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Avinash Sooriyarachchi's Projects

postgresml icon postgresml

PostgresML is an end-to-end machine learning system. It enables you to train models and make online predictions using only SQL, without your data ever leaving your favorite database.

python_intro icon python_intro

Python code samples and drills for beginner/ intermediate developers

sas-viya-dmml-pipelines icon sas-viya-dmml-pipelines

Code examples and supporting materials for data mining and machine learning techniques on the SAS Viya environment.

scikit-optimize icon scikit-optimize

Sequential model-based optimization with a `scipy.optimize` interface

sentiment_analysis icon sentiment_analysis

Basic sentiment analysis using rule based (Vader) and machine learning based (Naive Bayes, LSTM) methods

skompiler icon skompiler

A tool for compiling trained SKLearn models into other representations (such as SQL, Sympy or Excel formulas)

sqleyes icon sqleyes

A CLI in Python that analyzes raw SQL queries for common anti-patterns

sqlvis icon sqlvis

Python package to visualise SQL queries as graphs

stat571 icon stat571

My project work for the R-based modern data mining course at Wharton

table-pretraining icon table-pretraining

ICLR 2022 Paper, SOTA Table Pre-training Model, TAPEX: Table Pre-training via Learning a Neural SQL Executor

text2sql-data icon text2sql-data

A collection of datasets that pair questions with SQL queries.

tpot icon tpot

A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.

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