Complete 2020 Data Science and Machine Learning Bootcamp [UdemyLibrary.com]

Torrent Hash:
89BE1977110C01098EDFE38866DDB0B45D59C1EB
Number of Files:
444
Content Size:
17.17GB
Convert On:
2020-11-19
Magnet Link:
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File Name
Size
Course/1. Introduction to the Course/1. What is Machine Learning.mp4
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Course/1. Introduction to the Course/2. What is Data Science.mp4
42.86MB
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Course/1. Introduction to the Course/3.1 ML Data Science Syllabus.pdf
103.97KB
Course/1. Introduction to the Course/1. What is Machine Learning.srt
6.91KB
Course/1. Introduction to the Course/2. What is Data Science.srt
5.72KB
Course/1. Introduction to the Course/4. Top Tips for Succeeding on this Course.html
2.09KB
Course/1. Introduction to the Course/5. Course Resources List.html
1.13KB
Course/1. Introduction to the Course/3. Download the Syllabus.html
1.03KB
Course/1. Introduction to the Course/4.1 App Brewery Cornell Notes Template.html
141B
Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/12. Model Evaluation and the Confusion Matrix.mp4
251.83MB
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Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/10. Use the Model to Make Predictions.mp4
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Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/9. Use Regularisation to Prevent Overfitting Early Stopping & Dropout Techniques.mp4
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Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/7. Interacting with the Operating System and the Python Try-Catch Block.mp4
133.41MB
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Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/4. Exploring the CIFAR Data.mp4
110.31MB
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Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/6. Compiling a Keras Model and Understanding the Cross Entropy Loss Function.mp4
103.6MB
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Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/8. Fit a Keras Model and Use Tensorboard to Visualise Learning and Spot Problems.mp4
100.42MB
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Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/5. Pre-processing Scaling Inputs and Creating a Validation Dataset.mp4
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Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/11. Model Evaluation and the Confusion Matrix.mp4
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Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/2. Installing Tensorflow and Keras for Jupyter.mp4
42.1MB
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Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/3. Gathering the CIFAR 10 Dataset.mp4
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Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/1. Solving a Business Problem with Image Classification.mp4
30.53MB
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Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/13.1 10 Neural Nets - Keras CIFAR10 Classification.ipynb.zip
120.11KB
Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/12. Model Evaluation and the Confusion Matrix.srt
40.5KB
Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/10. Use the Model to Make Predictions.srt
32.97KB
Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/9. Use Regularisation to Prevent Overfitting Early Stopping & Dropout Techniques.srt
28.28KB
Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/7. Interacting with the Operating System and the Python Try-Catch Block.srt
23.69KB
Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/5. Pre-processing Scaling Inputs and Creating a Validation Dataset.srt
19.92KB
Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/6. Compiling a Keras Model and Understanding the Cross Entropy Loss Function.srt
18.63KB
Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/4. Exploring the CIFAR Data.srt
18.23KB
Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/8. Fit a Keras Model and Use Tensorboard to Visualise Learning and Spot Problems.srt
14.1KB
Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/11. Model Evaluation and the Confusion Matrix.srt
10.8KB
Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/2. Installing Tensorflow and Keras for Jupyter.srt
6.42KB
Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/3. Gathering the CIFAR 10 Dataset.srt
6.1KB
Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/1. Solving a Business Problem with Image Classification.srt
4.97KB
Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/14. Any Feedback on this Section.html
521B
Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/13. Download the Complete Notebook Here.html
242B
Course/10. Build an Artificial Neural Network to Recognise Images using Keras & Tensorflow/1.1 Course Resources.html
122B
Course/11. Use Tensorflow to Classify Handwritten Digits/12. Different Model Architectures Experimenting with Dropout.mp4
213.67MB
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Course/11. Use Tensorflow to Classify Handwritten Digits/11. Name Scoping and Image Visualisation in Tensorboard.mp4
155.37MB
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Course/11. Use Tensorflow to Classify Handwritten Digits/6. Creating Tensors and Setting up the Neural Network Architecture.mp4
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Course/11. Use Tensorflow to Classify Handwritten Digits/9. Tensorboard Summaries and the Filewriter.mp4
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Course/11. Use Tensorflow to Classify Handwritten Digits/10. Understanding the Tensorflow Graph Nodes and Edges.mp4
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Course/11. Use Tensorflow to Classify Handwritten Digits/13. Prediction and Model Evaluation.mp4
110.72MB
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Course/11. Use Tensorflow to Classify Handwritten Digits/8. TensorFlow Sessions and Batching Data.mp4
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Course/11. Use Tensorflow to Classify Handwritten Digits/7. Defining the Cross Entropy Loss Function, the Optimizer and the Metrics.mp4
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Course/11. Use Tensorflow to Classify Handwritten Digits/4. Data Preprocessing One-Hot Encoding and Creating the Validation Dataset.mp4
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Course/11. Use Tensorflow to Classify Handwritten Digits/2. Getting the Data and Loading it into Numpy Arrays.mp4
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Course/11. Use Tensorflow to Classify Handwritten Digits/5. What is a Tensor.mp4
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Course/11. Use Tensorflow to Classify Handwritten Digits/3. Data Exploration and Understanding the Structure of the Input Data.mp4
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Course/11. Use Tensorflow to Classify Handwritten Digits/2.1 MNIST.zip
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Course/11. Use Tensorflow to Classify Handwritten Digits/1. What's coming up.mp4
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Course/11. Use Tensorflow to Classify Handwritten Digits/12. Different Model Architectures Experimenting with Dropout.srt
30.11KB
Course/11. Use Tensorflow to Classify Handwritten Digits/6. Creating Tensors and Setting up the Neural Network Architecture.srt
29.05KB
Course/11. Use Tensorflow to Classify Handwritten Digits/11. Name Scoping and Image Visualisation in Tensorboard.srt
26.26KB
Course/11. Use Tensorflow to Classify Handwritten Digits/9. Tensorboard Summaries and the Filewriter.srt
23.21KB
Course/11. Use Tensorflow to Classify Handwritten Digits/10. Understanding the Tensorflow Graph Nodes and Edges.srt
21.25KB
Course/11. Use Tensorflow to Classify Handwritten Digits/8. TensorFlow Sessions and Batching Data.srt
20.5KB
Course/11. Use Tensorflow to Classify Handwritten Digits/13. Prediction and Model Evaluation.srt
18.9KB
Course/11. Use Tensorflow to Classify Handwritten Digits/7. Defining the Cross Entropy Loss Function, the Optimizer and the Metrics.srt
14.15KB
Course/11. Use Tensorflow to Classify Handwritten Digits/4. Data Preprocessing One-Hot Encoding and Creating the Validation Dataset.srt
12.67KB
Course/11. Use Tensorflow to Classify Handwritten Digits/2. Getting the Data and Loading it into Numpy Arrays.srt
9.01KB
Course/11. Use Tensorflow to Classify Handwritten Digits/5. What is a Tensor.srt
8.99KB
Course/11. Use Tensorflow to Classify Handwritten Digits/14.1 11 Neural Networks - TF Handwriting Recognition.ipynb.zip
6.6KB
Course/11. Use Tensorflow to Classify Handwritten Digits/3. Data Exploration and Understanding the Structure of the Input Data.srt
6.49KB
Course/11. Use Tensorflow to Classify Handwritten Digits/1. What's coming up.srt
2.49KB
Course/11. Use Tensorflow to Classify Handwritten Digits/15. Any Feedback on this Section.html
499B
Course/11. Use Tensorflow to Classify Handwritten Digits/14. Download the Complete Notebook Here.html
242B
Course/11. Use Tensorflow to Classify Handwritten Digits/1.1 Course Resources.html
122B
Course/12. Serving a Tensorflow Model through a Website/12. Introduction to OpenCV.mp4
235.33MB
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Course/12. Serving a Tensorflow Model through a Website/14. Calculating the Centre of Mass and Shifting the Image.mp4
223.26MB
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Course/12. Serving a Tensorflow Model through a Website/7. Loading a Tensorflow.js Model and Starting your own Server.mp4
188.04MB
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Course/12. Serving a Tensorflow Model through a Website/9. Styling an HTML Canvas.mp4
187.37MB
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Course/12. Serving a Tensorflow Model through a Website/16. Adding the Game Logic.mp4
172.83MB
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Course/12. Serving a Tensorflow Model through a Website/13. Resizing and Adding Padding to Images.mp4
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Course/12. Serving a Tensorflow Model through a Website/11. Data Pre-Processing for Tensorflow.js.mp4
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Course/12. Serving a Tensorflow Model through a Website/17. Publish and Share your Website!.mp4
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Course/12. Serving a Tensorflow Model through a Website/1. What you'll make.mp4
38.44MB
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Course/12. Serving a Tensorflow Model through a Website/16.1 math_garden_stub complete.zip
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Course/12. Serving a Tensorflow Model through a Website/12.1 math_garden_stub 12.12 checkpoint.zip
4.09MB
Course/12. Serving a Tensorflow Model through a Website/3.1 MNIST_Model_Load_Files.zip
2.84MB
Course/12. Serving a Tensorflow Model through a Website/4.1 TFJS.zip
1.54MB
Course/12. Serving a Tensorflow Model through a Website/5.1 math_garden_stub.zip
44.03KB
Course/12. Serving a Tensorflow Model through a Website/9. Styling an HTML Canvas.srt
39.42KB
Course/12. Serving a Tensorflow Model through a Website/12. Introduction to OpenCV.srt
38.37KB
Course/12. Serving a Tensorflow Model through a Website/16. Adding the Game Logic.srt
38.09KB
Course/12. Serving a Tensorflow Model through a Website/6. HTML and CSS Styling.srt
37.89KB
Course/12. Serving a Tensorflow Model through a Website/10. Drawing on an HTML Canvas.srt
37.83KB
Course/12. Serving a Tensorflow Model through a Website/7. Loading a Tensorflow.js Model and Starting your own Server.srt
37.18KB
Course/12. Serving a Tensorflow Model through a Website/14. Calculating the Centre of Mass and Shifting the Image.srt
35.49KB
Course/12. Serving a Tensorflow Model through a Website/13. Resizing and Adding Padding to Images.srt
26.86KB
Course/12. Serving a Tensorflow Model through a Website/3. Loading a SavedModel.srt
26.16KB
Course/12. Serving a Tensorflow Model through a Website/2. Saving Tensorflow Models.srt
21.26KB
Course/12. Serving a Tensorflow Model through a Website/4. Converting a Model to Tensorflow.js.srt
21.13KB
Course/12. Serving a Tensorflow Model through a Website/5. Introducing the Website Project and Tooling.srt
17.19KB
Course/12. Serving a Tensorflow Model through a Website/15. Making a Prediction from a Digit drawn on the HTML Canvas.srt
17.04KB
Course/12. Serving a Tensorflow Model through a Website/11. Data Pre-Processing for Tensorflow.js.srt
11.92KB
Course/12. Serving a Tensorflow Model through a Website/1. What you'll make.srt
9.76KB
Course/12. Serving a Tensorflow Model through a Website/17. Publish and Share your Website!.srt
9.51KB
Course/12. Serving a Tensorflow Model through a Website/8. Adding a Favicon.srt
7.39KB
Course/12. Serving a Tensorflow Model through a Website/2.1 11 Neural Networks - TF Handwriting Recognition.ipynb.zip
6.39KB
Course/12. Serving a Tensorflow Model through a Website/3.2 12 TF SavedModel Export Completed.ipynb.zip
6.13KB
Course/12. Serving a Tensorflow Model through a Website/7.3 x_test1_ylabel2.txt
4.59KB
Course/12. Serving a Tensorflow Model through a Website/7.2 x_test0_ylabel7.txt
4.59KB
Course/12. Serving a Tensorflow Model through a Website/7.1 x_test2_ylabel1.txt
4.59KB
Course/12. Serving a Tensorflow Model through a Website/18. Any Feedback on this Section.html
500B
Course/13. Next Steps/1. Where next.html
3.93KB
Course/13. Next Steps/3. Stay in Touch!.html
1.05KB
Course/13. Next Steps/2. What Modules Do You Want to See.html
431B
Course/2. Predict Movie Box Office Revenue with Linear Regression/3. Explore & Visualise the Data with Python.mp4
148.15MB
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Course/2. Predict Movie Box Office Revenue with Linear Regression/5. Analyse and Evaluate the Results.mp4
105.16MB
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Course/2. Predict Movie Box Office Revenue with Linear Regression/2. Gather & Clean the Data.mp4
97.02MB
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Course/2. Predict Movie Box Office Revenue with Linear Regression/1. Introduction to Linear Regression & Specifying the Problem.mp4
30.32MB
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Course/2. Predict Movie Box Office Revenue with Linear Regression/4. The Intuition behind the Linear Regression Model.mp4
29.63MB
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Course/2. Predict Movie Box Office Revenue with Linear Regression/2.2 cost_revenue_dirty.csv
374.68KB
Course/2. Predict Movie Box Office Revenue with Linear Regression/3.2 cost_revenue_clean.csv
90.82KB
Course/2. Predict Movie Box Office Revenue with Linear Regression/6.1 01 Linear Regression (complete).ipynb.zip
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Course/2. Predict Movie Box Office Revenue with Linear Regression/4.1 01 Linear Regression (checkpoint).ipynb.zip
37.64KB
Course/2. Predict Movie Box Office Revenue with Linear Regression/3. Explore & Visualise the Data with Python.srt
31.02KB
Course/2. Predict Movie Box Office Revenue with Linear Regression/5. Analyse and Evaluate the Results.srt
22.41KB
Course/2. Predict Movie Box Office Revenue with Linear Regression/2. Gather & Clean the Data.srt
13.93KB
Course/2. Predict Movie Box Office Revenue with Linear Regression/4. The Intuition behind the Linear Regression Model.srt
10.84KB
Course/2. Predict Movie Box Office Revenue with Linear Regression/1. Introduction to Linear Regression & Specifying the Problem.srt
8.74KB
Course/2. Predict Movie Box Office Revenue with Linear Regression/7. Join the Student Community.html
730B
Course/2. Predict Movie Box Office Revenue with Linear Regression/8. Any Feedback on this Section.html
512B
Course/2. Predict Movie Box Office Revenue with Linear Regression/6. Download the Complete Notebook Here.html
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Course/2. Predict Movie Box Office Revenue with Linear Regression/1.1 Course Resources.html
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Course/2. Predict Movie Box Office Revenue with Linear Regression/2.1 The-Numbers Movie Budgets.html
102B
Course/2. Predict Movie Box Office Revenue with Linear Regression/3.1 Try Jupyter in your Browser.html
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Course/3. Python Programming for Data Science and Machine Learning/10. [Python] - Module Imports.mp4
232.07MB
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Course/3. Python Programming for Data Science and Machine Learning/18. How to Make Sense of Python Documentation for Data Visualisation.mp4
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Course/3. Python Programming for Data Science and Machine Learning/19. Working with Python Objects to Analyse Data.mp4
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Course/3. Python Programming for Data Science and Machine Learning/17. [Python] - Objects - Understanding Attributes and Methods.mp4
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153.2MB
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Course/3. Python Programming for Data Science and Machine Learning/13. [Python] - Functions - Part 2 Arguments & Parameters.mp4
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Course/3. Python Programming for Data Science and Machine Learning/20. [Python] - Tips, Code Style and Naming Conventions.mp4
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Course/3. Python Programming for Data Science and Machine Learning/2. Mac Users - Install Anaconda.mp4
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Course/3. Python Programming for Data Science and Machine Learning/1. Windows Users - Install Anaconda.mp4
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Course/3. Python Programming for Data Science and Machine Learning/3. Does LSD Make You Better at Maths.mp4
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Course/3. Python Programming for Data Science and Machine Learning/4.1 12 Rules to Learn to Code.pdf
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Course/3. Python Programming for Data Science and Machine Learning/21.1 02 Python Intro.ipynb.zip
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Course/3. Python Programming for Data Science and Machine Learning/10. [Python] - Module Imports.srt
36.12KB
Course/3. Python Programming for Data Science and Machine Learning/17. [Python] - Objects - Understanding Attributes and Methods.srt
29.86KB
Course/3. Python Programming for Data Science and Machine Learning/9. [Python & Pandas] - Dataframes and Series.srt
28.09KB
Course/3. Python Programming for Data Science and Machine Learning/19. Working with Python Objects to Analyse Data.srt
27.29KB
Course/3. Python Programming for Data Science and Machine Learning/18. How to Make Sense of Python Documentation for Data Visualisation.srt
26.51KB
Course/3. Python Programming for Data Science and Machine Learning/13. [Python] - Functions - Part 2 Arguments & Parameters.srt
20.76KB
Course/3. Python Programming for Data Science and Machine Learning/20. [Python] - Tips, Code Style and Naming Conventions.srt
16.72KB
Course/3. Python Programming for Data Science and Machine Learning/5. [Python] - Variables and Types.srt
16.55KB
Course/3. Python Programming for Data Science and Machine Learning/15. [Python] - Functions - Part 3 Results & Return Values.srt
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10.49KB
Course/3. Python Programming for Data Science and Machine Learning/1. Windows Users - Install Anaconda.srt
8.78KB
Course/3. Python Programming for Data Science and Machine Learning/2. Mac Users - Install Anaconda.srt
8.05KB
Course/3. Python Programming for Data Science and Machine Learning/3. Does LSD Make You Better at Maths.srt
7.35KB
Course/3. Python Programming for Data Science and Machine Learning/4. Download the 12 Rules to Learn to Code.html
1.13KB
Course/3. Python Programming for Data Science and Machine Learning/22. Any Feedback on this Section.html
513B
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291.33MB
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Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/16. Concatenating Numpy Arrays.mp4
71.33MB
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Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/3. Introduction to Cost Functions.mp4
66.21MB
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Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/17. Introduction to the Mean Squared Error (MSE).mp4
64.56MB
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Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/2. How a Machine Learns.mp4
22.78MB
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Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/1. What's Coming Up.mp4
20.92MB
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Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/24.1 03 Gradient Descent.ipynb.zip
1.14MB
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/6. [Python] - Loops and the Gradient Descent Algorithm.srt
44.03KB
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/8. [Python] - Advanced Functions and the Pitfalls of Optimisation (Part 1).srt
42.99KB
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/10. Understanding the Learning Rate.srt
37.72KB
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/9. [Python] - Tuples and the Pitfalls of Optimisation (Part 2).srt
33.54KB
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/11. How to Create 3-Dimensional Charts.srt
26.1KB
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/15. Reshaping and Slicing N-Dimensional Arrays.srt
22.96KB
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/22. Running Gradient Descent with a MSE Cost Function.srt
22.32KB
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/12. Understanding Partial Derivatives and How to use SymPy.srt
20.23KB
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/5. Understanding the Power Rule & Creating Charts with Subplots.srt
18.1KB
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/14. [Python] - Loops and Performance Considerations.srt
18.07KB
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/21. Plotting the Mean Squared Error (MSE) on a Surface (Part 2).srt
17.45KB
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/4. LaTeX Markdown and Generating Data with Numpy.srt
17.28KB
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/20. Understanding Nested Loops and Plotting the MSE Function (Part 1).srt
13.94KB
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/19. Implementing a MSE Cost Function.srt
13.56KB
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/18. Transposing and Reshaping Arrays.srt
13.52KB
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/13. Implementing Batch Gradient Descent with SymPy.srt
12.93KB
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/17. Introduction to the Mean Squared Error (MSE).srt
12.61KB
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/23. Visualising the Optimisation on a 3D Surface.srt
10.73KB
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/3. Introduction to Cost Functions.srt
9.49KB
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/16. Concatenating Numpy Arrays.srt
8.91KB
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/2. How a Machine Learns.srt
7.22KB
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/1. What's Coming Up.srt
3.83KB
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/25. Any Feedback on this Section.html
520B
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/24. Download the Complete Notebook Here.html
242B
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/7. Python Loops Coding Exercise.html
156B
Course/4. Introduction to Optimisation and the Gradient Descent Algorithm/1.1 Course Resources.html
122B
Course/5. Predict House Prices with Multivariable Linear Regression/32. Build a Valuation Tool (Part 3) Docstrings & Creating your own Python Module.mp4
244.17MB
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Course/5. Predict House Prices with Multivariable Linear Regression/14. Working with Seaborn Pairplots & Jupyter Microbenchmarking Techniques.mp4
214.4MB
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Course/5. Predict House Prices with Multivariable Linear Regression/11. Visualising Correlations with a Heatmap.mp4
168.65MB
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Course/5. Predict House Prices with Multivariable Linear Regression/26. Residual Analysis (Part 2) Graphing and Comparing Regression Residuals.mp4
153.01MB
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Course/5. Predict House Prices with Multivariable Linear Regression/27. Making Predictions (Part 1) MSE & R-Squared.mp4
152.68MB
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Course/5. Predict House Prices with Multivariable Linear Regression/23. Model Simplification & Baysian Information Criterion.mp4
150.15MB
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Course/5. Predict House Prices with Multivariable Linear Regression/22. Understanding VIF & Testing for Multicollinearity.mp4
143.82MB
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Course/5. Predict House Prices with Multivariable Linear Regression/7. Working with Index Data, Pandas Series, and Dummy Variables.mp4
140.76MB
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Course/5. Predict House Prices with Multivariable Linear Regression/4. Clean and Explore the Data (Part 2) Find Missing Values.mp4
135.02MB
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Course/5. Predict House Prices with Multivariable Linear Regression/30. [Python] - Conditional Statements - Build a Valuation Tool (Part 2).mp4
134.38MB
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Course/5. Predict House Prices with Multivariable Linear Regression/29. Build a Valuation Tool (Part 1) Working with Pandas Series & Numpy ndarrays.mp4
131.31MB
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Course/5. Predict House Prices with Multivariable Linear Regression/12. Techniques to Style Scatter Plots.mp4
128.53MB
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Course/5. Predict House Prices with Multivariable Linear Regression/20. Improving the Model by Transforming the Data.mp4
126.87MB
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Course/5. Predict House Prices with Multivariable Linear Regression/25. Residual Analysis (Part 1) Predicted vs Actual Values.mp4
124.42MB
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Course/5. Predict House Prices with Multivariable Linear Regression/10. Calculating Correlations and the Problem posed by Multicollinearity.mp4
111.43MB
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Course/5. Predict House Prices with Multivariable Linear Regression/3. Clean and Explore the Data (Part 1) Understand the Nature of the Dataset.mp4
87.14MB
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Course/5. Predict House Prices with Multivariable Linear Regression/28. Making Predictions (Part 2) Standard Deviation, RMSE, and Prediction Intervals.mp4
84.85MB
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Course/5. Predict House Prices with Multivariable Linear Regression/21. How to Interpret Coefficients using p-Values and Statistical Significance.mp4
65.41MB
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Course/5. Predict House Prices with Multivariable Linear Regression/5. Visualising Data (Part 1) Historams, Distributions & Outliers.mp4
64.55MB
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Course/5. Predict House Prices with Multivariable Linear Regression/16. How to Shuffle and Split Training & Testing Data.mp4
64.34MB
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Course/5. Predict House Prices with Multivariable Linear Regression/24. How to Analyse and Plot Regression Residuals.mp4
64.18MB
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Course/5. Predict House Prices with Multivariable Linear Regression/8. Understanding Descriptive Statistics the Mean vs the Median.mp4
62.18MB
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Course/5. Predict House Prices with Multivariable Linear Regression/6. Visualising Data (Part 2) Seaborn and Probability Density Functions.mp4
57.32MB
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Course/5. Predict House Prices with Multivariable Linear Regression/2. Gathering the Boston House Price Data.mp4
56.24MB
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Course/5. Predict House Prices with Multivariable Linear Regression/17. Running a Multivariable Regression.mp4
55.56MB
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Course/5. Predict House Prices with Multivariable Linear Regression/15. Understanding Multivariable Regression.mp4
48.8MB
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Course/5. Predict House Prices with Multivariable Linear Regression/1. Defining the Problem.mp4
39.91MB
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Course/5. Predict House Prices with Multivariable Linear Regression/9. Introduction to Correlation Understanding Strength & Direction.mp4
33.09MB
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Course/5. Predict House Prices with Multivariable Linear Regression/18. How to Calculate the Model Fit with R-Squared.mp4
32.4MB
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Course/5. Predict House Prices with Multivariable Linear Regression/19. Introduction to Model Evaluation.mp4
15.99MB
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Course/5. Predict House Prices with Multivariable Linear Regression/33.1 04 Multivariable Regression.ipynb.zip
3.54MB
Course/5. Predict House Prices with Multivariable Linear Regression/14. Working with Seaborn Pairplots & Jupyter Microbenchmarking Techniques.srt
28.7KB
Course/5. Predict House Prices with Multivariable Linear Regression/32. Build a Valuation Tool (Part 3) Docstrings & Creating your own Python Module.srt
28.42KB
Course/5. Predict House Prices with Multivariable Linear Regression/22. Understanding VIF & Testing for Multicollinearity.srt
25.62KB
Course/5. Predict House Prices with Multivariable Linear Regression/11. Visualising Correlations with a Heatmap.srt
24.37KB
Course/5. Predict House Prices with Multivariable Linear Regression/27. Making Predictions (Part 1) MSE & R-Squared.srt
23.72KB
Course/5. Predict House Prices with Multivariable Linear Regression/23. Model Simplification & Baysian Information Criterion.srt
23.14KB
Course/5. Predict House Prices with Multivariable Linear Regression/26. Residual Analysis (Part 2) Graphing and Comparing Regression Residuals.srt
22.76KB
Course/5. Predict House Prices with Multivariable Linear Regression/20. Improving the Model by Transforming the Data.srt
21.61KB
Course/5. Predict House Prices with Multivariable Linear Regression/30. [Python] - Conditional Statements - Build a Valuation Tool (Part 2).srt
21.4KB
Course/5. Predict House Prices with Multivariable Linear Regression/29. Build a Valuation Tool (Part 1) Working with Pandas Series & Numpy ndarrays.srt
20.82KB
Course/5. Predict House Prices with Multivariable Linear Regression/7. Working with Index Data, Pandas Series, and Dummy Variables.srt
20.72KB
Course/5. Predict House Prices with Multivariable Linear Regression/12. Techniques to Style Scatter Plots.srt
20.56KB
Course/5. Predict House Prices with Multivariable Linear Regression/4. Clean and Explore the Data (Part 2) Find Missing Values.srt
18.59KB
Course/5. Predict House Prices with Multivariable Linear Regression/25. Residual Analysis (Part 1) Predicted vs Actual Values.srt
18.24KB
Course/5. Predict House Prices with Multivariable Linear Regression/10. Calculating Correlations and the Problem posed by Multicollinearity.srt
17.83KB
Course/5. Predict House Prices with Multivariable Linear Regression/3. Clean and Explore the Data (Part 1) Understand the Nature of the Dataset.srt
15.59KB
Course/5. Predict House Prices with Multivariable Linear Regression/24. How to Analyse and Plot Regression Residuals.srt
14.76KB
Course/5. Predict House Prices with Multivariable Linear Regression/28. Making Predictions (Part 2) Standard Deviation, RMSE, and Prediction Intervals.srt
14.76KB
Course/5. Predict House Prices with Multivariable Linear Regression/5. Visualising Data (Part 1) Historams, Distributions & Outliers.srt
14.24KB
Course/5. Predict House Prices with Multivariable Linear Regression/8. Understanding Descriptive Statistics the Mean vs the Median.srt
12.14KB
Course/5. Predict House Prices with Multivariable Linear Regression/16. How to Shuffle and Split Training & Testing Data.srt
11.55KB
Course/5. Predict House Prices with Multivariable Linear Regression/21. How to Interpret Coefficients using p-Values and Statistical Significance.srt
10.78KB
Course/5. Predict House Prices with Multivariable Linear Regression/17. Running a Multivariable Regression.srt
9.77KB
Course/5. Predict House Prices with Multivariable Linear Regression/6. Visualising Data (Part 2) Seaborn and Probability Density Functions.srt
8.98KB
Course/5. Predict House Prices with Multivariable Linear Regression/2. Gathering the Boston House Price Data.srt
8.66KB
Course/5. Predict House Prices with Multivariable Linear Regression/9. Introduction to Correlation Understanding Strength & Direction.srt
8.4KB
Course/5. Predict House Prices with Multivariable Linear Regression/15. Understanding Multivariable Regression.srt
7.52KB
Course/5. Predict House Prices with Multivariable Linear Regression/1. Defining the Problem.srt
6.46KB
Course/5. Predict House Prices with Multivariable Linear Regression/18. How to Calculate the Model Fit with R-Squared.srt
4.42KB
Course/5. Predict House Prices with Multivariable Linear Regression/19. Introduction to Model Evaluation.srt
3.81KB
Course/5. Predict House Prices with Multivariable Linear Regression/33.3 boston_valuation.py
3.05KB
Course/5. Predict House Prices with Multivariable Linear Regression/33.2 04 Valuation Tool.ipynb.zip
2.93KB
Course/5. Predict House Prices with Multivariable Linear Regression/34. Any Feedback on this Section.html
512B
Course/5. Predict House Prices with Multivariable Linear Regression/13. A Note for the Next Lesson.html
476B
Course/5. Predict House Prices with Multivariable Linear Regression/33. Download the Complete Notebook Here.html
242B
Course/5. Predict House Prices with Multivariable Linear Regression/31. Python Conditional Statement Coding Exercise.html
156B
Course/5. Predict House Prices with Multivariable Linear Regression/1.1 Course Resources.html
122B
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/6. Joint & Conditional Probability.mp4
141.82MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/35. Sparse Matrix (Part 2) Data Munging with Nested Loops.mp4
137.23MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/11. [Python] - Generator Functions & the yield Keyword.mp4
133.16MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/28. Styling the Word Cloud with a Mask.mp4
131.37MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/30. Styling Word Clouds with Custom Fonts.mp4
127.29MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/13. Cleaning Data (Part 1) Check for Empty Emails & Null Entries.mp4
121.94MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/19. Tokenizing, Removing Stop Words and the Python Set Data Structure.mp4
117.75MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/2. Gathering Email Data and Working with Archives & Text Editors.mp4
112.05MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/31. Create the Vocabulary for the Spam Classifier.mp4
106.96MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/9. Reading Files (Part 2) Stream Objects and Email Structure.mp4
104.32MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/27. Creating your First Word Cloud.mp4
98.44MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/38. Checkpoint Understanding the Data.mp4
96.37MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/21. Removing HTML tags with BeautifulSoup.mp4
95.82MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/16. Data Visualisation (Part 1) Pie Charts.mp4
90.68MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/34. Sparse Matrix (Part 1) Split the Training and Testing Data.mp4
87.62MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/25. [Python] - Logical Operators to Create Subsets and Indices.mp4
86.41MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/7. Bayes Theorem.mp4
83.6MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/24. Advanced Subsetting on DataFrames the apply() Function.mp4
83.39MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/36. Sparse Matrix (Part 3) Using groupby() and Saving .txt Files.mp4
80.5MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/26. Word Clouds & How to install Additional Python Packages.mp4
79.48MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/20. Word Stemming & Removing Punctuation.mp4
71.44MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/14. Cleaning Data (Part 2) Working with a DataFrame Index.mp4
61.83MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/17. Data Visualisation (Part 2) Donut Charts.mp4
61.78MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/8. Reading Files (Part 1) Absolute Paths and Relative Paths.mp4
60.9MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/29. Solving the Hamlet Challenge.mp4
57.1MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/15. Saving a JSON File with Pandas.mp4
56.35MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/33. Coding Challenge Find the Longest Email.mp4
54.47MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/22. Creating a Function for Text Processing.mp4
53.91MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/18. Introduction to Natural Language Processing (NLP).mp4
50.81MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/12. Create a Pandas DataFrame of Email Bodies.mp4
48.66MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/10. Extracting the Text in the Email Body.mp4
47.43MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/1. How to Translate a Business Problem into a Machine Learning Problem.mp4
42.26MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/4. The Naive Bayes Algorithm and the Decision Boundary for a Classifier.mp4
33.39MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/32. Coding Challenge Check for Membership in a Collection.mp4
32.34MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/37. Coding Challenge Solution Preparing the Test Data.mp4
28.92MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/3. How to Add the Lesson Resources to the Project.mp4
28.9MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/5. Basic Probability.mp4
28.55MB
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Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/2.1 SpamData.zip
21.29MB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/39.1 06 Bayes Classifier - Pre-Processing.ipynb.zip
978.02KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/35. Sparse Matrix (Part 2) Data Munging with Nested Loops.srt
22.34KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/11. [Python] - Generator Functions & the yield Keyword.srt
22.32KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/6. Joint & Conditional Probability.srt
19.86KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/19. Tokenizing, Removing Stop Words and the Python Set Data Structure.srt
19.07KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/13. Cleaning Data (Part 1) Check for Empty Emails & Null Entries.srt
17.96KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/31. Create the Vocabulary for the Spam Classifier.srt
17.79KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/28. Styling the Word Cloud with a Mask.srt
16.72KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/16. Data Visualisation (Part 1) Pie Charts.srt
16.19KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/25. [Python] - Logical Operators to Create Subsets and Indices.srt
15.5KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/34. Sparse Matrix (Part 1) Split the Training and Testing Data.srt
15.26KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/7. Bayes Theorem.srt
15.16KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/30. Styling Word Clouds with Custom Fonts.srt
14.79KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/9. Reading Files (Part 2) Stream Objects and Email Structure.srt
14.57KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/2. Gathering Email Data and Working with Archives & Text Editors.srt
14.13KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/27. Creating your First Word Cloud.srt
13.67KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/38. Checkpoint Understanding the Data.srt
13.65KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/24. Advanced Subsetting on DataFrames the apply() Function.srt
13.53KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/36. Sparse Matrix (Part 3) Using groupby() and Saving .txt Files.srt
12.18KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/26. Word Clouds & How to install Additional Python Packages.srt
11.97KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/8. Reading Files (Part 1) Absolute Paths and Relative Paths.srt
11.71KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/21. Removing HTML tags with BeautifulSoup.srt
11.01KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/20. Word Stemming & Removing Punctuation.srt
10.56KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/1. How to Translate a Business Problem into a Machine Learning Problem.srt
9.69KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/17. Data Visualisation (Part 2) Donut Charts.srt
9.56KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/14. Cleaning Data (Part 2) Working with a DataFrame Index.srt
9.23KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/22. Creating a Function for Text Processing.srt
8.41KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/18. Introduction to Natural Language Processing (NLP).srt
8.19KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/33. Coding Challenge Find the Longest Email.srt
7.54KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/12. Create a Pandas DataFrame of Email Bodies.srt
7.23KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/15. Saving a JSON File with Pandas.srt
6.92KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/32. Coding Challenge Check for Membership in a Collection.srt
6.08KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/4. The Naive Bayes Algorithm and the Decision Boundary for a Classifier.srt
6.08KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/10. Extracting the Text in the Email Body.srt
6KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/29. Solving the Hamlet Challenge.srt
5.99KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/5. Basic Probability.srt
5.26KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/3. How to Add the Lesson Resources to the Project.srt
4.96KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/37. Coding Challenge Solution Preparing the Test Data.srt
4.5KB
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/40. Any Feedback on this Section.html
519B
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/23. A Note for the Next Lesson.html
476B
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/39. Download the Complete Notebook Here.html
242B
Course/6. Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/1.1 Course Resources.html
122B
Course/7. Train a Naive Bayes Classifier to Create a Spam Filter Part 2/2. Create a Full Matrix.mp4
132.24MB
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Course/7. Train a Naive Bayes Classifier to Create a Spam Filter Part 2/3. Count the Tokens to Train the Naive Bayes Model.mp4
96.18MB
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Course/7. Train a Naive Bayes Classifier to Create a Spam Filter Part 2/1. Setting up the Notebook and Understanding Delimiters in a Dataset.mp4
72.5MB
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Course/7. Train a Naive Bayes Classifier to Create a Spam Filter Part 2/5. Calculate the Token Probabilities and Save the Trained Model.mp4
53.45MB
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Course/7. Train a Naive Bayes Classifier to Create a Spam Filter Part 2/4. Sum the Tokens across the Spam and Ham Subsets.mp4
46.71MB
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Course/7. Train a Naive Bayes Classifier to Create a Spam Filter Part 2/6. Coding Challenge Prepare the Test Data.mp4
35.6MB
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Course/7. Train a Naive Bayes Classifier to Create a Spam Filter Part 2/1.2 SpamData.zip
22.32MB
Course/7. Train a Naive Bayes Classifier to Create a Spam Filter Part 2/2. Create a Full Matrix.srt
21.72KB
Course/7. Train a Naive Bayes Classifier to Create a Spam Filter Part 2/3. Count the Tokens to Train the Naive Bayes Model.srt
18.35KB
Course/7. Train a Naive Bayes Classifier to Create a Spam Filter Part 2/1. Setting up the Notebook and Understanding Delimiters in a Dataset.srt
11.17KB
Course/7. Train a Naive Bayes Classifier to Create a Spam Filter Part 2/5. Calculate the Token Probabilities and Save the Trained Model.srt
9.44KB
Course/7. Train a Naive Bayes Classifier to Create a Spam Filter Part 2/4. Sum the Tokens across the Spam and Ham Subsets.srt
7.76KB
Course/7. Train a Naive Bayes Classifier to Create a Spam Filter Part 2/7.1 07 Bayes Classifier - Training.ipynb.zip
5.82KB
Course/7. Train a Naive Bayes Classifier to Create a Spam Filter Part 2/6. Coding Challenge Prepare the Test Data.srt
5.14KB
Course/7. Train a Naive Bayes Classifier to Create a Spam Filter Part 2/8. Any Feedback on this Section.html
527B
Course/7. Train a Naive Bayes Classifier to Create a Spam Filter Part 2/7. Download the Complete Notebook Here.html
242B
Course/7. Train a Naive Bayes Classifier to Create a Spam Filter Part 2/1.1 Course Resources.html
122B
Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/6. Visualising the Decision Boundary.mp4
205.31MB
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Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/11. A Naive Bayes Implementation using SciKit Learn.mp4
195.1MB
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Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/2. Joint Conditional Probability (Part 1) Dot Product.mp4
66.4MB
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Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/3. Joint Conditional Probablity (Part 2) Priors.mp4
63.98MB
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Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/7. False Positive vs False Negatives.mp4
63.25MB
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Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/9. The Precision Metric.mp4
53.33MB
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Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/4. Making Predictions Comparing Joint Probabilities.mp4
52.34MB
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Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/5. The Accuracy Metric.mp4
40.54MB
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Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/8. The Recall Metric.mp4
28.15MB
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Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/1. Set up the Testing Notebook.mp4
26.45MB
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Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/10. The F-score or F1 Metric.mp4
24.71MB
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Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/1.1 SpamData.zip
22.83MB
Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/12.2 07 Bayes Classifier - Testing, Inference & Evaluation.ipynb.zip
243.05KB
Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/11. A Naive Bayes Implementation using SciKit Learn.srt
33.68KB
Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/6. Visualising the Decision Boundary.srt
33.44KB
Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/12.1 08 Naive Bayes with scikit-learn.ipynb.zip
13.26KB
Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/7. False Positive vs False Negatives.srt
12.81KB
Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/2. Joint Conditional Probability (Part 1) Dot Product.srt
12.72KB
Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/3. Joint Conditional Probablity (Part 2) Priors.srt
10.54KB
Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/4. Making Predictions Comparing Joint Probabilities.srt
9.67KB
Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/9. The Precision Metric.srt
9.5KB
Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/5. The Accuracy Metric.srt
7.65KB
Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/8. The Recall Metric.srt
6.54KB
Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/10. The F-score or F1 Metric.srt
4.48KB
Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/1. Set up the Testing Notebook.srt
3.82KB
Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/13. Any Feedback on this Section.html
509B
Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/12. Download the Complete Notebook Here.html
242B
Course/8. Test and Evaluate a Naive Bayes Classifier Part 3/1.2 Course Resources.html
122B
Course/9. Introduction to Neural Networks and How to Use Pre-Trained Models/2. Layers, Feature Generation and Learning.mp4
146.7MB
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Course/9. Introduction to Neural Networks and How to Use Pre-Trained Models/6. Making Predictions using InceptionResNet.mp4
134.58MB
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Course/9. Introduction to Neural Networks and How to Use Pre-Trained Models/7. Coding Challenge Solution Using other Keras Models.mp4
103.53MB
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Course/9. Introduction to Neural Networks and How to Use Pre-Trained Models/4. Preprocessing Image Data and How RGB Works.mp4
93.6MB
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Course/9. Introduction to Neural Networks and How to Use Pre-Trained Models/3. Costs and Disadvantages of Neural Networks.mp4
91.98MB
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Course/9. Introduction to Neural Networks and How to Use Pre-Trained Models/5. Importing Keras Models and the Tensorflow Graph.mp4
65.47MB
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Course/9. Introduction to Neural Networks and How to Use Pre-Trained Models/1. The Human Brain and the Inspiration for Artificial Neural Networks.mp4
51.81MB
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Course/9. Introduction to Neural Networks and How to Use Pre-Trained Models/8.1 09 Neural Nets Pretrained Image Classification.ipynb.zip
571.83KB
Course/9. Introduction to Neural Networks and How to Use Pre-Trained Models/4.1 TF_Keras_Classification_Images.zip
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Course/9. Introduction to Neural Networks and How to Use Pre-Trained Models/2. Layers, Feature Generation and Learning.srt
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Course/9. Introduction to Neural Networks and How to Use Pre-Trained Models/3. Costs and Disadvantages of Neural Networks.srt
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Course/9. Introduction to Neural Networks and How to Use Pre-Trained Models/6. Making Predictions using InceptionResNet.srt
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Course/9. Introduction to Neural Networks and How to Use Pre-Trained Models/4. Preprocessing Image Data and How RGB Works.srt
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Course/9. Introduction to Neural Networks and How to Use Pre-Trained Models/7. Coding Challenge Solution Using other Keras Models.srt
12.94KB
Course/9. Introduction to Neural Networks and How to Use Pre-Trained Models/5. Importing Keras Models and the Tensorflow Graph.srt
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Course/9. Introduction to Neural Networks and How to Use Pre-Trained Models/1. The Human Brain and the Inspiration for Artificial Neural Networks.srt
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Course/9. Introduction to Neural Networks and How to Use Pre-Trained Models/9. Any Feedback on this Section.html
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Course/9. Introduction to Neural Networks and How to Use Pre-Trained Models/8. Download the Complete Notebook Here.html
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Course/9. Introduction to Neural Networks and How to Use Pre-Trained Models/1.1 Course Resources.html
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