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Python For Data Science And Machine Learning Essential Training Part 1
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Python for Data Science and Machine Learning Essential Training is one of the most popular data science courses at LinkedIn Learning. It has now been updated and expanded to two parts-giving you even more hands-on, real-world Python experience.
In part one, instructor Lillian Pierson takes you step by step through a data science and machine learning project: a web scraper that downloads and analyzes data from the web. Along the way, she introduces techniques to clean, reformat, transform, and describe raw data; generate visualizations; remove outliers; perform simple data analysis; and generate web-based graphs using Streamlit. By the end of this course, you'll have acquired basic coding experience that you can take to your organization and quickly apply to your own custom data science and machine learning projects.
This course is integrated with GitHub Codespaces, an instant cloud developer environment that offers all the functionality of your favorite IDE without the need for any local machine setup. With GitHub Codespaces, you can get hands-on practice from any machine, at any time-all while using a tool that you'll likely encounter in the workplace. Check out the "Using GitHub Codespaces with this course" video to learn how to get started.
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Introduction/01 - Data science life hacks.mp4
2.4 MB
~Get Your Files Here !/01 - Introduction/01 - Data science life hacks.srt
1.3 KB
~Get Your Files Here !/01 - Introduction/02 - What you should know.mp4
1.3 MB
~Get Your Files Here !/01 - Introduction/02 - What you should know.srt
1.7 KB
~Get Your Files Here !/01 - Introduction/03 - How to use Codespaces with this course.mp4
7.3 MB
~Get Your Files Here !/01 - Introduction/03 - How to use Codespaces with this course.srt
4.1 KB
~Get Your Files Here !/02 - 1. Introduction to the Data Professions/01 - Introduction to the data professions.mp4
21.8 MB
~Get Your Files Here !/02 - 1. Introduction to the Data Professions/01 - Introduction to the data professions.srt
23.5 KB
~Get Your Files Here !/02 - 1. Introduction to the Data Professions/02 - Data science careers Identifying where and how you'll thrive.mp4
14.7 MB
~Get Your Files Here !/02 - 1. Introduction to the Data Professions/02 - Data science careers Identifying where and how you'll thrive.srt
7.3 KB
~Get Your Files Here !/02 - 1. Introduction to the Data Professions/03 - Why to use Python for analytics.mp4
10.2 MB
~Get Your Files Here !/02 - 1. Introduction to the Data Professions/03 - Why to use Python for analytics.srt
9.7 KB
~Get Your Files Here !/02 - 1. Introduction to the Data Professions/04 - High-level course road map.mp4
2.6 MB
~Get Your Files Here !/02 - 1. Introduction to the Data Professions/04 - High-level course road map.srt
2.7 KB
~Get Your Files Here !/03 - 2. Data Preparation Basics/01 - Intro to data preparation.mp4
5.3 MB
~Get Your Files Here !/03 - 2. Data Preparation Basics/01 - Intro to data preparation.srt
5.1 KB
~Get Your Files Here !/03 - 2. Data Preparation Basics/02 - Numpy and pandas basics.mp4
6.7 MB
~Get Your Files Here !/03 - 2. Data Preparation Basics/02 - Numpy and pandas basics.srt
5.9 KB
~Get Your Files Here !/03 - 2. Data Preparation Basics/03 - Filtering and selecting.mp4
34.9 MB
~Get Your Files Here !/03 - 2. Data Preparation Basics/03 - Filtering and selecting.srt
17.4 KB
~Get Your Files Here !/03 - 2. Data Preparation Basics/04 - Treating missing values.mp4
37.5 MB
~Get Your Files Here !/03 - 2. Data Preparation Basics/04 - Treating missing values.srt
22.5 KB
~Get Your Files Here !/03 - 2. Data Preparation Basics/05 - Removing duplicates.mp4
17.7 MB
~Get Your Files Here !/03 - 2. Data Preparation Basics/05 - Removing duplicates.srt
9.1 KB
~Get Your Files Here !/03 - 2. Data Preparation Basics/06 - Concatenating and transforming.mp4
27.9 MB
~Get Your Files Here !/03 - 2. Data Preparation Basics/06 - Concatenating and transforming.srt
15.4 KB
~Get Your Files Here !/03 - 2. Data Preparation Basics/07 - Grouping and aggregation.mp4
13.1 MB
~Get Your Files Here !/03 - 2. Data Preparation Basics/07 - Grouping and aggregation.srt
8.3 KB
~Get Your Files Here !/04 - 3. Data Visualization 101/01 - Importance of visualization in data science.mp4
5.1 MB
~Get Your Files Here !/04 - 3. Data Visualization 101/01 - Importance of visualization in data science.srt
6.2 KB
~Get Your Files Here !/04 - 3. Data Visualization 101/02 - The three types of data visualization.mp4
14.4 MB
~Get Your Files Here !/04 - 3. Data Visualization 101/02 - The three types of data visualization.srt
15.2 KB
~Get Your Files Here !/04 - 3. Data Visualization 101/03 - Selecting optimal data graphics.mp4
16.4 MB
~Get Your Files Here !/04 - 3. Data Visualization 101/03 - Selecting optimal data graphics.srt
11.7 KB
~Get Your Files Here !/04 - 3. Data Visualization 101/04 - Communicating with color and context.mp4
11.8 MB
~Get Your Files Here !/04 - 3. Data Visualization 101/04 - Communicating with color and context.srt
11.4 KB
~Get Your Files Here !/05 - 4. Practical Data Visualization/01 - Introduction to the matplotlib and Seaborn libraries.mp4
38.7 MB
~Get Your Files Here !/05 - 4. Practical Data Visualization/01 - Introduction to the matplotlib and Seaborn libraries.srt
21.3 KB
~Get Your Files Here !/05 - 4. Practical Data Visualization/02 - Creating standard data graphics.mp4
21.2 MB
~Get Your Files Here !/05 - 4. Practical Data Visualization/02 - Creating standard data graphics.srt
13.5 KB
~Get Your Files Here !/05 - 4. Practical Data Visualization/03 - Defining elements of a plot.mp4
25 MB
~Get Your Files Here !/05 - 4. Practical Data Visualization/03 - Defining elements of a plot.srt
15.8 KB
~Get Your Files Here !/05 - 4. Practical Data Visualization/04 - Plot formatting.mp4
33.2 MB
~Get Your Files Here !/05 - 4. Practical Data Visualization/04 - Plot formatting.srt
17.5 KB
~Get Your Files Here !/05 - 4. Practical Data Visualization/05 - Creating labels and annotations.mp4
41.7 MB
~Get Your Files Here !/05 - 4. Practical Data Visualization/05 - Creating labels and annotations.srt
23.8 KB
~Get Your Files Here !/05 - 4. Practical Data Visualization/06 - Visualizing time series.mp4
18.1 MB
~Get Your Files Here !/05 - 4. Practical Data Visualization/06 - Visualizing time series.srt
11.1 KB
~Get Your Files Here !/05 - 4. Practical Data Visualization/07 - Creating statistical data graphics in Seaborn.mp4
31.8 MB
~Get Your Files Here !/05 - 4. Practical Data Visualization/07 - Creating statistical data graphics in Seaborn.srt
17.3 KB
~Get Your Files Here !/06 - 5. Exploratory Data Analysis/01 - Simple arithmetic.mp4
16.7 MB
~Get Your Files Here !/06 - 5. Exploratory Data Analysis/01 - Simple arithmetic.srt
11.5 KB
~Get Your Files Here !/06 - 5. Exploratory Data Analysis/02 - Generating summary statistics.mp4
20.1 MB
~Get Your Files Here !/06 - 5. Exploratory Data Analysis/02 - Generating summary statistics.srt
14 KB
~Get Your Files Here !/06 - 5. Exploratory Data Analysis/03 - Summarizing categorical data.mp4
21.4 MB
~Get Your Files Here !/06 - 5. Exploratory Data Analysis/03 - Summarizing categorical data.srt
14.5 KB
~Get Your Files Here !/06 - 5. Exploratory Data Analysis/04 - Pearson correlation analysis.mp4
35.5 MB
~Get Your Files Here !/06 - 5. Exploratory Data Analysis/04 - Pearson correlation analysis.srt
23 KB
~Get Your Files Here !/06 - 5. Exploratory Data Analysis/05 - Spearman rank correlation and Chi-square.mp4
31.7 MB
~Get Your Files Here !/06 - 5. Exploratory Data Analysis/05 - Spearman rank correlation and Chi-square.srt
18.7 KB
~Get Your Files Here !/06 - 5. Exploratory Data Analysis/06 - Extreme value analysis for outliers.mp4
28.8 MB
~Get Your Files Here !/06 - 5. Exploratory Data Analysis/06 - Extreme value analysis for outliers.srt
19.1 KB
~Get Your Files Here !/06 - 5. Exploratory Data Analysis/07 - Multivariate analysis for outliers.mp4
17 MB
~Get Your Files Here !/06 - 5. Exploratory Data Analysis/07 - Multivariate analysis for outliers.srt
10.4 KB
~Get Your Files Here !/07 - 6. Getting Started with Machine Learning/01 - Cleaning and treating categorical variables.mp4
25.2 MB
~Get Your Files Here !/07 - 6. Getting Started with Machine Learning/01 - Cleaning and treating categorical variables.srt
14.3 KB
~Get Your Files Here !/07 - 6. Getting Started with Machine Learning/02 - Transforming data set distributions.mp4
14.4 MB
~Get Your Files Here !/07 - 6. Getting Started with Machine Learning/02 - Transforming data set distributions.srt
9.7 KB
~Get Your Files Here !/07 - 6. Getting Started with Machine Learning/03 - Applied machine learning Starter problem.mp4
18 MB
~Get Your Files Here !/07 - 6. Getting Started with Machine Learning/03 - Applied machine learning Starter problem.srt
11.8 KB
~Get Your Files Here !/08 - 7. Data Sourcing via Web Scraping/01 - Introduction of web scraping.mp4
3.7 MB
~Get Your Files Here !/08 - 7. Data Sourcing via Web Scraping/01 - Introduction of web scraping.srt
4 KB
~Get Your Files Here !/08 - 7. Data Sourcing via Web Scraping/02 - Python requests for automating data collection.mp4
18.9 MB
~Get Your Files Here !/08 - 7. Data Sourcing via Web Scraping/02 - Python requests for automating data collection.srt
12.7 KB
~Get Your Files Here !/08 - 7. Data Sourcing via Web Scraping/03 - BeautifulSoup object.mp4
46.6 MB
~Get Your Files Here !/08 - 7. Data Sourcing via Web Scraping/03 - BeautifulSoup object.srt
25.3 KB
~Get Your Files Here !/08 - 7. Data Sourcing via Web Scraping/04 - NavigableString objects.mp4
29.1 MB
~Get Your Files Here !/08 - 7. Data Sourcing via Web Scraping/04 - NavigableString objects.srt
14 KB
~Get Your Files Here !/08 - 7. Data Sourcing via Web Scraping/05 - Data parsing.mp4
37.9 MB
~Get Your Files Here !/08 - 7. Data Sourcing via Web Scraping/05 - Data parsing.srt
17.5 KB
~Get Your Files Here !/08 - 7. Data Sourcing via Web Scraping/06 - Web scraping in practice.mp4
36.2 MB
~Get Your Files Here !/08 - 7. Data Sourcing via Web Scraping/06 - Web scraping in practice.srt
18 KB
~Get Your Files Here !/08 - 7. Data Sourcing via Web Scraping/07 - Asynchronous scraping.mp4
46.7 MB
~Get Your Files Here !/08 - 7. Data Sourcing via Web Scraping/07 - Asynchronous scraping.srt
25.2 KB
~Get Your Files Here !/09 - 8. Collaborative Analytics with Streamlit/01 - Introduction to Streamlit.mp4
7.1 MB
~Get Your Files Here !/09 - 8. Collaborative Analytics with Streamlit/01 - Introduction to Streamlit.srt
8.4 KB
~Get Your Files Here !/09 - 8. Collaborative Analytics with Streamlit/02 - Environment setup.mp4
6 MB
~Get Your Files Here !/09 - 8. Collaborative Analytics with Streamlit/02 - Environment setup.srt
4.1 KB
~Get Your Files Here !/09 - 8. Collaborative Analytics with Streamlit/03 - Create basic charts.mp4
21 MB
~Get Your Files Here !/09 - 8. Collaborative Analytics with Streamlit/03 - Create basic charts.srt
10.4 KB
~Get Your Files Here !/09 - 8. Collaborative Analytics with Streamlit/04 - Line charts in Streamlit.mp4
18.3 MB
~Get Your Files Here !/09 - 8. Collaborative Analytics with Streamlit/04 - Line charts in Streamlit.srt
9.8 KB
~Get Your Files Here !/09 - 8. Collaborative Analytics with Streamlit/05 - Bar charts and pie charts in Streamlit.mp4
23.3 MB
~Get Your Files Here !/09 - 8. Collaborative Analytics with Streamlit/05 - Bar charts and pie charts in Streamlit.srt
12.6 KB
~Get Your Files Here !/09 - 8. Collaborative Analytics with Streamlit/06 - Create statistical charts.mp4
20.2 MB
~Get Your Files Here !/09 - 8. Collaborative Analytics with Streamlit/06 - Create statistical charts.srt
8.8 KB
~Get Your Files Here !/10 - Conclusion/01 - Next steps.mp4
1.7 MB
~Get Your Files Here !/10 - Conclusion/01 - Next steps.srt
