_NAME_: | LinkedIn Learning | Getting Started With AI And Machine Learning - Complete 7 Courses |
Description: [LinkedIn Learning] Getting Started with AI and Machine Learning - Complete 7 Courses Original course: https://www.linkedin.com/learning/paths/getting-started-with-ai-and-machine-learning Getting Started with AI and Machine Learning - Complete 7 Courses Updated Feb 2024 Are you ready to dive into the world of Artificial Intelligence and Machine Learning? This comprehensive learning path will equip you with the knowledge and skills to understand how AI and ML are shaping our world. Whether you're looking to enhance your career or simply stay informed, these courses are your gateway to mastering AI and ML concepts. What You'll Learn: - Understanding AI & ML: Get a solid grasp of how AI and ML work. - Industry Applications: Explore how top companies are leveraging these technologies. - Ethics & Security: Learn how AI addresses accountability, security, and more. Learning Path Details: - Total Duration: 9h 38m of rich content - 7 Expert-Led Courses: Covering everything from foundations to advanced applications. Course Breakdown: 1. Artificial Intelligence Foundations: Thinking Machines (1h 36m) - By Doug Rose (Updated Oct 2023) - Dive into the essentials of AI and its impact on society. 2. Machine Learning Foundations: Linear Algebra (1h 20m) - By Terezija Semenski (Aug 2022) - Master the mathematical foundations critical for ML algorithms. Learners: 32,913 3. Deep Learning: Getting Started (1h 13m) - By Kumaran Ponnambalam (Updated Jan 2024) - Learn the basics of deep learning and get started with this powerful technology. Learners: 50,165 4. Building Computer Vision Applications with Python (2h) - By Eduardo Corpeño (Aug 2022) - Create your own image processing applications in Python and deepen your understanding of computer vision. Learners: 16,196 5. Reinforcement Learning Foundations (44m) - By Khaulat Abdulhakeem (Updated Jan 2024) - Discover the principles behind reinforcement learning and its practical applications. 6. Hands-On PyTorch Machine Learning (56m) - By Helen Sun (Dec 2022) - Learn how to build machine learning models with the open-source framework, PyTorch. Learners: 12,808 7. Artificial Intelligence Foundations: Neural Networks (1h 45m) - By Gwendolyn Stripling (Sep 2023) - Delve into the workings of neural networks and their role in AI. Join the learning path today and embark on your AI and ML journey! | |
YouTube Video: | |
Catégorie: | Tutorials |
Langue : | English |
Taille totale: | 1.76 GB |
Info Hash: | AD3F47E9AA6BF9084D2D7E77062D9A0DD0A4A4A7 |
Ajouté par: | Prom3th3uS |
Date: | 2024-08-26 03:06:10 |
Statut Torrent: | Torrent Verified |
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$10 ChatGPT for 1 Year & More.txt | 252.00 B |
Artificial Intelligence Foundations Neural Networks/0 - Introduction/1. Neural networks 101 Your path to AI brilliance.mp4 | 4.40 MB |
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Artificial Intelligence Foundations Neural Networks/1 - What Are Neural Networks/2. Biological neural networks.mp4 | 5.04 MB |
Artificial Intelligence Foundations Neural Networks/1 - What Are Neural Networks/2. Biological neural networks.srt | 3.47 kB |
Artificial Intelligence Foundations Neural Networks/1 - What Are Neural Networks/3. Artificial neural networks.mp4 | 2.86 MB |
Artificial Intelligence Foundations Neural Networks/1 - What Are Neural Networks/3. Artificial neural networks.srt | 2.48 kB |
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Artificial Intelligence Foundations Neural Networks/2 - Key Components in Neural Network Architecture/1. Multilayer perceptron.mp4 | 6.74 MB |
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Artificial Intelligence Foundations Neural Networks/2 - Key Components in Neural Network Architecture/2. Layers Input, hidden, and output.mp4 | 4.54 MB |
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Artificial Intelligence Foundations Neural Networks/2 - Key Components in Neural Network Architecture/3. Transfer and activation functions.srt | 4.96 kB |
Artificial Intelligence Foundations Neural Networks/2 - Key Components in Neural Network Architecture/4. How neural networks learn.mp4 | 8.91 MB |
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Artificial Intelligence Foundations Neural Networks/3 - Other Types of Neural Networks/1. Convolutional neural networks (CNN).mp4 | 15.58 MB |
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Artificial Intelligence Foundations Neural Networks/4 - Build a Simple Neural Network Using Keras/1. The Keras Sequential model.mp4 | 6.52 MB |
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Artificial Intelligence Foundations Neural Networks/4 - Build a Simple Neural Network Using Keras/2. Use case and determine evaluation metric.mp4 | 9.85 MB |
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Artificial Intelligence Foundations Neural Networks/4 - Build a Simple Neural Network Using Keras/3. Data checks and data preparation.mp4 | 4.71 MB |
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Artificial Intelligence Foundations Neural Networks/4 - Build a Simple Neural Network Using Keras/7. Solution Build a neural network.mp4 | 10.76 MB |
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Artificial Intelligence Foundations Neural Networks/5 - Best Practices for Optimizing a Neural Network/1. Overfitting and underfitting Two common ANN problems.mp4 | 6.89 MB |
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Artificial Intelligence Foundations Neural Networks/5 - Best Practices for Optimizing a Neural Network/2. Hyperparameters and neural networks.mp4 | 5.98 MB |
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Artificial Intelligence Foundations Neural Networks/5 - Best Practices for Optimizing a Neural Network/3. How do you improve model performance.mp4 | 6.24 MB |
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Artificial Intelligence Foundations Neural Networks/5 - Best Practices for Optimizing a Neural Network/4. Regularization techniques to improve overfitting models.mp4 | 11.83 MB |
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Artificial Intelligence Foundations Neural Networks/5 - Best Practices for Optimizing a Neural Network/5. Challenge Manually tune hyperparameters.mp4 | 1.12 MB |
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Artificial Intelligence Foundations Neural Networks/5 - Best Practices for Optimizing a Neural Network/6. Solution Manually tune hyperparameters.mp4 | 6.08 MB |
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Artificial Intelligence Foundations Neural Networks/6 - Conclusion/1. Next steps.mp4 | 2.60 MB |
Artificial Intelligence Foundations Neural Networks/6 - Conclusion/1. Next steps.srt | 2.60 kB |
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Artificial Intelligence Foundations Thinking Machines/0 - Introduction/1. Welcome.mp4 | 7.06 MB |
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Artificial Intelligence Foundations Thinking Machines/1 - What Is Artificial Intelligence/1. Define general intelligence.mp4 | 11.92 MB |
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Artificial Intelligence Foundations Thinking Machines/1 - What Is Artificial Intelligence/2. The history of AI.mp4 | 10.40 MB |
Artificial Intelligence Foundations Thinking Machines/1 - What Is Artificial Intelligence/2. The history of AI.srt | 7.87 kB |
Artificial Intelligence Foundations Thinking Machines/1 - What Is Artificial Intelligence/3. Strong vs. weak AI.mp4 | 12.99 MB |
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Artificial Intelligence Foundations Thinking Machines/1 - What Is Artificial Intelligence/4. Plan AI.mp4 | 13.88 MB |
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Artificial Intelligence Foundations Thinking Machines/2 - The Rise of Machine Learning/1. Machine learning.mp4 | 13.77 MB |
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Artificial Intelligence Foundations Thinking Machines/2 - The Rise of Machine Learning/3. Perceptrons.mp4 | 14.13 MB |
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Artificial Intelligence Foundations Thinking Machines/3 - Finding the Right Approach/1. Match patterns.mp4 | 15.58 MB |
Artificial Intelligence Foundations Thinking Machines/3 - Finding the Right Approach/1. Match patterns.srt | 8.12 kB |
Artificial Intelligence Foundations Thinking Machines/3 - Finding the Right Approach/2. Data vs. reasoning.mp4 | 11.39 MB |
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Artificial Intelligence Foundations Thinking Machines/3 - Finding the Right Approach/3. Unsupervised learning.mp4 | 13.63 MB |
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Artificial Intelligence Foundations Thinking Machines/3 - Finding the Right Approach/4. Backpropagation.mp4 | 12.96 MB |
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Artificial Intelligence Foundations Thinking Machines/3 - Finding the Right Approach/5. Regression.mp4 | 13.54 MB |
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Artificial Intelligence Foundations Thinking Machines/4 - Common AI Programs/1. Robotics.mp4 | 14.21 MB |
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Artificial Intelligence Foundations Thinking Machines/4 - Common AI Programs/2. Natural language processing.mp4 | 14.47 MB |
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Artificial Intelligence Foundations Thinking Machines/4 - Common AI Programs/3. The Internet of Things.mp4 | 11.72 MB |
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Artificial Intelligence Foundations Thinking Machines/5 - Mixing with Other Technologies/1. Big data.mp4 | 12.70 MB |
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Artificial Intelligence Foundations Thinking Machines/5 - Mixing with Other Technologies/2. Data science.mp4 | 13.06 MB |
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Artificial Intelligence Foundations Thinking Machines/6 - What Has Changed/1. Generative AI.mp4 | 11.67 MB |
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Artificial Intelligence Foundations Thinking Machines/6 - What Has Changed/2. Foundation models.mp4 | 12.60 MB |
Artificial Intelligence Foundations Thinking Machines/6 - What Has Changed/2. Foundation models.srt | 5.54 kB |
Artificial Intelligence Foundations Thinking Machines/6 - What Has Changed/3. Self-supervised learning.mp4 | 11.42 MB |
Artificial Intelligence Foundations Thinking Machines/6 - What Has Changed/3. Self-supervised learning.srt | 5.21 kB |
Artificial Intelligence Foundations Thinking Machines/7 - Avoiding Pitfalls/1. Pitfalls.mp4 | 12.31 MB |
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Artificial Intelligence Foundations Thinking Machines/8 - Conclusion/1. Next steps.mp4 | 4.25 MB |
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Building Computer Vision Applications with Python/0 - Introduction/1. Computer vision under the hood.mp4 | 7.37 MB |
Building Computer Vision Applications with Python/0 - Introduction/1. Computer vision under the hood.srt | 2.10 kB |
Building Computer Vision Applications with Python/0 - Introduction/2. What you should know.mp4 | 2.73 MB |
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Building Computer Vision Applications with Python/0 - Introduction/3. Using the exercise files.mp4 | 1.78 MB |
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Building Computer Vision Applications with Python/1 - Setting Up Your Environment/1. Installing Anaconda and OpenCV.mp4 | 1.95 MB |
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Building Computer Vision Applications with Python/1 - Setting Up Your Environment/2. Testing your environment.mp4 | 10.56 MB |
Building Computer Vision Applications with Python/1 - Setting Up Your Environment/2. Testing your environment.srt | 5.49 kB |
Building Computer Vision Applications with Python/2 - The Basics of Image Processing/1. Image representation.mp4 | 12.07 MB |
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Building Computer Vision Applications with Python/2 - The Basics of Image Processing/2. Color encoding.mp4 | 7.92 MB |
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Building Computer Vision Applications with Python/2 - The Basics of Image Processing/6. Challenge Manipulate some pictures.mp4 | 7.25 MB |
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Building Computer Vision Applications with Python/3 - From Color to Black and White/1. Average grayscale.mp4 | 10.88 MB |
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Building Computer Vision Applications with Python/3 - From Color to Black and White/5. Challenge Removing color.mp4 | 2.89 MB |
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Building Computer Vision Applications with Python/4 - Filters/1. Convolution filters.mp4 | 8.48 MB |
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Building Computer Vision Applications with Python/4 - Filters/4. Gaussian filters.mp4 | 8.20 MB |
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Building Computer Vision Applications with Python/4 - Filters/5. Edge detection filters.mp4 | 14.19 MB |
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Building Computer Vision Applications with Python/4 - Filters/6. Challenge Convolution filters.mp4 | 4.76 MB |
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Building Computer Vision Applications with Python/5 - Image Scaling/1. Image downscaling methods.mp4 | 4.20 MB |
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Building Computer Vision Applications with Python/5 - Image Scaling/5. Challenge Resize a picture.mp4 | 2.94 MB |
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Building Computer Vision Applications with Python/6 - Fun with Cuts/3. Cuts in panoramic photography.mp4 | 12.47 MB |
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Building Computer Vision Applications with Python/7 - Morphological Modifications/1. Why modify objects.mp4 | 13.84 MB |
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Building Computer Vision Applications with Python/7 - Morphological Modifications/4. Challenge Help a robot.mp4 | 9.03 MB |
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Building Computer Vision Applications with Python/8 - Conclusion/1. Next steps.mp4 | 1.82 MB |
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Building Computer Vision Applications with Python/description.html | 1.13 kB |
Building Computer Vision Applications with Python/Ex_Files_Computer_Vision_Deep_Dive_in_Python.zip | 145.77 MB |
Deep Learning Getting Started/0 - Introduction/1. Getting started with deep learning.mp4 | 3.96 MB |
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Deep Learning Getting Started/0 - Introduction/3. Setting up the environment.mp4 | 5.99 MB |
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Deep Learning Getting Started/1 - Introduction to Deep Learning/1. What is deep learning.mp4 | 2.65 MB |
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Deep Learning Getting Started/1 - Introduction to Deep Learning/2. Linear regression.mp4 | 5.56 MB |
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Deep Learning Getting Started/1 - Introduction to Deep Learning/3. An analogy for deep learning.mp4 | 4.49 MB |
Deep Learning Getting Started/1 - Introduction to Deep Learning/3. An analogy for deep learning.srt | 4.44 kB |
Deep Learning Getting Started/1 - Introduction to Deep Learning/4. The perceptron.mp4 | 2.60 MB |
Deep Learning Getting Started/1 - Introduction to Deep Learning/4. The perceptron.srt | 2.60 kB |
Deep Learning Getting Started/1 - Introduction to Deep Learning/5. Artificial neural networks.mp4 | 5.78 MB |
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Deep Learning Getting Started/1 - Introduction to Deep Learning/6. Training an ANN.mp4 | 5.20 MB |
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Deep Learning Getting Started/2 - Neural Network Architecture/1. The input layer.mp4 | 5.88 MB |
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Deep Learning Getting Started/2 - Neural Network Architecture/2. Hidden layers.mp4 | 4.63 MB |
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Deep Learning Getting Started/2 - Neural Network Architecture/3. Weights and biases.mp4 | 5.61 MB |
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Deep Learning Getting Started/2 - Neural Network Architecture/4. Activation functions.mp4 | 3.91 MB |
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Deep Learning Getting Started/3 - Training a Neural Network/1. Setup and initialization.srt | 4.83 kB |
Deep Learning Getting Started/3 - Training a Neural Network/10. Using available open-source models.mp4 | 4.31 MB |
Deep Learning Getting Started/3 - Training a Neural Network/10. Using available open-source models.srt | 3.66 kB |
Deep Learning Getting Started/3 - Training a Neural Network/2. Forward propagation.mp4 | 2.81 MB |
Deep Learning Getting Started/3 - Training a Neural Network/2. Forward propagation.srt | 2.13 kB |
Deep Learning Getting Started/3 - Training a Neural Network/3. Measuring accuracy and error.mp4 | 4.73 MB |
Deep Learning Getting Started/3 - Training a Neural Network/3. Measuring accuracy and error.srt | 3.76 kB |
Deep Learning Getting Started/3 - Training a Neural Network/4. Back propagation.mp4 | 4.79 MB |
Deep Learning Getting Started/3 - Training a Neural Network/4. Back propagation.srt | 3.85 kB |
Deep Learning Getting Started/3 - Training a Neural Network/5. Gradient descent.mp4 | 3.03 MB |
Deep Learning Getting Started/3 - Training a Neural Network/5. Gradient descent.srt | 2.38 kB |
Deep Learning Getting Started/3 - Training a Neural Network/6. Batches and epochs.mp4 | 4.80 MB |
Deep Learning Getting Started/3 - Training a Neural Network/6. Batches and epochs.srt | 3.90 kB |
Deep Learning Getting Started/3 - Training a Neural Network/7. Validation and testing.mp4 | 3.22 MB |
Deep Learning Getting Started/3 - Training a Neural Network/7. Validation and testing.srt | 2.60 kB |
Deep Learning Getting Started/3 - Training a Neural Network/8. An ANN model.mp4 | 3.51 MB |
Deep Learning Getting Started/3 - Training a Neural Network/8. An ANN model.srt | 3.00 kB |
Deep Learning Getting Started/3 - Training a Neural Network/9. Reusing existing network architectures.mp4 | 4.22 MB |
Deep Learning Getting Started/3 - Training a Neural Network/9. Reusing existing network architectures.srt | 3.94 kB |
Deep Learning Getting Started/4 - Deep Learning Example 1/1. The Iris classification problem.mp4 | 4.71 MB |
Deep Learning Getting Started/4 - Deep Learning Example 1/1. The Iris classification problem.srt | 2.20 kB |
Deep Learning Getting Started/4 - Deep Learning Example 1/2. Input preprocessing.mp4 | 9.40 MB |
Deep Learning Getting Started/4 - Deep Learning Example 1/2. Input preprocessing.srt | 4.18 kB |
Deep Learning Getting Started/4 - Deep Learning Example 1/3. Creating a deep learning model.mp4 | 8.10 MB |
Deep Learning Getting Started/4 - Deep Learning Example 1/3. Creating a deep learning model.srt | 4.00 kB |
Deep Learning Getting Started/4 - Deep Learning Example 1/4. Training and evaluation.mp4 | 9.43 MB |
Deep Learning Getting Started/4 - Deep Learning Example 1/4. Training and evaluation.srt | 4.29 kB |
Deep Learning Getting Started/4 - Deep Learning Example 1/5. Saving and loading models.mp4 | 3.05 MB |
Deep Learning Getting Started/4 - Deep Learning Example 1/5. Saving and loading models.srt | 1.94 kB |
Deep Learning Getting Started/4 - Deep Learning Example 1/6. Predictions with deep learning models.mp4 | 4.59 MB |
Deep Learning Getting Started/4 - Deep Learning Example 1/6. Predictions with deep learning models.srt | 2.41 kB |
Deep Learning Getting Started/5 - Deep Learning Example 2/1. Spam classification problem.mp4 | 3.72 MB |
Deep Learning Getting Started/5 - Deep Learning Example 2/1. Spam classification problem.srt | 2.84 kB |
Deep Learning Getting Started/5 - Deep Learning Example 2/2. Creating text representations.mp4 | 7.14 MB |
Deep Learning Getting Started/5 - Deep Learning Example 2/2. Creating text representations.srt | 3.00 kB |
Deep Learning Getting Started/5 - Deep Learning Example 2/3. Building a spam model.mp4 | 5.24 MB |
Deep Learning Getting Started/5 - Deep Learning Example 2/3. Building a spam model.srt | 1.98 kB |
Deep Learning Getting Started/5 - Deep Learning Example 2/4. Predictions for text.mp4 | 4.10 MB |
Deep Learning Getting Started/5 - Deep Learning Example 2/4. Predictions for text.srt | 2.23 kB |
Deep Learning Getting Started/6 - Deep Learning Exercise/1. Exercise problem statement.mp4 | 5.84 MB |
Deep Learning Getting Started/6 - Deep Learning Exercise/1. Exercise problem statement.srt | 3.85 kB |
Deep Learning Getting Started/6 - Deep Learning Exercise/2. Preprocessing RCA data.mp4 | 4.02 MB |
Deep Learning Getting Started/6 - Deep Learning Exercise/2. Preprocessing RCA data.srt | 1.50 kB |
Deep Learning Getting Started/6 - Deep Learning Exercise/3. Building the RCA model.mp4 | 3.62 MB |
Deep Learning Getting Started/6 - Deep Learning Exercise/3. Building the RCA model.srt | 1.21 kB |
Deep Learning Getting Started/6 - Deep Learning Exercise/4. Predicting root causes with deep learning.mp4 | 2.68 MB |
Deep Learning Getting Started/6 - Deep Learning Exercise/4. Predicting root causes with deep learning.srt | 1.47 kB |
Deep Learning Getting Started/7 - Conclusion/1. Extending your deep learning education.mp4 | 1.54 MB |
Deep Learning Getting Started/7 - Conclusion/1. Extending your deep learning education.srt | 1.04 kB |
Deep Learning Getting Started/description.html | 1.20 kB |
Deep Learning Getting Started/Ex_Files_Deep_Learning_Getting_Started.zip | 102.95 kB |
Hands-On PyTorch Machine Learning/0 - Introduction/1. Explore the capabilities of PyTorch.mp4 | 2.54 MB |
Hands-On PyTorch Machine Learning/0 - Introduction/1. Explore the capabilities of PyTorch.srt | 1.36 kB |
Hands-On PyTorch Machine Learning/1 - Preparation/1. PyTorch overview.mp4 | 7.73 MB |
Hands-On PyTorch Machine Learning/1 - Preparation/1. PyTorch overview.srt | 5.76 kB |
Hands-On PyTorch Machine Learning/1 - Preparation/2. PyTorch environment setup.mp4 | 13.03 MB |
Hands-On PyTorch Machine Learning/1 - Preparation/2. PyTorch environment setup.srt | 5.48 kB |
Hands-On PyTorch Machine Learning/1 - Preparation/3. PyTorch use case description.mp4 | 3.58 MB |
Hands-On PyTorch Machine Learning/1 - Preparation/3. PyTorch use case description.srt | 3.59 kB |
Hands-On PyTorch Machine Learning/1 - Preparation/4. PyTorch data exploration.mp4 | 12.13 MB |
Hands-On PyTorch Machine Learning/1 - Preparation/4. PyTorch data exploration.srt | 5.45 kB |
Hands-On PyTorch Machine Learning/2 - PyTorch Basics/1. Understand PyTorch tensors.mp4 | 7.04 MB |
Hands-On PyTorch Machine Learning/2 - PyTorch Basics/1. Understand PyTorch tensors.srt | 4.99 kB |
Hands-On PyTorch Machine Learning/2 - PyTorch Basics/2. Understand PyTorch basic operations.mp4 | 7.49 MB |
Hands-On PyTorch Machine Learning/2 - PyTorch Basics/2. Understand PyTorch basic operations.srt | 3.81 kB |
Hands-On PyTorch Machine Learning/2 - PyTorch Basics/3. Understand PyTorch NumPy Bridge.mp4 | 8.10 MB |
Hands-On PyTorch Machine Learning/2 - PyTorch Basics/3. Understand PyTorch NumPy Bridge.srt | 4.84 kB |
Hands-On PyTorch Machine Learning/2 - PyTorch Basics/4. Understand PyTorch autograd.mp4 | 5.42 MB |
Hands-On PyTorch Machine Learning/2 - PyTorch Basics/4. Understand PyTorch autograd.srt | 4.12 kB |
Hands-On PyTorch Machine Learning/2 - PyTorch Basics/5. Advanced PyTorch autograd.mp4 | 5.01 MB |
Hands-On PyTorch Machine Learning/2 - PyTorch Basics/5. Advanced PyTorch autograd.srt | 3.10 kB |
Hands-On PyTorch Machine Learning/3 - Torchvision/1. Torchvision introduction.mp4 | 13.69 MB |
Hands-On PyTorch Machine Learning/3 - Torchvision/1. Torchvision introduction.srt | 12.03 kB |
Hands-On PyTorch Machine Learning/3 - Torchvision/2. Torchvision for video and image understanding.mp4 | 4.46 MB |
Hands-On PyTorch Machine Learning/3 - Torchvision/2. Torchvision for video and image understanding.srt | 1.90 kB |
Hands-On PyTorch Machine Learning/4 - Torchaudio/1. Torchaudio introduction.mp4 | 6.57 MB |
Hands-On PyTorch Machine Learning/4 - Torchaudio/1. Torchaudio introduction.srt | 4.81 kB |
Hands-On PyTorch Machine Learning/4 - Torchaudio/2. Torchaudio for audio understanding.mp4 | 13.23 MB |
Hands-On PyTorch Machine Learning/4 - Torchaudio/2. Torchaudio for audio understanding.srt | 5.36 kB |
Hands-On PyTorch Machine Learning/5 - Torchtext/1. Torchtext introduction.mp4 | 7.87 MB |
Hands-On PyTorch Machine Learning/5 - Torchtext/1. Torchtext introduction.srt | 5.01 kB |
Hands-On PyTorch Machine Learning/5 - Torchtext/2. Torchtext for translation.mp4 | 14.33 MB |
Hands-On PyTorch Machine Learning/5 - Torchtext/2. Torchtext for translation.srt | 5.48 kB |
Hands-On PyTorch Machine Learning/6 - Conclusion/1. Continuing your PyTorch learning process.mp4 | 1.73 MB |
Hands-On PyTorch Machine Learning/6 - Conclusion/1. Continuing your PyTorch learning process.srt | 1.86 kB |
Hands-On PyTorch Machine Learning/description.html | 1.06 kB |
Hands-On PyTorch Machine Learning/Ex_Files_Hands_On_PyTorch_ML.zip | 6.84 MB |
Machine Learning Foundations Linear Algebra/0 - Introduction/1. Introduction.mp4 | 8.62 MB |
Machine Learning Foundations Linear Algebra/0 - Introduction/1. Introduction.srt | 1.52 kB |
Machine Learning Foundations Linear Algebra/0 - Introduction/2. What you should know.mp4 | 5.35 MB |
Machine Learning Foundations Linear Algebra/0 - Introduction/2. What you should know.srt | 1.63 kB |
Machine Learning Foundations Linear Algebra/1 - Introduction to Linear Algebra/1. Defining linear algebra.mp4 | 11.17 MB |
Machine Learning Foundations Linear Algebra/1 - Introduction to Linear Algebra/1. Defining linear algebra.srt | 3.46 kB |
Machine Learning Foundations Linear Algebra/1 - Introduction to Linear Algebra/2. Applications of linear algebra in ML.mp4 | 22.84 MB |
Machine Learning Foundations Linear Algebra/1 - Introduction to Linear Algebra/2. Applications of linear algebra in ML.srt | 7.65 kB |
Machine Learning Foundations Linear Algebra/2 - Vectors Basics/1. Introduction to vectors.mp4 | 29.95 MB |
Machine Learning Foundations Linear Algebra/2 - Vectors Basics/1. Introduction to vectors.srt | 6.86 kB |
Machine Learning Foundations Linear Algebra/2 - Vectors Basics/2. Vector arithmetic.mp4 | 12.40 MB |
Machine Learning Foundations Linear Algebra/2 - Vectors Basics/2. Vector arithmetic.srt | 5.52 kB |
Machine Learning Foundations Linear Algebra/2 - Vectors Basics/3. Coordinate system.mp4 | 9.79 MB |
Machine Learning Foundations Linear Algebra/2 - Vectors Basics/3. Coordinate system.srt | 4.20 kB |
Machine Learning Foundations Linear Algebra/3 - Vector Projections and Basis/1. Dot product of vectors.mp4 | 12.40 MB |
Machine Learning Foundations Linear Algebra/3 - Vector Projections and Basis/1. Dot product of vectors.srt | 4.44 kB |
Machine Learning Foundations Linear Algebra/3 - Vector Projections and Basis/2. Scalar and vector projection.mp4 | 13.76 MB |
Machine Learning Foundations Linear Algebra/3 - Vector Projections and Basis/2. Scalar and vector projection.srt | 4.85 kB |
Machine Learning Foundations Linear Algebra/3 - Vector Projections and Basis/3. Changing basis of vectors.mp4 | 17.13 MB |
Machine Learning Foundations Linear Algebra/3 - Vector Projections and Basis/3. Changing basis of vectors.srt | 6.43 kB |
Machine Learning Foundations Linear Algebra/3 - Vector Projections and Basis/4. Basis, linear independence, and span.mp4 | 12.04 MB |
Machine Learning Foundations Linear Algebra/3 - Vector Projections and Basis/4. Basis, linear independence, and span.srt | 3.98 kB |
Machine Learning Foundations Linear Algebra/4 - Introduction to Matrices/1. Matrices introduction.mp4 | 8.38 MB |
Machine Learning Foundations Linear Algebra/4 - Introduction to Matrices/1. Matrices introduction.srt | 3.85 kB |
Machine Learning Foundations Linear Algebra/4 - Introduction to Matrices/2. Types of matrices.mp4 | 9.62 MB |
Machine Learning Foundations Linear Algebra/4 - Introduction to Matrices/2. Types of matrices.srt | 4.26 kB |
Machine Learning Foundations Linear Algebra/4 - Introduction to Matrices/3. Types of matrix transformation.mp4 | 8.87 MB |
Machine Learning Foundations Linear Algebra/4 - Introduction to Matrices/3. Types of matrix transformation.srt | 4.33 kB |
Machine Learning Foundations Linear Algebra/4 - Introduction to Matrices/4. Composition or combination of matrix transformations.mp4 | 11.76 MB |
Machine Learning Foundations Linear Algebra/4 - Introduction to Matrices/4. Composition or combination of matrix transformations.srt | 4.27 kB |
Machine Learning Foundations Linear Algebra/5 - Gaussian Elimination/1. Solving linear equations using Gaussian elimination.mp4 | 17.05 MB |
Machine Learning Foundations Linear Algebra/5 - Gaussian Elimination/1. Solving linear equations using Gaussian elimination.srt | 6.07 kB |
Machine Learning Foundations Linear Algebra/5 - Gaussian Elimination/2. Gaussian elimination and finding the inverse matrix.mp4 | 9.73 MB |
Machine Learning Foundations Linear Algebra/5 - Gaussian Elimination/2. Gaussian elimination and finding the inverse matrix.srt | 4.40 kB |
Machine Learning Foundations Linear Algebra/5 - Gaussian Elimination/3. Inverse and determinant.mp4 | 8.39 MB |
Machine Learning Foundations Linear Algebra/5 - Gaussian Elimination/3. Inverse and determinant.srt | 3.94 kB |
Machine Learning Foundations Linear Algebra/6 - Matrices from Orthogonality to Gram–Schmidt Process/1. Matrices changing basis.mp4 | 7.39 MB |
Machine Learning Foundations Linear Algebra/6 - Matrices from Orthogonality to Gram–Schmidt Process/1. Matrices changing basis.srt | 3.25 kB |
Machine Learning Foundations Linear Algebra/6 - Matrices from Orthogonality to Gram–Schmidt Process/2. Transforming to the new basis.mp4 | 14.42 MB |
Machine Learning Foundations Linear Algebra/6 - Matrices from Orthogonality to Gram–Schmidt Process/2. Transforming to the new basis.srt | 3.63 kB |
Machine Learning Foundations Linear Algebra/6 - Matrices from Orthogonality to Gram–Schmidt Process/3. Orthogonal matrix.mp4 | 6.55 MB |
Machine Learning Foundations Linear Algebra/6 - Matrices from Orthogonality to Gram–Schmidt Process/3. Orthogonal matrix.srt | 3.22 kB |
Machine Learning Foundations Linear Algebra/6 - Matrices from Orthogonality to Gram–Schmidt Process/4. Gram–Schmidt process.mp4 | 11.08 MB |
Machine Learning Foundations Linear Algebra/6 - Matrices from Orthogonality to Gram–Schmidt Process/4. Gram–Schmidt process.srt | 3.96 kB |
Machine Learning Foundations Linear Algebra/7 - Eigenvalues and Eigenvectors/1. Introduction to eigenvalues and eigenvectors.mp4 | 10.39 MB |
Machine Learning Foundations Linear Algebra/7 - Eigenvalues and Eigenvectors/1. Introduction to eigenvalues and eigenvectors.srt | 3.98 kB |
Machine Learning Foundations Linear Algebra/7 - Eigenvalues and Eigenvectors/2. Calculating eigenvalues and eigenvectors.mp4 | 11.50 MB |
Machine Learning Foundations Linear Algebra/7 - Eigenvalues and Eigenvectors/2. Calculating eigenvalues and eigenvectors.srt | 4.38 kB |
Machine Learning Foundations Linear Algebra/7 - Eigenvalues and Eigenvectors/3. Changing to the eigenbasis.mp4 | 13.17 MB |
Machine Learning Foundations Linear Algebra/7 - Eigenvalues and Eigenvectors/3. Changing to the eigenbasis.srt | 5.67 kB |
Machine Learning Foundations Linear Algebra/7 - Eigenvalues and Eigenvectors/4. Google PageRank algorithm.mp4 | 12.42 MB |
Machine Learning Foundations Linear Algebra/7 - Eigenvalues and Eigenvectors/4. Google PageRank algorithm.srt | 5.99 kB |
Machine Learning Foundations Linear Algebra/8 - Conclusion/1. Next steps.mp4 | 2.51 MB |
Machine Learning Foundations Linear Algebra/8 - Conclusion/1. Next steps.srt | 1.15 kB |
Machine Learning Foundations Linear Algebra/description.html | 1.10 kB |
Machine Learning Foundations Linear Algebra/Ex_Files_ML_Foundations_Linear_Algebra.zip | 33.35 kB |
Reinforcement Learning Foundations/0 - Introduction/1. Reinforcement learning in a nutshell.mp4 | 3.67 MB |
Reinforcement Learning Foundations/0 - Introduction/1. Reinforcement learning in a nutshell.srt | 1.47 kB |
Reinforcement Learning Foundations/1 - Getting Started with Reinforcement Learning/1. Terms in reinforcement learning.mp4 | 10.22 MB |
Reinforcement Learning Foundations/1 - Getting Started with Reinforcement Learning/1. Terms in reinforcement learning.srt | 3.68 kB |
Reinforcement Learning Foundations/1 - Getting Started with Reinforcement Learning/2. A basic RL problem.mp4 | 15.11 MB |
Reinforcement Learning Foundations/1 - Getting Started with Reinforcement Learning/2. A basic RL problem.srt | 6.68 kB |
Reinforcement Learning Foundations/1 - Getting Started with Reinforcement Learning/3. Markov decision process.mp4 | 17.38 MB |
Reinforcement Learning Foundations/1 - Getting Started with Reinforcement Learning/3. Markov decision process.srt | 6.97 kB |
Reinforcement Learning Foundations/1 - Getting Started with Reinforcement Learning/4. A basic RL solution.mp4 | 8.59 MB |
Reinforcement Learning Foundations/1 - Getting Started with Reinforcement Learning/4. A basic RL solution.srt | 3.54 kB |
Reinforcement Learning Foundations/2 - Reinforcement Learning Algorithms/1. Monte Carlo method.mp4 | 12.18 MB |
Reinforcement Learning Foundations/2 - Reinforcement Learning Algorithms/1. Monte Carlo method.srt | 4.75 kB |
Reinforcement Learning Foundations/2 - Reinforcement Learning Algorithms/2. Temporal difference methods.mp4 | 2.31 MB |
Reinforcement Learning Foundations/2 - Reinforcement Learning Algorithms/2. Temporal difference methods.srt | 1.80 kB |
Reinforcement Learning Foundations/2 - Reinforcement Learning Algorithms/3. Other RL algorithms.mp4 | 3.15 MB |
Reinforcement Learning Foundations/2 - Reinforcement Learning Algorithms/3. Other RL algorithms.srt | 916.00 B |
Reinforcement Learning Foundations/3 - Monte Carlo Method/1. The setting.mp4 | 3.22 MB |
Reinforcement Learning Foundations/3 - Monte Carlo Method/1. The setting.srt | 2.10 kB |
Reinforcement Learning Foundations/3 - Monte Carlo Method/2. Exploration and exploitation.mp4 | 7.71 MB |
Reinforcement Learning Foundations/3 - Monte Carlo Method/2. Exploration and exploitation.srt | 3.51 kB |
Reinforcement Learning Foundations/3 - Monte Carlo Method/3. Monte Carlo prediction.mp4 | 2.42 MB |
Reinforcement Learning Foundations/3 - Monte Carlo Method/3. Monte Carlo prediction.srt | 2.67 kB |
Reinforcement Learning Foundations/3 - Monte Carlo Method/4. First visit and every visit MC prediction.mp4 | 6.82 MB |
Reinforcement Learning Foundations/3 - Monte Carlo Method/4. First visit and every visit MC prediction.srt | 2.71 kB |
Reinforcement Learning Foundations/3 - Monte Carlo Method/5. Monte Carlo control.mp4 | 1.41 MB |
Reinforcement Learning Foundations/3 - Monte Carlo Method/5. Monte Carlo control.srt | 1.40 kB |
Reinforcement Learning Foundations/3 - Monte Carlo Method/6. Additional modifications.mp4 | 4.54 MB |
Reinforcement Learning Foundations/3 - Monte Carlo Method/6. Additional modifications.srt | 4.17 kB |
Reinforcement Learning Foundations/4 - Temporal Difference Methods/1. The setting.mp4 | 5.19 MB |
Reinforcement Learning Foundations/4 - Temporal Difference Methods/1. The setting.srt | 1.82 kB |
Reinforcement Learning Foundations/4 - Temporal Difference Methods/2. SARSA.mp4 | 15.19 MB |
Reinforcement Learning Foundations/4 - Temporal Difference Methods/2. SARSA.srt | 6.81 kB |
Reinforcement Learning Foundations/4 - Temporal Difference Methods/3. SARSAMAX (Q-learning).mp4 | 9.14 MB |
Reinforcement Learning Foundations/4 - Temporal Difference Methods/3. SARSAMAX (Q-learning).srt | 3.23 kB |
Reinforcement Learning Foundations/4 - Temporal Difference Methods/4. Expected SARSA.mp4 | 7.06 MB |
Reinforcement Learning Foundations/4 - Temporal Difference Methods/4. Expected SARSA.srt | 2.53 kB |
Reinforcement Learning Foundations/5 - Modified Forms of Reinforcement/1. Deep reinforcement learning.mp4 | 4.29 MB |
Reinforcement Learning Foundations/5 - Modified Forms of Reinforcement/1. Deep reinforcement learning.srt | 2.20 kB |
Reinforcement Learning Foundations/5 - Modified Forms of Reinforcement/2. Multi-agent reinforcement learning.mp4 | 1.77 MB |
Reinforcement Learning Foundations/5 - Modified Forms of Reinforcement/2. Multi-agent reinforcement learning.srt | 1.68 kB |
Reinforcement Learning Foundations/5 - Modified Forms of Reinforcement/3. Inverse reinforcement learning.mp4 | 2.22 MB |
Reinforcement Learning Foundations/5 - Modified Forms of Reinforcement/3. Inverse reinforcement learning.srt | 1.76 kB |
Reinforcement Learning Foundations/6 - Conclusion/1. Your reinforcement learning journey.mp4 | 6.16 MB |
Reinforcement Learning Foundations/6 - Conclusion/1. Your reinforcement learning journey.srt | 2.80 kB |
Reinforcement Learning Foundations/description.html | 1.04 kB |