Python Resources - Basic Python, ML, DataScience, BigData
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Forwarded from Python Questions
What Python built-in function returns the unique number assigned to an object:
Anonymous Quiz
13%
refnum()
24%
identity()
50%
id()
13%
ref()
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Data Science Essentials - By Microsoft
Explore data visualization and exploration concepts with experts from MIT and Microsoft, and get an introduction to machine learning.

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CS109 Data Science - Harvard 🔥 Free Training 🔥

Prerequisites: Python (Only Python is used throughout the course), fundamental knowledge of how the data science libraries work.

About the course:
This data science course offered by Harvard isn’t on a platform like edX or Coursera and doesn’t provide any certification. This might be one of the best courses for beginners to get started with data science and is completely free.
The course contains a list of videos, lecture slides, lab videos & notebook and is a 13-week intensive program that wrapping up course content: (Listed in order of the course chronology)

* Web Scraping, Regular Expressions, Data Reshaping, Data Cleanup, Pandas.
* Exploratory Data Analysis
* Pandas, SQL and the Grammar of Data
* Statistical Models
* Storytelling and Effective Communication
* Bias and Regression (With more regression)
* Classification, k-Nearest Neighbors, Cross-Validation, Dimensionality Reduction, PCA, MDS
* SVM, Evaluation
* Decision Trees and Random Forests
* Ensemble Methods and Best Practices
* Best Practices and Recommendations
* MapReduce, Spark
* Bayes Theorem, Bayesian Methods and Text Data
* Clustering
* Effective Presentations
* Experimental Design
* Deep Networks
* Guest Lecture: Building Data Science
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