Posts in tag

PyCon


PyCon 2019 | Don’t be a robot, build the bot Speaker: Mariatta   Managing a large open source project like CPython is no easy task. Learn how the Python core team automated their GitHub workflow with bots, making it easier for maintainers and contributors to collaborate together. Even if you’re not managing a large project, …

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PyCon 2019 | Scikit-learn, wrapping your head around machine learning Speaker: Chalmer Lowe   A gentle introduction to machine learning through scikit-learn. This tutorial will enable attendees to understand the capabilities and limitations of machine learning through hands-on code examples and fun and interesting datasets. Learn when to turn to machine learning and which tools …

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PyCon 2019 | Pandas Is For Everyone Speaker: Daniel Chen   Data Science and Machine learning have been synonymous with languages like Python. Libraries like Numpy and Pandas have become the de facto standard when working with data. The DataFrame object provided by Pandas gives us the ability to work with heterogeneous unstructured data that …

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PyCon 2019 | Measuring Model Fairness Speaker: J. Henry Hinnefeld   When machine learning models make decisions that affect people’s lives, how can you be sure those decisions are fair? When you build a machine learning product, how can you be sure your product isn’t biased? What does it even mean for an algorithm to …

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PyCon 2019 | Beyond Two Groups: Generalized Bayesian A/B[/C/D/E…] Testing Speaker: Eric Ma   Bayesian A/B testing has gained much popularity over the years. It seems, however, that the examples stop at two groups. This begs the questions: should we not be able to do more than simple two-group, case/control comparisons? Is there a special …

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PyCon 2019 | Introduction to Data Science with Python Speaker: Grishma Jena   Wish to perform Data Science but don’t know how to? Have a dataset that you really want to analyze but not sure how to start? This hands-on session teaches how to explore datasets, use Machine Learning algorithms and derive insights from models …

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PyCon 2019 | Lambda Calculus from the Ground Up Speaker: David Beazley   These days, programming style guides are all the rage. However, what if your style guide was so restrictive that it only gave you single-argument functions and nothing else? No modules, no classes, no control flow, no data structures, and not even any …

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PyCon 2019 | Bayesian Data Science by Simulation Speaker: Eric Ma, Hugo Bowne-Anderson   This tutorial is an Introduction to Bayesian data science through the lens of simulation or hacker statistics. We will become familiar with many common probability distributions through i) matching them to real-world stories & ii) simulating them. We will work with …

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PyCon 2019 | Hello World of Machine Learning Using Scikit Learn Speaker: Deepak K Gupta   _**Welcome to the Machine Learning tutorial for absolute beginners.**_ This tutorial will not make you an expert in Machine Learning but will cover enough things to acquaint, enable and empower you to understand, explore and exploits the concept and …

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PyCon 2019 | Applied Deep Learning For NLP Using PyTorch Speaker: Elvis Saravia   Natural language processing (NLP) has experienced a rapid growth over the last few years and has become an important skill to build applications that range from social features to clinical and health solutions. In this tutorial, we will introduce PyTorch as …

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