online, 2021
I helped lecture a module for UniDistance Programme of the Master in Artificial Intelligence in fundamentals of Machine learning with specific application to boosting trees.
Tutor, EPFL, 2022
I tutored a masters module in Deep Learning at EPFL
Tutor, EPFL, 2023
I tutored a masters module in Deep Learning for Natural Language Processing at EPFL
Tutor, online, 2023
I helped tutor for UniDistance Programme of the Master in Artificial Intelligence in Natural Language processing (NLP).