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Augusto Oliveira's Projects

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A repository for the source code, notebooks, data, files, and other assets used in the data science and machine learning articles on LearnDataSci

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Continually updated data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.

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Use of time series modelling tools including ARIMA, LSTM, and Monte Carlo simulation to model electricity consumption, rainfall and temperature data.

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A repository for compiling materials from tutorials given at the eScience Institute.

fastapi_mongodb icon fastapi_mongodb

This article will teach you how to create a CRUD RESTful API with Python, FastAPI, PyMongo, MongoDB, and Docker-compose to perform the basic Create/Read/Update/Delete operations against a database.

geomla icon geomla

Machine Learning algorithms for spatial and spatiotemporal data

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A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow.

islr-python icon islr-python

An Introduction to Statistical Learning (James, Witten, Hastie, Tibshirani, 2013): Python code

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Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media

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PySAL: Python Spatial Analysis Library

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