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A Very Good Data Science Course in Python by Harvard

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@rohanpota wrote:

Lectures and Slides
Page on harvard.edu
Slides

Assignments
Intro to Python, Numpy, Matplotlib (Homework 0) (Solutions)
Poll Aggregation, Web Scraping, Plotting, Model Evaluation, and Forecasting (Homework 1) (Solutions)
Data Prediction, Manipulation, and Evaluation (Homework 2) (Solutions)
Predictive Modeling, Model Calibration, Sentiment Analysis (Homework 3) (Solutions)
Recommendation Engines, Using Mapreduce (Homework 4) (Solutions)
Network Visualization and Analysis (Homework 5) (Solutions)

Labs
Lab 2: Web Scraping
Lab 3: EDA, Pandas, Matplotlib
Lab 4: Scikit-Learn, Regression, PCA
Lab 5: Bias, Variance, Cross-Validation
Lab 6: Bayes, Linear Regression, and Metropolis Sampling
Lab 7: Gibbs Sampling
Lab 8: MapReduce
Lab 9: Networks
Lab 10: Support Vector Machines

Also,You would need to install The Anaconda Package.

KUDOS!!

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Participants: 3

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