В работе

Prepare Powerpoint/Jupyter notebook materials for course on Data Mining in Python

Due to lack of time, I'm looking for another data scientist with background on teaching/tutoring that can prepare materials for a 20-25h course on Data Mining in Python.

The course outline is the following:

1 - Introduction (The Python Stack for Data Science; Jupyter Notebooks)

2 - Simple Data Manipulation (Pandas Structures; Loading and Persisting Data; Inspecting Data; Slicing Dataframes; Relevant methods and str accessor; Narrow transformation with apply/map)

3 - Collecting Data (Usual data formats: csv, excel, json; Big data format: parquet; Web data: HTML or API)

4 - Data Summarization (GroupBy; Split-apply-combine pattern; Combining multiple DataFrames; pivot Tables)

5 - Data Quality and Preprocessing (Missing Values; Redundant Data; Inconsistent Data; Noisy Data; Outliers)

6 - Statistics (Frequencies; Descriptive Statistics; Correlations; Distributions; Central Limit Theorem; Dimensionality Reduction)

7 - Visualization (Univariate Plots; Bivariate Plots; Multivariate Plots)

Requirements:

Each of the 7 topics should have both: one powerpoint file with a theoretical introduction of each topic; and a jupyter notebook file (with python 3 code) with examples and well prepared markdown text.

Do not forget that the topics should be presented in a total of 20-25 hours. So, please include enough materials for that amount of time.

If the freelancer does a good job, we can work again for more courses that I need to prepare in the near future, on related subjects.

Квалификация: Интеллектуальный анализ данных, Обработка данных, Powerpoint, Python, Статистика

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О работодателе:
( 0 отзыв(-а, -ов) ) Aveiro, Portugal

ID проекта: #19614204

Поручен:

julio2Cesar32

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schoudhary1553

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edecena75

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parul6789

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williams115

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topacademics

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JoBergs

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erithonia

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eng400

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WaqasArshadChima

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kostya1207

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vinmanoj

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Prati18

I am having 4yrs of experience as assistant professor in engg college. So I think the given task is more relatable to me as I has been working on same stuff for years.

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fazaamouty

Good morning, I am a Python programmer, I am an engineer, I am sure that I can help you, Best regards.

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