| 1. Course Introduction | |||
| 1. Introduction to the Course.mp4 | 29.05 MB | ||
| 1. Introduction to the Course.vtt | 5.35 KB | ||
| 2. Course Help and Welcome.mp4 | 8.26 MB | ||
| 2. Course Help and Welcome.vtt | 1.05 KB | ||
| 3. Course FAQs.html | 5.34 KB | ||
| 3.1 Py_DS_ML_Bootcamp-master.zip.zip | 52.49 MB | ||
| 10. Python for Data Visualization - Pandas Built-in Data Visualization | |||
| 1. Pandas Built-in Data Visualization.mp4 | 31.35 MB | ||
| 1. Pandas Built-in Data Visualization.vtt | 18.59 KB | ||
| 2. Pandas Data Visualization Exercise.mp4 | 5.17 MB | ||
| 2. Pandas Data Visualization Exercise.vtt | 2.04 KB | ||
| 3. Pandas Data Visualization Exercise- Solutions.mp4 | 28.6 MB | ||
| 3. Pandas Data Visualization Exercise- Solutions.vtt | 11.91 KB | ||
| 11. Python for Data Visualization - Plotly and Cufflinks | |||
| 1. Introduction to Plotly and Cufflinks.mp4 | 12.52 MB | ||
| 1. Introduction to Plotly and Cufflinks.vtt | 4.93 KB | ||
| 2. Plotly and Cufflinks.mp4 | 51.15 MB | ||
| 2. Plotly and Cufflinks.vtt | 24.69 KB | ||
| 12. Python for Data Visualization - Geographical Plotting | |||
| 1. Introduction to Geographical Plotting.mp4 | 1.94 MB | ||
| 1. Introduction to Geographical Plotting.vtt | 1.25 KB | ||
| 2. Choropleth Maps - Part 1 - USA.mp4 | 46.15 MB | ||
| 2. Choropleth Maps - Part 1 - USA.vtt | 23.47 KB | ||
| 3. Choropleth Maps - Part 2 - World.mp4 | 19.19 MB | ||
| 3. Choropleth Maps - Part 2 - World.vtt | 7.98 KB | ||
| 4. Choropleth Exercises.mp4 | 11.15 MB | ||
| 4. Choropleth Exercises.vtt | 5.17 KB | ||
| 5. Choropleth Exercises - Solutions.mp4 | 27.63 MB | ||
| 5. Choropleth Exercises - Solutions.vtt | 12.38 KB | ||
| 13. Data Capstone Project | |||
| 1. Welcome to the Data Capstone Projects!.mp4 | 3.98 MB | ||
| 1. Welcome to the Data Capstone Projects!.vtt | 562 B | ||
| 2. 911 Calls Project Overview.mp4 | 8.57 MB | ||
| 2. 911 Calls Project Overview.vtt | 3.3 KB | ||
| 3. 911 Calls Solutions - Part 1.mp4 | 39.79 MB | ||
| 3. 911 Calls Solutions - Part 1.vtt | 18.58 KB | ||
| 4. 911 Calls Solutions - Part 2.mp4 | 49.8 MB | ||
| 4. 911 Calls Solutions - Part 2.vtt | 23.64 KB | ||
| 5. Bank Data.html | 363 B | ||
| 5.1 Download all_banks pickle file from this link.html | 117 B | ||
| 6. Finance Data Project Overview.mp4 | 12.22 MB | ||
| 6. Finance Data Project Overview.vtt | 4.88 KB | ||
| 7. Finance Project - Solutions Part 1.mp4 | 47.26 MB | ||
| 7. Finance Project - Solutions Part 1.vtt | 21.74 KB | ||
| 8. Finance Project - Solutions Part 2.mp4 | 45.72 MB | ||
| 8. Finance Project - Solutions Part 2.vtt | 22.66 KB | ||
| 9. Finance Project - Solutions Part 3.mp4 | 16.57 MB | ||
| 9. Finance Project - Solutions Part 3.vtt | 7.96 KB | ||
| 14. Introduction to Machine Learning | |||
| 1. Welcome to the Machine Learning Section!.mp4 | 7.21 MB | ||
| 1. Welcome to the Machine Learning Section!.vtt | 909 B | ||
| 2. Link for ISLR.html | 406 B | ||
| 2.1 Python DS Presentations.zip.zip | 2.8 MB | ||
| 2.2 ISLR 6th Edition PDF (Machine Learning Textbook).html | 123 B | ||
| 3. Introduction to Machine Learning.mp4 | 28.93 MB | ||
| 3. Introduction to Machine Learning.vtt | 15.42 KB | ||
| 3.1 Link for ISLR.html | 123 B | ||
| 4. Machine Learning with Python.mp4 | 16.8 MB | ||
| 4. Machine Learning with Python.vtt | 12.74 KB | ||
| 15. Linear Regression | |||
| 1. Linear Regression Theory.mp4 | 8.57 MB | ||
| 1. Linear Regression Theory.vtt | 5.99 KB | ||
| 2. model_selection Updates for SciKit Learn 0.18.html | 845 B | ||
| 3. Linear Regression with Python - Part 1.mp4 | 43.31 MB | ||
| 3. Linear Regression with Python - Part 1.vtt | 23.32 KB | ||
| 4. Linear Regression with Python - Part 2.mp4 | 16.05 MB | ||
| 4. Linear Regression with Python - Part 2.vtt | 9.09 KB | ||
| 5. Linear Regression Project Overview.mp4 | 10.79 MB | ||
| 5. Linear Regression Project Overview.vtt | 3.6 KB | ||
| 6. Linear Regression Project Solution.mp4 | 45.39 MB | ||
| 6. Linear Regression Project Solution.vtt | 23.38 KB | ||
| 16. Cross Validation and Bias-Variance Trade-Off | |||
| 1. Bias Variance Trade-Off.mp4 | 11.61 MB | ||
| 1. Bias Variance Trade-Off.vtt | 8.76 KB | ||
| 17. Logistic Regression | |||
| 1. Logistic Regression Theory.mp4 | 21.01 MB | ||
| 1. Logistic Regression Theory.vtt | 15.45 KB | ||
| 2. Logistic Regression with Python - Part 1.mp4 | 41.42 MB | ||
| 2. Logistic Regression with Python - Part 1.vtt | 23.42 KB | ||
| 3. Logistic Regression with Python - Part 2.mp4 | 34.22 MB | ||
| 3. Logistic Regression with Python - Part 2.vtt | 21.32 KB | ||
| 4. Logistic Regression with Python - Part 3.mp4 | 16.95 MB | ||
| 4. Logistic Regression with Python - Part 3.vtt | 10.54 KB | ||
| 5. Logistic Regression Project Overview.mp4 | 5.32 MB | ||
| 5. Logistic Regression Project Overview.vtt | 2.35 KB | ||
| 6. Logistic Regression Project Solutions.mp4 | 30.21 MB | ||
| 6. Logistic Regression Project Solutions.vtt | 13.18 KB | ||
| 18. K Nearest Neighbors | |||
| 1. KNN Theory.mp4 | 9.92 MB | ||
| 1. KNN Theory.vtt | 7.23 KB | ||
| 2. KNN with Python.mp4 | 45.97 MB | ||
| 2. KNN with Python.vtt | 23.85 KB | ||
| 3. KNN Project Overview.mp4 | 4.98 MB | ||
| 3. KNN Project Overview.vtt | 1.97 KB | ||
| 4. KNN Project Solutions.mp4 | 52.66 MB | ||
| 4. KNN Project Solutions.vtt | 17.23 KB | ||
| 19. Decision Trees and Random Forests | |||
| 1. Introduction to Tree Methods.mp4 | 12.06 MB | ||
| 1. Introduction to Tree Methods.vtt | 8.92 KB | ||
| 2. Decision Trees and Random Forest with Python.mp4 | 40.09 MB | ||
| 2. Decision Trees and Random Forest with Python.vtt | 18.04 KB | ||
| 3. Decision Trees and Random Forest Project Overview.mp4 | 11.96 MB | ||
| 3. Decision Trees and Random Forest Project Overview.vtt | 4.5 KB | ||
| 4. Decision Trees and Random Forest Solutions Part 1.mp4 | 30.87 MB | ||
| 4. Decision Trees and Random Forest Solutions Part 1.vtt | 15.26 KB | ||
| 5. Decision Trees and Random Forest Solutions Part 2.mp4 | 26.56 MB | ||
| 5. Decision Trees and Random Forest Solutions Part 2.vtt | 10.88 KB | ||
| 2. Environment Set-Up | |||
| 1. Python Environment Setup.mp4 | 76.35 MB | ||
| 1. Python Environment Setup.vtt | 17.65 KB | ||
| 1.1 Py-DS-ML-Bootcamp-master.zip.zip | 52.5 MB | ||
| 20. Support Vector Machines | |||
| 1. SVM Theory.mp4 | 8.73 MB | ||
| 1. SVM Theory.vtt | 5.95 KB | ||
| 2. Support Vector Machines with Python.mp4 | 47.45 MB | ||
| 2. Support Vector Machines with Python.vtt | 22.2 KB | ||
| 3. SVM Project Overview.mp4 | 8.59 MB | ||
| 3. SVM Project Overview.vtt | 3.42 KB | ||
| 4. SVM Project Solutions.mp4 | 28.14 MB | ||
| 4. SVM Project Solutions.vtt | 11.82 KB | ||
| 21. K Means Clustering | |||
| 1. K Means Algorithm Theory.mp4 | 9.61 MB | ||
| 1. K Means Algorithm Theory.vtt | 6.82 KB | ||
| 2. K Means with Python.mp4 | 29.95 MB | ||
| 2. K Means with Python.vtt | 15.55 KB | ||
| 3. K Means Project Overview.mp4 | 9.2 MB | ||
| 3. K Means Project Overview.vtt | 4.32 KB | ||
| 4. K Means Project Solutions.mp4 | 47.12 MB | ||
| 4. K Means Project Solutions.vtt | 20.31 KB | ||
| 22. Principal Component Analysis | |||
| 1. Principal Component Analysis.mp4 | 6.21 MB | ||
| 1. Principal Component Analysis.vtt | 4.42 KB | ||
| 2. PCA with Python.mp4 | 43.24 MB | ||
| 2. PCA with Python.vtt | 21.12 KB | ||
| 23. Recommender Systems | |||
| 1. Recommender Systems.mp4 | 7.88 MB | ||
| 1. Recommender Systems.vtt | 6.11 KB | ||
| 2. Recommender Systems with Python - Part 1.mp4 | 35.52 MB | ||
| 2. Recommender Systems with Python - Part 1.vtt | 17.43 KB | ||
| 3. Recommender Systems with Python - Part 2.mp4 | 34.45 MB | ||
| 3. Recommender Systems with Python - Part 2.vtt | 15.32 KB | ||
| 24. Natural Language Processing | |||
| 1. Natural Language Processing Theory.mp4 | 8.87 MB | ||
| 1. Natural Language Processing Theory.vtt | 6.34 KB | ||
| 2. NLP with Python - Part 1.mp4 | 40.17 MB | ||
| 2. NLP with Python - Part 1.vtt | 19.76 KB | ||
| 3. NLP with Python - Part 2.mp4 | 41.91 MB | ||
| 3. NLP with Python - Part 2.vtt | 22.59 KB | ||
| 4. NLP with Python - Part 3.mp4 | 37.66 MB | ||
| 4. NLP with Python - Part 3.vtt | 21.49 KB | ||
| 5. NLP Project Overview.mp4 | 6.68 MB | ||
| 5. NLP Project Overview.vtt | 3.24 KB | ||
| 6. NLP Project Solutions.mp4 | 48.05 MB | ||
| 6. NLP Project Solutions.vtt | 23.97 KB | ||
| 25. Big Data and Spark with Python | |||
| 1. Welcome to the Big Data Section!.mp4 | 5.24 MB | ||
| 1. Welcome to the Big Data Section!.vtt | 678 B | ||
| 10. Lambda Expressions Review.mp4 | 9.33 MB | ||
| 10. Lambda Expressions Review.vtt | 7.04 KB | ||
| 11. Introduction to Spark and Python.mp4 | 15.73 MB | ||
| 11. Introduction to Spark and Python.vtt | 10.96 KB | ||
| 12. RDD Transformations and Actions.mp4 | 55.68 MB | ||
| 12. RDD Transformations and Actions.vtt | 28.85 KB | ||
| 2. Big Data Overview.mp4 | 9.97 MB | ||
| 2. Big Data Overview.vtt | 7.06 KB | ||
| 3. Spark Overview.mp4 | 15.69 MB | ||
| 3. Spark Overview.vtt | 12.28 KB | ||
| 4. Local Spark Set-Up.html | 1.62 KB | ||
| 5. AWS Account Set-Up.mp4 | 10.89 MB | ||
| 5. AWS Account Set-Up.vtt | 6.14 KB | ||
| 5.1 Amazon Guide to Creating an AWS Account.html | 146 B | ||
| 6. Quick Note on AWS Security.html | 392 B | ||
| 7. EC2 Instance Set-Up.mp4 | 62.98 MB | ||
| 7. EC2 Instance Set-Up.vtt | 22.93 KB | ||
| 7.1 Amazon Guide to Using PuTTY for Windows SSH.html | 122 B | ||
| 8. SSH with Mac or Linux.mp4 | 9.15 MB | ||
| 8. SSH with Mac or Linux.vtt | 7.1 KB | ||
| 8.1 Amazon Guide to SSH with Mac.html | 140 B | ||
| 9. PySpark Setup.mp4 | 60.4 MB | ||
| 9. PySpark Setup.vtt | 32.23 KB | ||
| 9.1 Step by Step Guide for PySpark Set-up.html | 158 B | ||
| 26. Neural Nets and Deep Learning | |||
| 1. Welcome to the Deep Learning Section!.mp4 | 4.91 MB | ||
| 1. Welcome to the Deep Learning Section!.vtt | 647 B | ||
| 10. Deep Learning Project - Solutions.mp4 | 94.6 MB | ||
| 10. Deep Learning Project - Solutions.vtt | 13.18 KB | ||
| 2. Neural Network Theory.mp4 | 12.46 MB | ||
| 2. Neural Network Theory.vtt | 9.04 KB | ||
| 3. What is TensorFlow.mp4 | 25.11 MB | ||
| 3. What is TensorFlow.vtt | 7.91 KB | ||
| 4. Installing Tensorflow 1.10.mp4 | 7.28 MB | ||
| 4. Installing Tensorflow 1.10.vtt | 2.62 KB | ||
| 5. TensorFlow Basics.mp4 | 30.98 MB | ||
| 5. TensorFlow Basics.vtt | 19.11 KB | ||
| 6. MNIST - Part One.mp4 | 58.38 MB | ||
| 6. MNIST - Part One.vtt | 12.77 KB | ||
| 7. MNIST - Part Two.mp4 | 94.09 MB | ||
| 7. MNIST - Part Two.vtt | 19.48 KB | ||
| 8. Tensorflow Estimators.mp4 | 156.64 MB | ||
| 8. Tensorflow Estimators.vtt | 26.72 KB | ||
| 9. Deep Learning Project.mp4 | 28.16 MB | ||
| 9. Deep Learning Project.vtt | 4.44 KB | ||
| 27. APPENDIX OLD TENSORFLOW VIDEOS (Version 0.8) | |||
| 1. TensorFlow Installation.mp4 | 69.27 MB | ||
| 1. TensorFlow Installation.vtt | 34.3 KB | ||
| 2. MNIST with Multi-Layer Perceptron - Part 1.mp4 | 21.73 MB | ||
| 2. MNIST with Multi-Layer Perceptron - Part 1.vtt | 15.7 KB | ||
| 3. MNIST with Multi-Layer Perceptron - Part 2.mp4 | 36.51 MB | ||
| 3. MNIST with Multi-Layer Perceptron - Part 2.vtt | 20.36 KB | ||
| 4. MNIST with Multi-Layer Perceptron - Part 3.mp4 | 44.35 MB | ||
| 4. MNIST with Multi-Layer Perceptron - Part 3.vtt | 23.3 KB | ||
| 5. TensorFlow with ContribLearn.mp4 | 19.55 MB | ||
| 5. TensorFlow with ContribLearn.vtt | 11.57 KB | ||
| 6. Tensorflow Project Exercise Overview.mp4 | 7.31 MB | ||
| 6. Tensorflow Project Exercise Overview.vtt | 3.48 KB | ||
| 7. Tensorflow Project Exercise - Solutions.mp4 | 37.51 MB | ||
| 7. Tensorflow Project Exercise - Solutions.vtt | 18.19 KB | ||
| 28. BONUS DISCOUNT COUPONS FOR OTHER COURSES | |||
| 1. Bonus Lecture Coupons.html | 5.79 KB | ||
| 3. Jupyter Overview | |||
| 1. Updates to Notebook Zip.html | 197 B | ||
| 2. Jupyter Notebooks.mp4 | 31.99 MB | ||
| 2. Jupyter Notebooks.vtt | 20.26 KB | ||
| 2.1 Py-DS-ML-Bootcamp-master.zip.zip | 52.49 MB | ||
| 3. Optional Virtual Environments.mp4 | 18.94 MB | ||
| 3. Optional Virtual Environments.vtt | 13.78 KB | ||
| 3.1 Updated Link to Manage Environments with Conda.html | 144 B | ||
| 4. Python Crash Course | |||
| 1. Welcome to the Python Crash Course Section!.mp4 | 3.95 MB | ||
| 1. Welcome to the Python Crash Course Section!.vtt | 511 B | ||
| 2. Introduction to Python Crash Course.mp4 | 2.66 MB | ||
| 2. Introduction to Python Crash Course.vtt | 2.08 KB | ||
| 3. Python Crash Course - Part 1.mp4 | 35.78 MB | ||
| 3. Python Crash Course - Part 1.vtt | 24.27 KB | ||
| 4. Python Crash Course - Part 2.mp4 | 28.88 MB | ||
| 4. Python Crash Course - Part 2.vtt | 19.9 KB | ||
| 5. Python Crash Course - Part 3.mp4 | 31.75 MB | ||
| 5. Python Crash Course - Part 3.vtt | 20.71 KB | ||
| 6. Python Crash Course - Part 4.mp4 | 29.27 MB | ||
| 6. Python Crash Course - Part 4.vtt | 19.02 KB | ||
| 7. Python Crash Course Exercises - Overview.mp4 | 9.39 MB | ||
| 7. Python Crash Course Exercises - Overview.vtt | 5.33 KB | ||
| 8. Python Crash Course Exercises - Solutions.mp4 | 27.25 MB | ||
| 8. Python Crash Course Exercises - Solutions.vtt | 14.61 KB | ||
| 5. Python for Data Analysis - NumPy | |||
| 1. Welcome to the NumPy Section!.mp4 | 2.48 MB | ||
| 1. Welcome to the NumPy Section!.vtt | 316 B | ||
| 2. Introduction to Numpy.mp4 | 4.16 MB | ||
| 2. Introduction to Numpy.vtt | 2.99 KB | ||
| 3. Numpy Arrays.mp4 | 33.45 MB | ||
| 3. Numpy Arrays.vtt | 20.5 KB | ||
| 4. Quick Note on Array Indexing.html | 1.03 KB | ||
| 5. Numpy Array Indexing.mp4 | 37.3 MB | ||
| 5. Numpy Array Indexing.vtt | 22.33 KB | ||
| 6. Numpy Operations.mp4 | 25.47 MB | ||
| 6. Numpy Operations.vtt | 9.74 KB | ||
| 7. Numpy Exercises Overview.mp4 | 9.76 MB | ||
| 7. Numpy Exercises Overview.vtt | 4.28 KB | ||
| 8. Numpy Exercises Solutions.mp4 | 38.27 MB | ||
| 8. Numpy Exercises Solutions.vtt | 21.11 KB | ||
| 6. Python for Data Analysis - Pandas | |||
| 1. Welcome to the Pandas Section!.mp4 | 3.26 MB | ||
| 1. Welcome to the Pandas Section!.vtt | 427 B | ||
| 10. Operations.mp4 | 24.13 MB | ||
| 10. Operations.vtt | 15.84 KB | ||
| 11. Data Input and Output.mp4 | 36.63 MB | ||
| 11. Data Input and Output.vtt | 18.75 KB | ||
| 2. Introduction to Pandas.mp4 | 3.18 MB | ||
| 2. Introduction to Pandas.vtt | 2.35 KB | ||
| 3. Series.mp4 | 20.31 MB | ||
| 3. Series.vtt | 13.91 KB | ||
| 4. DataFrames - Part 1.mp4 | 39.77 MB | ||
| 4. DataFrames - Part 1.vtt | 19.06 KB | ||
| 5. DataFrames - Part 2.mp4 | 42.03 MB | ||
| 5. DataFrames - Part 2.vtt | 22.31 KB | ||
| 6. DataFrames - Part 3.mp4 | 20.86 MB | ||
| 6. DataFrames - Part 3.vtt | 11.23 KB | ||
| 7. Missing Data.mp4 | 12.14 MB | ||
| 7. Missing Data.vtt | 7.8 KB | ||
| 8. Groupby.mp4 | 14.78 MB | ||
| 8. Groupby.vtt | 9.02 KB | ||
| 9. Merging Joining and Concatenating.mp4 | 26.16 MB | ||
| 9. Merging Joining and Concatenating.vtt | 12.32 KB | ||
| 7. Python for Data Analysis - Pandas Exercises | |||
| 1. Note on SF Salary Exercise.html | 559 B | ||
| 2. SF Salaries Exercise Overview.mp4 | 6.79 MB | ||
| 2. SF Salaries Exercise Overview.vtt | 3.02 KB | ||
| 3. SF Salaries Solutions.mp4 | 42.7 MB | ||
| 3. SF Salaries Solutions.vtt | 18.39 KB | ||
| 4. Ecommerce Purchases Exercise Overview.mp4 | 7.4 MB | ||
| 4. Ecommerce Purchases Exercise Overview.vtt | 3.43 KB | ||
| 5. Ecommerce Purchases Exercise Solutions.mp4 | 43.07 MB | ||
| 5. Ecommerce Purchases Exercise Solutions.vtt | 18.96 KB | ||
| 8. Python for Data Visualization - Matplotlib | |||
| 1. Welcome to the Data Visualization Section!.mp4 | 5.2 MB | ||
| 1. Welcome to the Data Visualization Section!.vtt | 686 B | ||
| 2. Introduction to Matplotlib.mp4 | 12.64 MB | ||
| 2. Introduction to Matplotlib.vtt | 4.72 KB | ||
| 3. Matplotlib Part 1.mp4 | 36.17 MB | ||
| 3. Matplotlib Part 1.vtt | 22.33 KB | ||
| 4. Matplotlib Part 2.mp4 | 31.57 MB | ||
| 4. Matplotlib Part 2.vtt | 19.18 KB | ||
| 5. Matplotlib Part 3.mp4 | 27.27 MB | ||
| 5. Matplotlib Part 3.vtt | 15.82 KB | ||
| 6. Matplotlib Exercises Overview.mp4 | 5.86 MB | ||
| 6. Matplotlib Exercises Overview.vtt | 2.38 KB | ||
| 7. Matplotlib Exercises - Solutions.mp4 | 27.73 MB | ||
| 7. Matplotlib Exercises - Solutions.vtt | 11.44 KB | ||
| 9. Python for Data Visualization - Seaborn | |||
| 1. Introduction to Seaborn.mp4 | 9.03 MB | ||
| 1. Introduction to Seaborn.vtt | 4.07 KB | ||
| 1.1 Link to Seaborn Documentation (updated).html | 87 B | ||
| 2. Distribution Plots.mp4 | 51.4 MB | ||
| 2. Distribution Plots.vtt | 25.44 KB | ||
| 3. Categorical Plots.mp4 | 38.5 MB | ||
| 3. Categorical Plots.vtt | 23.24 KB | ||
| 4. Matrix Plots.mp4 | 22.37 MB | ||
| 4. Matrix Plots.vtt | 13.08 KB | ||
| 5. Grids.mp4 | 19.88 MB | ||
| 5. Grids.vtt | 11.4 KB | ||
| 6. Regression Plots.mp4 | 15.47 MB | ||
| 6. Regression Plots.vtt | 9.3 KB | ||
| 7. Style and Color.mp4 | 19 MB | ||
| 7. Style and Color.vtt | 10.96 KB | ||
| 8. Seaborn Exercise Overview.mp4 | 6.64 MB | ||
| 8. Seaborn Exercise Overview.vtt | 2.62 KB | ||
| 9. Seaborn Exercise Solutions.mp4 | 20.05 MB | ||
| 9. Seaborn Exercise Solutions.vtt | 9.09 KB | ||
| [Tutorialsplanet.NET].url | 128 B | ||
| ▲ 302 total files | |||
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