Muhammad Imran's repositories

bike_predict

A demo of an end-to-end machine learning pipeline, using RStudio Connect

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scikit-learn-tips

:robot::zap: Daily scikit-learn tips

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handson-ml2

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

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covid-19-data

An ongoing repository of data on coronavirus cases and deaths in the U.S.

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practicals-2019

Practical notebooks for Khipu 2019, held in Universidad de la República in Montevideo.

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Causal-Inference-for-Data-Scientists

Notebooks of Python and R code which illustrates basic causal inference using simulated data

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interpretable-ml-book

Book about interpretable machine learning

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odsc-target-leakage-workshop

Workshop on Target Leakage in Machine Learning I taught at ODSC Europe 2018 (London) and ODSC East 2019 (Boston)

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ctrdata

Aggregate and analyse information on clinical trials from public registers

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stanford-cs-229-machine-learning

VIP cheatsheets for Stanford's CS 229 Machine Learning

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EntityEmbedding-Working_Example

This repository contains a notebook demonstrating the practical implementation of the so-called Entity Embedding for Encoding Categorical Features for Training a Neural Network.

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awesome-deep-learning

A curated list of awesome Deep Learning tutorials, projects and communities.

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ABtests

AB test framework for python

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Python-Deep-Learning-Projects

Python Deep Learning Projects, published by Packt

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awesome-project-ideas

Curated list of Machine Learning, NLP, Vision, Recommender Systems Project Ideas

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deep-learning-with-r-notebooks

R notebooks for the code samples of the book "Deep Learning with R"

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mxnet-the-straight-dope

An interactive book on deep learning. Much easy, so MXNet. Wow.

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Pyod

A Python Toolkit for Outlier Detection (Anomaly Detection)

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keras-anomaly-detection

Anomaly detection implemented in Keras

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Data-Analysis

Data Analysis Using Python

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WindfallData

Data Science projects for Windfall Data

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IEM

Inference Enterprise Modeling

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FreeML

Data Science Resources (Mostly Free)

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machine-learning-helpers

A small repository for keeping repeating code chunks that are mostly required for the typical errands in machine learning projects.

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awesome-machine-learning

A curated list of awesome Machine Learning frameworks, libraries and software.

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l1tf

L1 trend filtering

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pydata-book

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

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ISLR-python

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

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