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1. ml-foundations-to-deep-learning ml-foundations-to-deep-learning Public

   Perceptron to CNN: four notebooks building ML fundamentals (perceptron, PCA+kNN, MLP, CNN in PyTorch) on MNIST

   Jupyter Notebook

2. ensemble-logistic-regression-from-scratch ensemble-logistic-regression-from-scratch Public

   Logistic regression ensembles built from scratch in NumPy; accuracy improves from 72.7% to 76.1% on wine quality data

   Jupyter Notebook

3. aws-spark-wine-quality-prediction aws-spark-wine-quality-prediction Public

   Parallel Spark MLlib ensemble (EMR) for wine-quality prediction, served via a Dockerized PySpark app on EC2.

   Python

4. aws-car-text-recognition-pipeline aws-car-text-recognition-pipeline Public

   AWS pipeline (EC2, S3, SQS, Rekognition) where two Java services detect cars and extract text from images in parallel.

   Java

5. nba-advanced-metrics-mapreduce nba-advanced-metrics-mapreduce Public

   Hadoop MapReduce job computing custom NBA player PER, Win Shares & EPM from 668K+ box-score records on a 4-node AWS cluster

   Java

6. sql-data-warehouse-project sql-data-warehouse-project Public

   Building a modern data warehouse with SQL Server, including ETL processes, data modeling, and analytics.

   TSQL