CourseBoat com PluralSight Deep Learning Literacy Path | 0ACCDEB03D10622AFCEDB85B1706257EAD95A925

CourseBoat com PluralSight Deep Learning Literacy Path

Name	[ CourseBoat.com ] PluralSight - Deep Learning Literacy (Path)	DOWNLOAD Copy Link
Total Size	838.7 MB
Total Files	322
Last Seen	2024-07-23 23:49
Hash	0ACCDEB03D10622AFCEDB85B1706257EAD95A925

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Get Bonus Downloads Here.url	0.2 KB
/.../1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/1. Course Overview/
1. Course Overview.mp4	3.6 MB
1. Course Overview.vtt	2.4 KB
/.../2. Introduction to Deep Learning/
1. Course Introduction and Module Overview.mp4	5.5 MB
1. Course Introduction and Module Overview.vtt	4.8 KB
2. What Is Deep Learning.mp4	6.3 MB
2. What Is Deep Learning.vtt	5.5 KB
3. Applications of Deep Learning in the Industry.mp4	12.0 MB
3. Applications of Deep Learning in the Industry.vtt	5.5 KB
4. Deep Learning Frameworks.mp4	4.7 MB
4. Deep Learning Frameworks.vtt	4.8 KB
5. Demo - Introduction to the Problem and Dataset.mp4	5.7 MB
5. Demo - Introduction to the Problem and Dataset.vtt	2.0 KB
6. Demo - Setting up Your Environment.mp4	6.3 MB
6. Demo - Setting up Your Environment.vtt	3.7 KB
7. Module Summary.mp4	1.5 MB
7. Module Summary.vtt	1.3 KB
/.../3. The Inner Workings of Deep Learning/
01. Module Overview.mp4	1.4 MB
01. Module Overview.vtt	1.2 KB
02. The Perceptron - From Biological to Artificial Neurons.mp4	5.2 MB
02. The Perceptron - From Biological to Artificial Neurons.vtt	4.4 KB
03. Activation Functions.mp4	7.5 MB
03. Activation Functions.vtt	6.5 KB
04. The Design and Working of a Neural Network.mp4	10.6 MB
04. The Design and Working of a Neural Network.vtt	6.9 KB
05. Gradient Descent.mp4	6.3 MB
05. Gradient Descent.vtt	5.5 KB
06. Demo - Basic Dataset Exploration.mp4	15.0 MB
06. Demo - Basic Dataset Exploration.vtt	6.9 KB
07. Demo - Preparing the Data - Part 1.mp4	15.4 MB
07. Demo - Preparing the Data - Part 1.vtt	7.8 KB
08. Demo - Preparing the Data - Part 2.mp4	13.5 MB
08. Demo - Preparing the Data - Part 2.vtt	5.3 KB
09. Demo - Building, Training, and Evaluating a Neural Network.mp4	20.0 MB
09. Demo - Building, Training, and Evaluating a Neural Network.vtt	10.8 KB
10. Module Summary.mp4	1.3 MB
10. Module Summary.vtt	1.2 KB
/.../4. Types of Neural Networks and Their Uses/
1. Module Overview.mp4	2.0 MB
1. Module Overview.vtt	1.7 KB
2. Convolutional Neural Networks.mp4	3.1 MB
2. Convolutional Neural Networks.vtt	2.8 KB
3. Recurrent Neural Networks.mp4	3.5 MB
3. Recurrent Neural Networks.vtt	3.1 KB
4. Long Short-term Memory Networks.mp4	3.6 MB
4. Long Short-term Memory Networks.vtt	2.9 KB
5. Generative Adversarial Networks.mp4	4.2 MB
5. Generative Adversarial Networks.vtt	3.4 KB
6. Autoencoders.mp4	3.9 MB
6. Autoencoders.vtt	2.8 KB
7. Module Summary and Course Feedback.mp4	1.9 MB
7. Module Summary and Course Feedback.vtt	1.9 KB
/.../1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/
exercise.7z	45.6 MB
playlist.m3u	1.9 KB
~i.txt	1.6 KB
/.../2. Literacy Essentials. Core Concepts Neural Network (Abdul Rehman Yousaf, 2021)/1. Course Overview/
1. Course Overview.mp4	2.5 MB
1. Course Overview.vtt	1.8 KB
/.../2. Introducing Artificial Neural Networks/
1. Module Overview.mp4	5.1 MB
1. Module Overview.vtt	1.4 KB
2. Inspiration from Biological Neurons.mp4	10.8 MB
2. Inspiration from Biological Neurons.vtt	8.3 KB
3. Brief History of Artificial Neural Networks.mp4	3.0 MB
3. Brief History of Artificial Neural Networks.vtt	1.7 KB
4. Introduction to Perceptron.mp4	3.0 MB
4. Introduction to Perceptron.vtt	2.2 KB
5. Summary.mp4	1.3 MB
5. Summary.vtt	1.1 KB
/.../3. Understanding Neural Network’s Structure and Operations/
1. Overview.mp4	1.7 MB
1. Overview.vtt	1.5 KB
2. Concepts of Bias and Weights.mp4	9.2 MB
2. Concepts of Bias and Weights.vtt	7.0 KB
3. Introducing Activation Functions.mp4	11.6 MB
3. Introducing Activation Functions.vtt	8.5 KB
4. Exploring Feed-forwarding Propagation.mp4	9.1 MB
4. Exploring Feed-forwarding Propagation.vtt	5.3 KB
5. Understand the Back-propagation.mp4	11.9 MB
5. Understand the Back-propagation.vtt	6.8 KB
6. Summary.mp4	3.3 MB
6. Summary.vtt	1.7 KB
/.../4. Understanding Vectorized Neural Networks/
1. Overview.mp4	734.8 KB
1. Overview.vtt	0.6 KB
2. What Is Vectorization in General.mp4	6.5 MB
2. What Is Vectorization in General.vtt	4.2 KB
3. Vectorization in the Context of Deep Learning.mp4	9.5 MB
3. Vectorization in the Context of Deep Learning.vtt	5.8 KB
4. Summary.mp4	1.2 MB
4. Summary.vtt	1.1 KB
/.../2. Literacy Essentials. Core Concepts Neural Network (Abdul Rehman Yousaf, 2021)/
exercise.7z	2.5 MB
playlist.m3u	1.3 KB
~i.txt	1.5 KB
/.../3. Literacy Essentials. Core Concepts Convolutional Neural Network (Alex Schultz, 2021)/02/
introduction-slides.pdf	2.3 MB
/.../3. Literacy Essentials. Core Concepts Convolutional Neural Network (Alex Schultz, 2021)/03/
exploring-convolutional-neural-network-architecture-slides.pdf	2.9 MB
/.../3. Literacy Essentials. Core Concepts Convolutional Neural Network (Alex Schultz, 2021)/04/
next-steps-slides.pdf	623.1 KB
/.../3. Literacy Essentials. Core Concepts Convolutional Neural Network (Alex Schultz, 2021)/1. Course Overview/
1. Course Overview.mp4	2.9 MB
1. Course Overview.vtt	1.8 KB
/.../3. Literacy Essentials. Core Concepts Convolutional Neural Network (Alex Schultz, 2021)/2. Introduction/
1. Introduction.mp4	3.2 MB
1. Introduction.vtt	3.5 KB
2. Course Outline.mp4	2.9 MB
2. Course Outline.vtt	3.4 KB
3. How Computers See Images.mp4	12.0 MB
3. How Computers See Images.vtt	7.7 KB
4. Solving Computer Vision Problems before Convolutional Neural Networks.mp4	4.7 MB
4. Solving Computer Vision Problems before Convolutional Neural Networks.vtt	5.1 KB
5. Common Convolutional Neural Network Use Cases.mp4	4.0 MB
5. Common Convolutional Neural Network Use Cases.vtt	3.5 KB
6. Summary.mp4	2.1 MB
6. Summary.vtt	2.3 KB
/.../3. Exploring Convolutional Neural Network Architecture/
1. Introduction.mp4	2.2 MB
1. Introduction.vtt	2.8 KB
2. Artificial Neural Networks.mp4	13.4 MB
2. Artificial Neural Networks.vtt	13.5 KB
3. Model Training.mp4	10.7 MB
3. Model Training.vtt	12.5 KB
4. Convolution Basics.mp4	6.8 MB
4. Convolution Basics.vtt	4.3 KB
5. Convolutional Layers.mp4	18.5 MB
5. Convolutional Layers.vtt	14.0 KB
6. Pooling Layer.mp4	2.7 MB
6. Pooling Layer.vtt	3.2 KB
7. CNN Structure.mp4	3.3 MB
7. CNN Structure.vtt	4.4 KB
8. Fine-tuning.mp4	4.8 MB
8. Fine-tuning.vtt	5.5 KB
9. Summary.mp4	2.6 MB
9. Summary.vtt	3.6 KB
/.../3. Literacy Essentials. Core Concepts Convolutional Neural Network (Alex Schultz, 2021)/4. Next Steps/
1. Introduction.mp4	824.5 KB
1. Introduction.vtt	1.0 KB
2. Popular Convolutional Neural Networks.mp4	7.9 MB
2. Popular Convolutional Neural Networks.vtt	7.3 KB
3. Deep Learning Tools and Frameworks.mp4	16.5 MB
3. Deep Learning Tools and Frameworks.vtt	9.1 KB
4. Summary.mp4	1.0 MB
4. Summary.vtt	1.4 KB
/.../3. Literacy Essentials. Core Concepts Convolutional Neural Network (Alex Schultz, 2021)/
playlist.m3u	1.2 KB
~i.txt	1.4 KB
/.../4. Literacy Essentials. Core Concepts Recurrent Neural Networks (Abdul Rehman Yousaf, 2022)/1. Course Overview/
1. Course Overview.mp4	3.5 MB
1. Course Overview.vtt	2.6 KB
/.../2. Understanding the Basics of Neural Networks/
1. Overview.mp4	2.2 MB
1. Overview.vtt	1.7 KB
2. Introduction to Neural Networks.mp4	2.9 MB
2. Introduction to Neural Networks.vtt	2.3 KB
3. Exploring Important Concepts of NNs.mp4	8.6 MB
3. Exploring Important Concepts of NNs.vtt	6.4 KB
4. Explore Activation Functions in NNs.mp4	15.4 MB
4. Explore Activation Functions in NNs.vtt	11.9 KB
5. Explore Propagations in NNs.mp4	6.8 MB
5. Explore Propagations in NNs.vtt	4.0 KB
6. Summary.mp4	1.1 MB
6. Summary.vtt	0.9 KB
/.../3. Introducing the Recurrent Neural Networks/
1. Overview.mp4	1.6 MB
1. Overview.vtt	1.6 KB
2. What Is a Recurrent Neural Network and Why.mp4	8.2 MB
2. What Is a Recurrent Neural Network and Why.vtt	7.2 KB
3. How RNN Is Different from CNN.mp4	4.7 MB
3. How RNN Is Different from CNN.vtt	3.3 KB
4. Different Types and Architectures of RNN.mp4	17.5 MB
4. Different Types and Architectures of RNN.vtt	13.6 KB
5. Understand BackPropagation through Time in RNN.mp4	4.6 MB
5. Understand BackPropagation through Time in RNN.vtt	3.7 KB
6. Summary.mp4	1.4 MB
6. Summary.vtt	1.3 KB
/.../4. Building a Recurrent Neural Network Using Tensorflow/
1. Overview.mp4	604.3 KB
1. Overview.vtt	0.6 KB
2. Demo - Implement a Recurrent Neural Network Using TensorFlow.mp4	35.1 MB
2. Demo - Implement a Recurrent Neural Network Using TensorFlow.vtt	15.6 KB
3. Summary.mp4	495.3 KB
3. Summary.vtt	0.5 KB
/.../5. Exploring the Merits of RNNs - Case Study/
1. Overview.mp4	584.2 KB
1. Overview.vtt	0.6 KB
2. Introducing the Case Study.mp4	3.1 MB
2. Introducing the Case Study.vtt	2.5 KB
3. Support of Sequences in Recurrent Neural Networks.mp4	4.2 MB
3. Support of Sequences in Recurrent Neural Networks.vtt	3.3 KB
4. Taking Context into Account for Better Understanding.mp4	2.7 MB
4. Taking Context into Account for Better Understanding.vtt	2.0 KB
5. Summary.mp4	1.2 MB
5. Summary.vtt	1.1 KB
/.../6. Understanding the Best Practices for Building RNNs/
1. Overview.mp4	661.9 KB
1. Overview.vtt	0.6 KB
2. Best Practices for Improving the RNN Model Performance.mp4	9.2 MB
2. Best Practices for Improving the RNN Model Performance.vtt	7.5 KB
3. Considerations Regarding the Model Parameters.mp4	2.2 MB
3. Considerations Regarding the Model Parameters.vtt	1.8 KB
4. Summary.mp4	1.1 MB
4. Summary.vtt	1.1 KB
/.../4. Literacy Essentials. Core Concepts Recurrent Neural Networks (Abdul Rehman Yousaf, 2022)/
playlist.m3u	2.0 KB
~i.txt	1.5 KB
/.../5. Literacy Essentials. Core Concepts Generative Adversarial Network (Jerry Kurata, 2022)/1. Course Overview/
1. Course Overview.mp4	2.7 MB
1. Course Overview.vtt	2.0 KB
/.../5. Literacy Essentials. Core Concepts Generative Adversarial Network (Jerry Kurata, 2022)/2. GAN Basics/
1. GAN Basics.mp4	3.2 MB
1. GAN Basics.vtt	2.4 KB
2. Neural Network Basics.mp4	8.5 MB
2. Neural Network Basics.vtt	6.6 KB
3. Overview.mp4	1.9 MB
3. Overview.vtt	1.9 KB
/.../3. How GANs Work/
1. How GANs Work.mp4	6.7 MB
1. How GANs Work.vtt	4.3 KB
2. GAN Architecture.mp4	3.9 MB
2. GAN Architecture.vtt	3.1 KB
3. GAN Training.mp4	7.8 MB
3. GAN Training.vtt	7.5 KB
4. GAN Issues.mp4	2.9 MB
4. GAN Issues.vtt	2.6 KB
/.../4. Using GANs to Solve Problems/
1. Using GANs to Solve Problems.mp4	999.9 KB
1. Using GANs to Solve Problems.vtt	0.9 KB
2. Powerful Patterns with GANs.mp4	5.5 MB
2. Powerful Patterns with GANs.vtt	2.6 KB
3. Use GANs to Generate Training Data.mp4	8.0 MB
3. Use GANs to Generate Training Data.vtt	3.5 KB
4. Summary.mp4	634.2 KB
4. Summary.vtt	0.8 KB
/.../5. Exploring Example GANs/
1. Exploring Example GANs.mp4	7.0 MB
1. Exploring Example GANs.vtt	5.4 KB
2. Course Summary.mp4	2.7 MB
2. Course Summary.vtt	2.7 KB
/.../5. Literacy Essentials. Core Concepts Generative Adversarial Network (Jerry Kurata, 2022)/
exercise.7z	14.4 MB
playlist.m3u	0.7 KB
~i.txt	1.4 KB
/.../6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/1. Course Overview/
1. Course Overview.mp4	2.8 MB
1. Course Overview.vtt	2.4 KB
/.../2. Introduction to Recommendation Systems/
1. Overview.mp4	1.2 MB
1. Overview.vtt	1.2 KB
2. Examples of Recommender Systems.mp4	2.0 MB
2. Examples of Recommender Systems.vtt	2.2 KB
3. Definition of Recommender System.mp4	4.0 MB
3. Definition of Recommender System.vtt	3.9 KB
4. Benefits of Recommender Systems.mp4	1.7 MB
4. Benefits of Recommender Systems.vtt	1.9 KB
5. Types of Recommender Systems.mp4	2.7 MB
5. Types of Recommender Systems.vtt	2.6 KB
6. Evaluation Criteria of Recommender Systems.mp4	3.7 MB
6. Evaluation Criteria of Recommender Systems.vtt	3.7 KB
7. Summary.mp4	1.2 MB
7. Summary.vtt	1.3 KB
/.../3. Collaborative-filtering Based Recommendation Systems/
1. Overview.mp4	1.2 MB
1. Overview.vtt	1.3 KB
2. Introduction to Collaborative Filtering.mp4	5.6 MB
2. Introduction to Collaborative Filtering.vtt	5.7 KB
3. How to Quantify Similarity.mp4	9.1 MB
3. How to Quantify Similarity.vtt	8.8 KB
4. Collaborative Filtering in the Neighborhood.mp4	7.6 MB
4. Collaborative Filtering in the Neighborhood.vtt	6.7 KB
5. Pros and Cons of Collaborative Filtering.mp4	4.0 MB
5. Pros and Cons of Collaborative Filtering.vtt	4.3 KB
6. Summary.mp4	1.3 MB
6. Summary.vtt	1.5 KB
/.../4. Build a Product Recommendation System for Globomantics Using Python/
1. Overview.mp4	1.6 MB
1. Overview.vtt	1.6 KB
2. Data Exploration.mp4	9.4 MB
2. Data Exploration.vtt	6.2 KB
3. Data Cleaning.mp4	7.0 MB
3. Data Cleaning.vtt	4.5 KB
4. Generate Non-personalized Recommendations.mp4	5.5 MB
4. Generate Non-personalized Recommendations.vtt	4.0 KB
5. Create User-item Interaction Matrix.mp4	2.5 MB
5. Create User-item Interaction Matrix.vtt	1.6 KB
6. Generate Recommendations Using User Based Collab.mp4	8.4 MB
6. Generate Recommendations Using User Based Collab.vtt	4.8 KB
7. Generate Recommendations Using Item Based Collab.mp4	3.1 MB
7. Generate Recommendations Using Item Based Collab.vtt	2.0 KB
8. Summary.mp4	1.3 MB
8. Summary.vtt	1.4 KB
/.../5. Other Approaches to Generate Recommendations/
1. Overview.mp4	1.4 MB
1. Overview.vtt	1.5 KB
2. Content-based Recommendation Systems.mp4	4.9 MB
2. Content-based Recommendation Systems.vtt	5.3 KB
3. Context-aware Recommendation Systems.mp4	3.7 MB
3. Context-aware Recommendation Systems.vtt	3.7 KB
4. Model-based Recommendation Systems.mp4	3.8 MB
4. Model-based Recommendation Systems.vtt	3.5 KB
5. Hybrid Recommendation Systems.mp4	3.3 MB
5. Hybrid Recommendation Systems.vtt	3.9 KB
6. Summary.mp4	2.4 MB
6. Summary.vtt	2.3 KB
/.../6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/
exercise.7z	4.2 MB
playlist.m3u	2.5 KB
~i.txt	1.8 KB
/.../7. Literacy Essentials. Core Concepts Data Normalization (Ifedayo Bamikole, 2022)/1. Course Overview/
1. Course Overview.mp4	3.2 MB
1. Course Overview.vtt	2.1 KB
/.../2. Evaluate Normalization Techniques for Deep Learning/
1. Introduction.mp4	907.7 KB
1. Introduction.vtt	0.7 KB
2. What Is Deep Learning.mp4	2.7 MB
2. What Is Deep Learning.vtt	1.8 KB
3. Deep Learning Use Cases.mp4	4.3 MB
3. Deep Learning Use Cases.vtt	2.8 KB
4. What Are Neural Networks.mp4	4.5 MB
4. What Are Neural Networks.vtt	3.4 KB
5. Challenges in Designing a Deep Learning Solution.mp4	2.0 MB
5. Challenges in Designing a Deep Learning Solution.vtt	2.2 KB
6. What Is Data Normalization.mp4	2.6 MB
6. What Is Data Normalization.vtt	2.6 KB
7. Normalization Demo.mp4	4.9 MB
7. Normalization Demo.vtt	2.7 KB
8. Conclusion.mp4	956.3 KB
8. Conclusion.vtt	1.1 KB
/.../3. Understand Types of Normalization/
1. Introduction.mp4	1.2 MB
1. Introduction.vtt	1.1 KB
2. Batch Normalization.mp4	7.3 MB
2. Batch Normalization.vtt	5.9 KB
3. Convolutional Neural Network.mp4	7.3 MB
3. Convolutional Neural Network.vtt	4.9 KB
4. Layer Normalization.mp4	3.0 MB
4. Layer Normalization.vtt	1.7 KB
5. Instance Normalization.mp4	4.3 MB
5. Instance Normalization.vtt	2.4 KB
6. Group Normalization.mp4	3.7 MB
6. Group Normalization.vtt	2.5 KB
7. Conclusion.mp4	943.6 KB
7. Conclusion.vtt	1.0 KB
/.../4. Case Study on Appropriate Normalization Technique/
1. Introduction.mp4	1.0 MB
1. Introduction.vtt	0.9 KB
2. Quick Overview.mp4	904.7 KB
2. Quick Overview.vtt	1.0 KB
3. Demo - Create A Deep Learning Model With Normalization.mp4	12.4 MB
3. Demo - Create A Deep Learning Model With Normalization.vtt	5.9 KB
4. Conclusion.mp4	1.8 MB
4. Conclusion.vtt	1.9 KB
/.../7. Literacy Essentials. Core Concepts Data Normalization (Ifedayo Bamikole, 2022)/
exercise.7z	9.5 MB
playlist.m3u	1.5 KB
~i.txt	1.4 KB
/~Get Your Files Here !/
Bonus Resources.txt	0.4 KB
scr.png	171.9 KB
~i.txt	1.1 KB
Total files 322