Introduction to Data Science (2023)

Files:

• Get Bonus Downloads Here.url (0.2 KB)
~Get Your Files Here ! 01 - Introduction
• 01 - Beginning your data science exploration.mp4 (1.6 MB)
• 01 - Beginning your data science exploration.srt (1.6 KB)
02 - 1. Defining Data Science
• 01 - Demystifying data science.mp4 (6.6 MB)
• 01 - Demystifying data science.srt (6.6 KB)
• 02 - The value of data science.mp4 (3.3 MB)
• 02 - The value of data science.srt (3.1 KB)
• 03 - Defining the data science life cycle.mp4 (2.1 MB)
• 03 - Defining the data science life cycle.srt (1.6 KB)
03 - 2. Starting with Data Design
• 01 - Reducing bias with probability sampling.mp4 (7.3 MB)
• 01 - Reducing bias with probability sampling.srt (6.4 KB)
• 02 - Using non-probability sampling.mp4 (5.6 MB)
• 02 - Using non-probability sampling.srt (4.5 KB)
04 - 3. Utilizing Computational Tools
• 01 - Comparing Python and R.mp4 (3.9 MB)
• 01 - Comparing Python and R.srt (3.7 KB)
• 02 - Setting up your Jupyter environment.mp4 (6.8 MB)
• 02 - Setting up your Jupyter environment.srt (5.9 KB)
05 - 4. Structuring Your Tabular Data
• 01 - Defining tabular data.mp4 (5.1 MB)
• 01 - Defining tabular data.srt (4.1 KB)
• 02 - Reading tabular data.mp4 (12.3 MB)
• 02 - Reading tabular data.srt (9.4 KB)
• 03 - Interpreting tabular data.mp4 (5.0 MB)
• 03 - Interpreting tabular data.srt (3.1 KB)
• 04 - Gathering insights.mp4 (11.8 MB)
• 04 - Gathering insights.srt (8.5 KB)
• 05 - Answering specific questions.mp4 (5.1 MB)
• 05 - Answering specific questions.srt (3.8 KB)
06 - 5. Using Exploratory Data Analysis
• 01 - Defining exploratory data analysis.mp4 (1.5 MB)
• 01 - Defining exploratory data analysis.srt (1.5 KB)
• 02 - Recognizing statistical data types.mp4 (4.9 MB)
• 02 - Recognizing statistical data types.srt (5.7 KB)
• 03 - Distinguishing properties of data.mp4 (11.3 MB)
• 03 - Distinguishing properties of data.srt (8.5 KB)
07 - 6. Cleaning Your Data
• 01 - Explaining data cleaning.mp4 (2.2 MB)
• 01 - Explaining data cleaning.srt (2.4 KB)
• 02 - Questions to guide data cleaning.mp4 (8.4 MB)
• 02 - Questions to guide data cleaning.srt (6.2 KB)
08 - 7. Using Data Visualization
• 01 - Demystifying data visualization.mp4 (2.1 MB)
• 01 - Demystifying data visualization.srt (1.7 KB)
• 02 - Visualizing your qualitative data.mp4 (9.2 MB)
• 02 - Visualizing your qualitative data.srt (7.1 KB)
• 03 - Visualizing your quantitative data.mp4 (14.0 MB)
• 03 - Visualizing your quantitative data.srt (10.2 KB)
09 - 8. Using Inference and Statistical Analysis
• 01 - Defining inference.mp4 (1.5 MB)
• 01 - Defining inference.srt (1.3 KB)
• 02 - Designing a hypothesis test.mp4 (9.6 MB)
• 02 - Designing a hypothesis test.srt (9.1 KB)
• 03 - Creating a permutation.mp4 (8.2 MB)
• 03 - Creating a permutation.srt (7.4 KB)
• 04 - Conducting a permutation test.mp4 (13.2 MB)
• 04 - Conducting a permutation test.srt (11.5 KB)
• 05 - Bootstrapping a confidence interval.mp4 (18.7 MB)
• 05 - Bootstrapping a confidence interval.srt (13.7 KB)
10 - 9. Using Prediction in Data Science
• 01 - Defining prediction for data science.mp4 (3.4 MB)
• 01 - Defining prediction for data science.srt (3.2 KB)
• 02 - Navigating classification.mp4 (4.4 MB)
• 02 - Navigating classification.srt (3.9 KB)
• 03 - Recognizing the k-NN algorithm.mp4 (6.2 MB)
• 03 - Recognizing the k-NN algorithm.srt (6.2 KB)
• 04 - Implementing k-Nearest Neighbors.mp4 (15.9 MB)
• 04 - Implementing k-Nearest Neighbors.srt (11.8 KB)
• 05 - Navigating regression.mp4 (5.7 MB)
• 05 - Navigating regression.srt (5.3 KB)
• 06 - Checking assumptions of regression.mp4 (3.5 MB)
• 06 - Checking assumptions of regression.srt (4.2 KB)
• 07 - Implementing linear regression.mp4 (12.9 MB)
• 07 - Implementing linear regression.srt (9.7 KB)
11 - Conclusion
• 01 - Next steps.mp4 (2.4 MB)
• 01 - Next steps.srt (2.0 KB)
• Bonus Resources.txt (0.4 KB)
Ex_Files_Intro_to_Data_Science Exercise Files
• 03_02.ipynb (0.7 KB)
• 04_01.ipynb (5.5 KB)
• 04_02.ipynb (19.4 KB)
• 04_03.ipynb (35.9 KB)
• 04_04.ipynb (14.8 KB)
• 04_05.ipynb (42.0 KB)
• 05_03.ipynb (14.6 KB)
• 06_02.ipynb (17.6 KB)
• 07_02.ipynb (2.5 KB)
• 07_03.ipynb (174.4 KB)
• 08_02.ipynb (26.6 KB)
• 08_03.ipynb (10.8 KB)
• 08_04.ipynb (8.5 KB)
• 08_05.ipynb (29.4 KB)
• 09_04.ipynb (149.3 KB)
• 09_07.ipynb (410.8 KB)
• Airbnb_NYC_2019.csv (6.8 MB)
• Resources.pdf (68.8 KB)
• avocado_info.csv (10.9 KB)
• ckd.csv (17.6 KB)
• marketing_sales_data.csv (26.0 KB)
• netflix_data.csv (1.7 MB)
• state_baby_names.csv (147.5 MB)
• us_baby_names.csv (42.3 MB)