Pandas Profiling: One-Line Magical Code for EDA

EDA can be automated using a Python library called Pandas Profiling. Let’s explore Pandas profiling to do EDA in a very short time and with just a single line code. Originally from KDnuggets https://ift.tt/3bz63pZ source https://365datascience.weebly.com/the-best-data-science-blog-2020/pandas-profiling-one-line-magical-code-for-eda

KDnuggets News 21:n08 Feb 24: Powerful Exploratory Data Analysis in just two lines of code; Cartoon: Data Scientist vs Data Engineer

Powerful Exploratory Data Analysis in just two lines of code; Cartoon: Data Scientist vs Data Engineer; Evaluating Deep Learning Models: The Confusion Matrix, Accuracy, Precision, and Recall; Feature Store as a Foundation for Machine Learning; Approaching (Almost) Any Machine Learning Problem Originally from KDnuggets https://ift.tt/2Mkby3j source https://365datascience.weebly.com/the-best-data-science-blog-2020/kdnuggets-news-21n08-feb-24-powerful-exploratory-data-analysis-in-just-two-lines-of-code-cartoon-data-scientist-vs-data-engineer

Convolutional Neural Networks with Keras

In the previous post, we scratched at the basics of Deep Learning where we discussed Deep Neural Networks with Keras. As a code along with the example, we looked at the MNIST Handwritten Digits Dataset: You can check out the “The Deep Learning Masterclass: Classify Images with Keras” tutorial to understand it more practically. The courseContinue reading “Convolutional Neural Networks with Keras”

Generating Music Using LSTM Neural Network

Photo by Possessed Photography on Unsplash Have you ever wondered what goes into a creative mind? Creativity, especially artistic creativity, has long been considered innately human. But to what extent can deep learning be used to produce creative work, and how does it differ from human creativity? As my first attempt in such exploration, I’d likeContinue reading “Generating Music Using LSTM Neural Network”

Statistical Concepts behind A/B Testing

Correctly applying the hypothesis testing process is extremely essential for drawing out valid A/B testing conclusions. In this post, I have explained the statistical concepts behind conducting a successful A/B test. 1.Laying Down the Hypothesis. A hypothesis is a simple, testable statement that helps compare the two variants. The assumption of a statistical test is calledContinue reading “Statistical Concepts behind A/B Testing”

10 Statistical Concepts You Should Know For Data Science Interviews

Data Science is founded on time-honored concepts from statistics and probability theory. Having a strong understanding of the ten ideas and techniques highlighted here is key to your career in the field, and also a favorite topic for concept checks during interviews. Originally from KDnuggets https://ift.tt/2ZFO63J source https://365datascience.weebly.com/the-best-data-science-blog-2020/10-statistical-concepts-you-should-know-for-data-science-interviews

Data Observability Part II: How to Build Your Own Data Quality Monitors Using SQL

Using schema and lineage to understand the root cause of your data anomalies. Originally from KDnuggets https://ift.tt/3dBjrg4 source https://365datascience.weebly.com/the-best-data-science-blog-2020/data-observability-part-ii-how-to-build-your-own-data-quality-monitors-using-sql

Top Stories Feb 15-21: We Dont Need Data Scientists We Need Data Engineers

Also: Telling a Great Data Story: A Visualization Decision Tree; Cartoon: Data Scientist vs Data Engineer; Data Science vs Business Intelligence, Explained; Approaching (Almost) Any Machine Learning Problem Originally from KDnuggets https://ift.tt/3pRzBod source https://365datascience.weebly.com/the-best-data-science-blog-2020/top-stories-feb-15-21-we-dont-need-data-scientists-we-need-data-engineers

An overview of synthetic data types and generation methods

Synthetic data can be used to test new products and services, validate models, or test performances because it mimics the statistical property of production data. Today you’ll find different types of structured and unstructured synthetic data. Originally from KDnuggets https://ift.tt/3sfxz2C source https://365datascience.weebly.com/the-best-data-science-blog-2020/an-overview-of-synthetic-data-types-and-generation-methods

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