Armin's repositories
Real_Time_Big_Data_Streaming_Spark_Kafka
Processing flight data in real-time using Apache Spark and Kafka to perform streaming classification.
Electric_Motor_Temperature_Regression
Design a model that estimates the target, rotor temperature ("pm"), in a causal manner.
Text_Classification_RNN
For this project we seek to classify the topic of scientific journal abstracts using Recurrent Neural Networks (RNN).
Basic_Natural_Language_Processing_Tweets
This project applies Natural Language Processing techniques to Twitter data.
Covid19_Case_Tracking
This project is an infectious diseases simulation which tracks the spread of a virus over time given certain parameters.
Data_Cleansing
This project applies data wrangling techniques to a retailer's data set of online orders. These techniques include determining and removing syntactical as well as semantic anomalies, removing outliers and imputing missing values using basic machine learning.
Data_Integration_Transformation
This project integrates several datasets into one single schema and finds and fixes possible problems in the data. Moreover, common transformation techniques are applied to predictor variables to enable Regression Modelling in further steps.
Inventory_Simulation
This project is an inventory management system simulation which tracks revenue and inventory developments over time.
R_Shiny_Dashboard
Interactive R Shiny dashboard which seeks to visualise the effects of the GFC.
Recommender_System_Images
Collaborative filtering models were used to recommend users of the platform Flicker images that match their preferences. The aim was to provide each user with a top 15 selection of images that are likely to match their preference.
Traffic_Offence_SQL_Database
This project uses SQL commands for data manipulation, data retrieval and database design modifications.
Transformers-for-NLP-2nd-Edition
Under the hood working of transformers, fine-tuning GPT-3 models, DeBERTa, vision models, and the start of Metaverse, using a variety of NLP platforms: Hugging Face, OpenAI API, Trax, and AllenNLP