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Muhammad Osama's Projects

adventure-works-cycles-dashboard-using-powerbi icon adventure-works-cycles-dashboard-using-powerbi

Using PowerBI to create a dashboard for analysis of adventure works cycles data set to track KPIs (sales, revenue profit, return), compare regional performance, analyze product-level trends and forecasts, and identify high-value custiomers.

baize-chatbot icon baize-chatbot

Let ChatGPT teach your own chatbot in hours with a single GPU!

heart-attack-detection-using-machine-learning icon heart-attack-detection-using-machine-learning

Used CDC dataset for heart attack detection in patients. Balanced the dataset using SMOTE and Borderline SMOTE and used feature selection and machine learning to create different models and compared them based on metrics such as F-1 score, ROC AUC, MCC, and accuracy.

setting-up-apache-kafka icon setting-up-apache-kafka

Setup a Apache Kafka on Linux using JAVA (Gradle). Setting up producers to produce data into Kafka from wikimedia and then setting up consumers and pulling data into Open Search.

trl icon trl

Train transformer language models with reinforcement learning.

wine-quality-analysis-using-r icon wine-quality-analysis-using-r

Wine dataset statistical analysis using Hypothesis testing (F-test, T-test, ANOVA, ANCOVA). Using machine learning to predict wine quality. Using regularization with 10 fold cross validation to overcome overfitting. Created different visualizations on the dataset.

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