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TORRENT DETAILS
Introduction To Data Science (2023)
TORRENT SUMMARY
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Level: Beginner | Genre: eLearning | Language: English
The world of data science is reshaping every business, regardless of industry, location, or role. And there’s never been a better time to get up to speed and learn the basics of this booming field. In this course, designed specifically for beginners, explore the world of data science, its opportunities and innovations, and the fundamental skills required for success.
Join Python trainer and data science expert Lavanya Vijayan as she shares what data science is and how it differs from other common data-related careers. Discover some of the most important tools used in the trade to develop your understanding of data libraries and data manipulation. Along the way, get an introduction to exploratory data analysis, data cleaning, data visualization, sampling, testing, estimating, and more. By the end of this course, you’ll know how to use inference and statistical analysis to make more reliable predictions for your business.
This course was created by Madecraft. We are pleased to host this training in our library.
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Introduction/01 - Beginning your data science exploration.mp4
1.6 MB
~Get Your Files Here !/01 - Introduction/01 - Beginning your data science exploration.srt
1.6 KB
~Get Your Files Here !/02 - 1. Defining Data Science/01 - Demystifying data science.mp4
6.6 MB
~Get Your Files Here !/02 - 1. Defining Data Science/01 - Demystifying data science.srt
6.6 KB
~Get Your Files Here !/02 - 1. Defining Data Science/02 - The value of data science.mp4
3.3 MB
~Get Your Files Here !/02 - 1. Defining Data Science/02 - The value of data science.srt
3.1 KB
~Get Your Files Here !/02 - 1. Defining Data Science/03 - Defining the data science life cycle.mp4
2.1 MB
~Get Your Files Here !/02 - 1. Defining Data Science/03 - Defining the data science life cycle.srt
1.6 KB
~Get Your Files Here !/03 - 2. Starting with Data Design/01 - Reducing bias with probability sampling.mp4
7.3 MB
~Get Your Files Here !/03 - 2. Starting with Data Design/01 - Reducing bias with probability sampling.srt
6.4 KB
~Get Your Files Here !/03 - 2. Starting with Data Design/02 - Using non-probability sampling.mp4
5.6 MB
~Get Your Files Here !/03 - 2. Starting with Data Design/02 - Using non-probability sampling.srt
4.5 KB
~Get Your Files Here !/04 - 3. Utilizing Computational Tools/01 - Comparing Python and R.mp4
3.9 MB
~Get Your Files Here !/04 - 3. Utilizing Computational Tools/01 - Comparing Python and R.srt
3.7 KB
~Get Your Files Here !/04 - 3. Utilizing Computational Tools/02 - Setting up your Jupyter environment.mp4
6.8 MB
~Get Your Files Here !/04 - 3. Utilizing Computational Tools/02 - Setting up your Jupyter environment.srt
5.9 KB
~Get Your Files Here !/05 - 4. Structuring Your Tabular Data/01 - Defining tabular data.mp4
5.1 MB
~Get Your Files Here !/05 - 4. Structuring Your Tabular Data/01 - Defining tabular data.srt
4.1 KB
~Get Your Files Here !/05 - 4. Structuring Your Tabular Data/02 - Reading tabular data.mp4
12.3 MB
~Get Your Files Here !/05 - 4. Structuring Your Tabular Data/02 - Reading tabular data.srt
9.4 KB
~Get Your Files Here !/05 - 4. Structuring Your Tabular Data/03 - Interpreting tabular data.mp4
5 MB
~Get Your Files Here !/05 - 4. Structuring Your Tabular Data/03 - Interpreting tabular data.srt
3.1 KB
~Get Your Files Here !/05 - 4. Structuring Your Tabular Data/04 - Gathering insights.mp4
11.8 MB
~Get Your Files Here !/05 - 4. Structuring Your Tabular Data/04 - Gathering insights.srt
8.5 KB
~Get Your Files Here !/05 - 4. Structuring Your Tabular Data/05 - Answering specific questions.mp4
5.1 MB
~Get Your Files Here !/05 - 4. Structuring Your Tabular Data/05 - Answering specific questions.srt
3.8 KB
~Get Your Files Here !/06 - 5. Using Exploratory Data Analysis/01 - Defining exploratory data analysis.mp4
1.5 MB
~Get Your Files Here !/06 - 5. Using Exploratory Data Analysis/01 - Defining exploratory data analysis.srt
1.5 KB
~Get Your Files Here !/06 - 5. Using Exploratory Data Analysis/02 - Recognizing statistical data types.mp4
4.9 MB
~Get Your Files Here !/06 - 5. Using Exploratory Data Analysis/02 - Recognizing statistical data types.srt
5.7 KB
~Get Your Files Here !/06 - 5. Using Exploratory Data Analysis/03 - Distinguishing properties of data.mp4
11.3 MB
~Get Your Files Here !/06 - 5. Using Exploratory Data Analysis/03 - Distinguishing properties of data.srt
8.5 KB
~Get Your Files Here !/07 - 6. Cleaning Your Data/01 - Explaining data cleaning.mp4
2.2 MB
~Get Your Files Here !/07 - 6. Cleaning Your Data/01 - Explaining data cleaning.srt
2.4 KB
~Get Your Files Here !/07 - 6. Cleaning Your Data/02 - Questions to guide data cleaning.mp4
8.4 MB
~Get Your Files Here !/07 - 6. Cleaning Your Data/02 - Questions to guide data cleaning.srt
6.2 KB
~Get Your Files Here !/08 - 7. Using Data Visualization/01 - Demystifying data visualization.mp4
2.1 MB
~Get Your Files Here !/08 - 7. Using Data Visualization/01 - Demystifying data visualization.srt
1.7 KB
~Get Your Files Here !/08 - 7. Using Data Visualization/02 - Visualizing your qualitative data.mp4
9.2 MB
~Get Your Files Here !/08 - 7. Using Data Visualization/02 - Visualizing your qualitative data.srt
7.1 KB
~Get Your Files Here !/08 - 7. Using Data Visualization/03 - Visualizing your quantitative data.mp4
14 MB
~Get Your Files Here !/08 - 7. Using Data Visualization/03 - Visualizing your quantitative data.srt
10.2 KB
~Get Your Files Here !/09 - 8. Using Inference and Statistical Analysis/01 - Defining inference.mp4
1.5 MB
~Get Your Files Here !/09 - 8. Using Inference and Statistical Analysis/01 - Defining inference.srt
1.3 KB
~Get Your Files Here !/09 - 8. Using Inference and Statistical Analysis/02 - Designing a hypothesis test.mp4
9.6 MB
~Get Your Files Here !/09 - 8. Using Inference and Statistical Analysis/02 - Designing a hypothesis test.srt
9.1 KB
~Get Your Files Here !/09 - 8. Using Inference and Statistical Analysis/03 - Creating a permutation.mp4
8.2 MB
~Get Your Files Here !/09 - 8. Using Inference and Statistical Analysis/03 - Creating a permutation.srt
7.4 KB
~Get Your Files Here !/09 - 8. Using Inference and Statistical Analysis/04 - Conducting a permutation test.mp4
13.2 MB
~Get Your Files Here !/09 - 8. Using Inference and Statistical Analysis/04 - Conducting a permutation test.srt
11.5 KB
~Get Your Files Here !/09 - 8. Using Inference and Statistical Analysis/05 - Bootstrapping a confidence interval.mp4
18.7 MB
~Get Your Files Here !/09 - 8. Using Inference and Statistical Analysis/05 - Bootstrapping a confidence interval.srt
13.7 KB
~Get Your Files Here !/10 - 9. Using Prediction in Data Science/01 - Defining prediction for data science.mp4
3.4 MB
~Get Your Files Here !/10 - 9. Using Prediction in Data Science/01 - Defining prediction for data science.srt
3.2 KB
~Get Your Files Here !/10 - 9. Using Prediction in Data Science/02 - Navigating classification.mp4
4.4 MB
~Get Your Files Here !/10 - 9. Using Prediction in Data Science/02 - Navigating classification.srt
3.9 KB
~Get Your Files Here !/10 - 9. Using Prediction in Data Science/03 - Recognizing the k-NN algorithm.mp4
6.2 MB
~Get Your Files Here !/10 - 9. Using Prediction in Data Science/03 - Recognizing the k-NN algorithm.srt
6.2 KB
~Get Your Files Here !/10 - 9. Using Prediction in Data Science/04 - Implementing k-Nearest Neighbors.mp4
15.9 MB
~Get Your Files Here !/10 - 9. Using Prediction in Data Science/04 - Implementing k-Nearest Neighbors.srt
11.8 KB
~Get Your Files Here !/10 - 9. Using Prediction in Data Science/05 - Navigating regression.mp4
5.7 MB
~Get Your Files Here !/10 - 9. Using Prediction in Data Science/05 - Navigating regression.srt
5.3 KB
~Get Your Files Here !/10 - 9. Using Prediction in Data Science/06 - Checking assumptions of regression.mp4
3.5 MB
~Get Your Files Here !/10 - 9. Using Prediction in Data Science/06 - Checking assumptions of regression.srt
4.2 KB
~Get Your Files Here !/10 - 9. Using Prediction in Data Science/07 - Implementing linear regression.mp4
12.9 MB
~Get Your Files Here !/10 - 9. Using Prediction in Data Science/07 - Implementing linear regression.srt
9.7 KB
~Get Your Files Here !/11 - Conclusion/01 - Next steps.mp4
2.4 MB
~Get Your Files Here !/11 - Conclusion/01 - Next steps.srt
2 KB
~Get Your Files Here !/Bonus Resources.txt
386 B
~Get Your Files Here !/Ex_Files_Intro_to_Data_Science/Exercise Files/03_02.ipynb
747 B
~Get Your Files Here !/Ex_Files_Intro_to_Data_Science/Exercise Files/04_01.ipynb
5.5 KB
~Get Your Files Here !/Ex_Files_Intro_to_Data_Science/Exercise Files/04_02.ipynb
19.4 KB
~Get Your Files Here !/Ex_Files_Intro_to_Data_Science/Exercise Files/04_03.ipynb
35.9 KB
~Get Your Files Here !/Ex_Files_Intro_to_Data_Science/Exercise Files/04_04.ipynb
14.8 KB
~Get Your Files Here !/Ex_Files_Intro_to_Data_Science/Exercise Files/04_05.ipynb
42 KB
~Get Your Files Here !/Ex_Files_Intro_to_Data_Science/Exercise Files/05_03.ipynb
14.6 KB
~Get Your Files Here !/Ex_Files_Intro_to_Data_Science/Exercise Files/06_02.ipynb
17.6 KB
~Get Your Files Here !/Ex_Files_Intro_to_Data_Science/Exercise Files/07_02.ipynb
2.5 KB
~Get Your Files Here !/Ex_Files_Intro_to_Data_Science/Exercise Files/07_03.ipynb
174.4 KB
~Get Your Files Here !/Ex_Files_Intro_to_Data_Science/Exercise Files/08_02.ipynb
26.6 KB
~Get Your Files Here !/Ex_Files_Intro_to_Data_Science/Exercise Files/08_03.ipynb
10.8 KB
~Get Your Files Here !/Ex_Files_Intro_to_Data_Science/Exercise Files/08_04.ipynb
8.5 KB
~Get Your Files Here !/Ex_Files_Intro_to_Data_Science/Exercise Files/08_05.ipynb
29.4 KB
~Get Your Files Here !/Ex_Files_Intro_to_Data_Science/Exercise Files/09_04.ipynb
149.3 KB
~Get Your Files Here !/Ex_Files_Intro_to_Data_Science/Exercise Files/09_07.ipynb
410.8 KB
~Get Your Files Here !/Ex_Files_Intro_to_Data_Science/Exercise Files/Airbnb_NYC_2019.csv
6.8 MB
~Get Your Files Here !/Ex_Files_Intro_to_Data_Science/Exercise Files/avocado_info.csv
10.9 KB
~Get Your Files Here !/Ex_Files_Intro_to_Data_Science/Exercise Files/ckd.csv
17.6 KB
~Get Your Files Here !/Ex_Files_Intro_to_Data_Science/Exercise Files/marketing_sales_data.csv
26 KB
~Get Your Files Here !/Ex_Files_Intro_to_Data_Science/Exercise Files/netflix_data.csv
1.7 MB
~Get Your Files Here !/Ex_Files_Intro_to_Data_Science/Exercise Files/Resources.pdf
68.8 KB
~Get Your Files Here !/Ex_Files_Intro_to_Data_Science/Exercise Files/state_baby_names.csv
147.5 MB
~Get Your Files Here !/Ex_Files_Intro_to_Data_Science/Exercise Files/us_baby_names.csv
