Inference Archives - LEARNING FOR LIFE

Udemy – Probability The Engine of Inference

03/12/2024 Learning for Life Leave a Comment

Udemy – Probability The Engine of Inference
English | Tutorial | Size: 2.19 GB

Mastering Uncertainty and Decision-Making through Probability and Statistics [Read more…]

Causal Inference for Data Science | Manning Publications

16/05/2024 Learning for Life Leave a Comment

Causal Inference for Data Science | Manning Publications
English | eBook | Size: 8.52 MB

When you know the cause of an event, you can affect its outcome. This accessible introduction to causal inference shows you how to determine causality and estimate effects using statistics and machine learning. [Read more…]

Linkedin Learning – Causal Inference With Survey Data

13/05/2024 Learning for Life Leave a Comment

Linkedin Learning – Causal Inference With Survey Data
English | Tutorial | Size: 295.50 MB

Is y really equal to 0.5x? Is education really good for you? Is taxation policy really changing spending behavior? To answer such questions, you often need to infer causality from survey data. To do that, you need to understand the empirical tools available to data analysts. [Read more…]

Linkedin Learning – Machine Learning and AI Foundations: Causal Inference and Modeling

06/08/2022 Learning for Life Leave a Comment

Linkedin Learning – Machine Learning and AI Foundations Causal Inference and Modeling-XQZT
English | Tutorial | Size: 469.51 MB

Learn about the modeling techniques and experimental designs that allow you to establish causal inference, and how to use them [Read more…]

ODSC West 2020 Probabilistic Programming and Bayesian Inference with Python

14/12/2020 Learning for Life Leave a Comment

ODSC West 2020 Probabilistic Programming and Bayesian Inference with Python
English | Size: 1.51 GB
Category: Tutorial

If you can write a model in sklearn, you can make the leap to Bayesian inference with PyMC3, a user-friendly intro to probabilistic programming (PP) in Python. PP just means building models where the building blocks are probability distributions! And we can use PP to do Bayesian inference easily. Bayesian inference allows us to solve problems that aren’t otherwise tractable with classical methods. [Read more…]

Coursera – Data Analysis and Statistical Inference

28/03/2016 Learning for Life Leave a Comment

Coursera – Data Analysis and Statistical Inference

English | Size: 1.28 GB (1,376,028,414 Bytes)
Category: CBTs

Recognize the importance of data collection, identify limitations in data collection methods, and determine how they affect the scope of inference.

Use statistical software (R) to summarize data numerically and visually, and to perform data analysis.
Have a conceptual understanding of the unified nature of statistical inference.
Apply estimation and testing methods (confidence intervals and hypothesis tests) to analyze single variables and the relationship between two variables in order to understand natural phenomena and make data-based decisions. [Read more…]