Udemy - Python for Data Science and Machine Learning Bootcamp

Files:

• 1. Introduction to the Course.mp4 (29.0 MB)
• 1. Introduction to the Course.vtt (5.3 KB)
• 2. Course Help and Welcome.mp4 (8.2 MB)
• 2. Course Help and Welcome.vtt (1.0 KB)
• 3. Course FAQs.html (5.3 KB)
• 3.1 Py_DS_ML_Bootcamp-master.zip.zip (52.5 MB)

• 1. Pandas Built-in Data Visualization.mp4 (31.4 MB)
• 1. Pandas Built-in Data Visualization.vtt (18.6 KB)
• 2. Pandas Data Visualization Exercise.mp4 (5.2 MB)
• 2. Pandas Data Visualization Exercise.vtt (2.0 KB)
• 3. Pandas Data Visualization Exercise- Solutions.mp4 (28.6 MB)
• 3. Pandas Data Visualization Exercise- Solutions.vtt (11.9 KB)

• 1. Introduction to Plotly and Cufflinks.mp4 (12.5 MB)
• 1. Introduction to Plotly and Cufflinks.vtt (4.9 KB)
• 2. Plotly and Cufflinks.mp4 (51.2 MB)
• 2. Plotly and Cufflinks.vtt (24.7 KB)

• 1. Introduction to Geographical Plotting.mp4 (1.9 MB)
• 1. Introduction to Geographical Plotting.vtt (1.3 KB)
• 2. Choropleth Maps - Part 1 - USA.mp4 (46.2 MB)
• 2. Choropleth Maps - Part 1 - USA.vtt (23.5 KB)
• 3. Choropleth Maps - Part 2 - World.mp4 (19.2 MB)
• 3. Choropleth Maps - Part 2 - World.vtt (8.0 KB)
• 4. Choropleth Exercises.mp4 (11.2 MB)
• 4. Choropleth Exercises.vtt (5.2 KB)
• 5. Choropleth Exercises - Solutions.mp4 (27.6 MB)
• 5. Choropleth Exercises - Solutions.vtt (12.4 KB)

• 1. Welcome to the Data Capstone Projects!.mp4 (4.0 MB)
• 1. Welcome to the Data Capstone Projects!.vtt (0.5 KB)
• 2. 911 Calls Project Overview.mp4 (8.6 MB)
• 2. 911 Calls Project Overview.vtt (3.3 KB)
• 3. 911 Calls Solutions - Part 1.mp4 (39.8 MB)
• 3. 911 Calls Solutions - Part 1.vtt (18.6 KB)
• 4. 911 Calls Solutions - Part 2.mp4 (49.8 MB)
• 4. 911 Calls Solutions - Part 2.vtt (23.6 KB)
• 5. Bank Data.html (0.4 KB)
• 5.1 Download all_banks pickle file from this link.html (0.1 KB)
• 6. Finance Data Project Overview.mp4 (12.2 MB)
• 6. Finance Data Project Overview.vtt (4.9 KB)
• 7. Finance Project - Solutions Part 1.mp4 (47.3 MB)
• 7. Finance Project - Solutions Part 1.vtt (21.7 KB)
• 8. Finance Project - Solutions Part 2.mp4 (45.7 MB)
• 8. Finance Project - Solutions Part 2.vtt (22.7 KB)
• 9. Finance Project - Solutions Part 3.mp4 (16.6 MB)
• 9. Finance Project - Solutions Part 3.vtt (8.0 KB)

• 1. Welcome to the Machine Learning Section!.mp4 (7.2 MB)
• 1. Welcome to the Machine Learning Section!.vtt (0.9 KB)
• 2. Link for ISLR.html (0.4 KB)
• 2.1 ISLR 6th Edition PDF (Machine Learning Textbook).html (0.1 KB)
• 2.2 Python DS Presentations.zip.zip (2.8 MB)
• 3. Introduction to Machine Learning.mp4 (28.9 MB)
• 3. Introduction to Machine Learning.vtt (15.4 KB)
• 3.1 Link for ISLR.html (0.1 KB)
• 4. Machine Learning with Python.mp4 (16.8 MB)
• 4. Machine Learning with Python.vtt (12.7 KB)

• 1. Linear Regression Theory.mp4 (8.6 MB)
• 1. Linear Regression Theory.vtt (6.0 KB)
• 2. model_selection Updates for SciKit Learn 0.18.html (0.8 KB)
• 3. Linear Regression with Python - Part 1.mp4 (43.3 MB)
• 3. Linear Regression with Python - Part 1.vtt (23.3 KB)
• 4. Linear Regression with Python - Part 2.mp4 (16.1 MB)
• 4. Linear Regression with Python - Part 2.vtt (9.1 KB)
• 5. Linear Regression Project Overview.mp4 (10.8 MB)
• 5. Linear Regression Project Overview.vtt (3.6 KB)
• 6. Linear Regression Project Solution.mp4 (45.4 MB)
• 6. Linear Regression Project Solution.vtt (23.4 KB)

• 1. Bias Variance Trade-Off.mp4 (11.6 MB)
• 1. Bias Variance Trade-Off.vtt (8.8 KB)

• 1. Logistic Regression Theory.mp4 (21.0 MB)
• 1. Logistic Regression Theory.vtt (15.4 KB)
• 2. Logistic Regression with Python - Part 1.mp4 (41.4 MB)
• 2. Logistic Regression with Python - Part 1.vtt (23.4 KB)
• 3. Logistic Regression with Python - Part 2.mp4 (34.2 MB)
• 3. Logistic Regression with Python - Part 2.vtt (21.3 KB)
• 4. Logistic Regression with Python - Part 3.mp4 (16.9 MB)
• 4. Logistic Regression with Python - Part 3.vtt (10.5 KB)
• 5. Logistic Regression Project Overview.mp4 (5.3 MB)
• 5. Logistic Regression Project Overview.vtt (2.4 KB)
• 6. Logistic Regression Project Solutions.mp4 (30.2 MB)
• 6. Logistic Regression Project Solutions.vtt (13.2 KB)

• 1. KNN Theory.mp4 (9.9 MB)
• 1. KNN Theory.vtt (7.2 KB)
• 2. KNN with Python.mp4 (46.0 MB)
• 2. KNN with Python.vtt (23.9 KB)
• 3. KNN Project Overview.mp4 (5.0 MB)
• 3. KNN Project Overview.vtt (2.0 KB)
• 4. KNN Project Solutions.mp4 (52.7 MB)
• 4. KNN Project Solutions.vtt (17.2 KB)

• 1. Introduction to Tree Methods.mp4 (12.1 MB)
• 1. Introduction to Tree Methods.vtt (8.9 KB)
• 2. Decision Trees and Random Forest with Python.mp4 (40.1 MB)
• 2. Decision Trees and Random Forest with Python.vtt (18.0 KB)
• 3. Decision Trees and Random Forest Project Overview.mp4 (12.0 MB)
• 3. Decision Trees and Random Forest Project Overview.vtt (4.5 KB)
• 4. Decision Trees and Random Forest Solutions Part 1.mp4 (30.9 MB)
• 4. Decision Trees and Random Forest Solutio