Implemented the SON Algorithm using the Apache Spark Framework to find frequent itemsets. Used the A-Priori Algorithm to process each chunk of the data.
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Jun 24, 2020 - Python
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son-algorithm
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Finding restaurants tuples that appears in review data from Yelp.com
spark apriori-algorithm yelp-dataset fp-growth-algorithm son-algorithm finding-frequent-itemsets market-basket-model
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Apr 26, 2021 - Jupyter Notebook
Implementation of a-priori and SON algorithm on Spark.
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Apr 20, 2021 - Jupyter Notebook
Finding Frequent Item Sets over millions shopping baskets: realized by SON algorithm on Spark in Python on AWS.
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Jun 2, 2021 - Python
A-Priori, Multihash, SON Algorithms from Scratch
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Jun 14, 2026 - Jupyter Notebook
This assignment focuses on implementing the SON Algorithm using the Spark Framework to identify frequent itemsets within large datasets.
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Feb 25, 2024 - Python
Scalable streaming analytics pipeline implementing Apriori, PCY, and SON algorithms on Amazon product data using Apache Kafka, DASK, and MongoDB. Achieves 75% faster preprocessing with real-time frequent itemset discovery and association rule mining.
python machine-learning data-mining kafka big-data mongodb nosql data-engineering dask association-rules batch-processing streaming-data real-time-processing apriori-algorithm frequent-itemsets pcy-algorithm son-algorithm
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May 6, 2026 - Jupyter Notebook
Implementation of Data Mining Algorithm on Spark with Python3
clustering community-detection lsh collaborative-filtering sampling filtering data-exploration recommendation-systems son-algorithm
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May 14, 2020 - Python
Simple Projects in Data Mining
data-mining spark bloom-filter collaborative-filtering recommendation-system data-exploration recommender-systems jaccard lpa girvan-newman lsh-algorithm flajolet-martin son-algorithm
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May 21, 2020 - Python
Data Mining to find the Frequent Itemsets using SON algorithm
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Jan 15, 2024 - Python
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