1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/2. Introduction to Deep Learning/1. Course Introduction and Module Overview.mp45.27MB
1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/2. Introduction to Deep Learning/2. What Is Deep Learning.mp45.99MB
1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/2. Introduction to Deep Learning/3. Applications of Deep Learning in the Industry.mp411.43MB
1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/2. Introduction to Deep Learning/4. Deep Learning Frameworks.mp44.48MB
1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/2. Introduction to Deep Learning/5. Demo - Introduction to the Problem and Dataset.mp45.44MB
1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/2. Introduction to Deep Learning/6. Demo - Setting up Your Environment.mp46.05MB
1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/2. Introduction to Deep Learning/7. Module Summary.mp41.42MB
1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/3. The Inner Workings of Deep Learning/01. Module Overview.mp41.34MB
1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/3. The Inner Workings of Deep Learning/02. The Perceptron - From Biological to Artificial Neurons.mp44.91MB
1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/3. The Inner Workings of Deep Learning/03. Activation Functions.mp47.14MB
1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/3. The Inner Workings of Deep Learning/04. The Design and Working of a Neural Network.mp410.15MB
1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/3. The Inner Workings of Deep Learning/05. Gradient Descent.mp45.99MB
1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/3. The Inner Workings of Deep Learning/06. Demo - Basic Dataset Exploration.mp414.34MB
1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/3. The Inner Workings of Deep Learning/07. Demo - Preparing the Data - Part 1.mp414.73MB
1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/3. The Inner Workings of Deep Learning/08. Demo - Preparing the Data - Part 2.mp412.92MB
1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/3. The Inner Workings of Deep Learning/09. Demo - Building, Training, and Evaluating a Neural Network.mp419.11MB
1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/3. The Inner Workings of Deep Learning/10. Module Summary.mp41.25MB
1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/4. Types of Neural Networks and Their Uses/1. Module Overview.mp41.87MB
1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/4. Types of Neural Networks and Their Uses/2. Convolutional Neural Networks.mp42.99MB
1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/4. Types of Neural Networks and Their Uses/3. Recurrent Neural Networks.mp43.35MB
1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/4. Types of Neural Networks and Their Uses/4. Long Short-term Memory Networks.mp43.42MB
1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/4. Types of Neural Networks and Their Uses/5. Generative Adversarial Networks.mp44.01MB
1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/4. Types of Neural Networks and Their Uses/6. Autoencoders.mp43.72MB
1. Literacy Essentials. Core Concepts Deep Learning (Pratheerth Padman, 2021)/4. Types of Neural Networks and Their Uses/7. Module Summary and Course Feedback.mp41.82MB
4. Literacy Essentials. Core Concepts Recurrent Neural Networks (Abdul Rehman Yousaf, 2022)/3. Introducing the Recurrent Neural Networks/2. What Is a Recurrent Neural Network and Why.mp47.83MB
4. Literacy Essentials. Core Concepts Recurrent Neural Networks (Abdul Rehman Yousaf, 2022)/3. Introducing the Recurrent Neural Networks/3. How RNN Is Different from CNN.mp44.52MB
4. Literacy Essentials. Core Concepts Recurrent Neural Networks (Abdul Rehman Yousaf, 2022)/3. Introducing the Recurrent Neural Networks/4. Different Types and Architectures of RNN.mp416.65MB
4. Literacy Essentials. Core Concepts Recurrent Neural Networks (Abdul Rehman Yousaf, 2022)/3. Introducing the Recurrent Neural Networks/5. Understand BackPropagation through Time in RNN.mp44.35MB
4. Literacy Essentials. Core Concepts Recurrent Neural Networks (Abdul Rehman Yousaf, 2022)/4. Building a Recurrent Neural Network Using Tensorflow/1. Overview.mp4590.17KB
4. Literacy Essentials. Core Concepts Recurrent Neural Networks (Abdul Rehman Yousaf, 2022)/4. Building a Recurrent Neural Network Using Tensorflow/2. Demo - Implement a Recurrent Neural Network Using TensorFlow.mp433.51MB
4. Literacy Essentials. Core Concepts Recurrent Neural Networks (Abdul Rehman Yousaf, 2022)/4. Building a Recurrent Neural Network Using Tensorflow/3. Summary.mp4483.7KB
4. Literacy Essentials. Core Concepts Recurrent Neural Networks (Abdul Rehman Yousaf, 2022)/5. Exploring the Merits of RNNs - Case Study/1. Overview.mp4570.47KB
4. Literacy Essentials. Core Concepts Recurrent Neural Networks (Abdul Rehman Yousaf, 2022)/5. Exploring the Merits of RNNs - Case Study/2. Introducing the Case Study.mp42.96MB
4. Literacy Essentials. Core Concepts Recurrent Neural Networks (Abdul Rehman Yousaf, 2022)/5. Exploring the Merits of RNNs - Case Study/3. Support of Sequences in Recurrent Neural Networks.mp43.99MB
4. Literacy Essentials. Core Concepts Recurrent Neural Networks (Abdul Rehman Yousaf, 2022)/5. Exploring the Merits of RNNs - Case Study/4. Taking Context into Account for Better Understanding.mp42.54MB
4. Literacy Essentials. Core Concepts Recurrent Neural Networks (Abdul Rehman Yousaf, 2022)/5. Exploring the Merits of RNNs - Case Study/5. Summary.mp41.18MB
4. Literacy Essentials. Core Concepts Recurrent Neural Networks (Abdul Rehman Yousaf, 2022)/6. Understanding the Best Practices for Building RNNs/1. Overview.mp4646.37KB
4. Literacy Essentials. Core Concepts Recurrent Neural Networks (Abdul Rehman Yousaf, 2022)/6. Understanding the Best Practices for Building RNNs/2. Best Practices for Improving the RNN Model Performance.mp48.75MB
4. Literacy Essentials. Core Concepts Recurrent Neural Networks (Abdul Rehman Yousaf, 2022)/6. Understanding the Best Practices for Building RNNs/3. Considerations Regarding the Model Parameters.mp42.11MB
4. Literacy Essentials. Core Concepts Recurrent Neural Networks (Abdul Rehman Yousaf, 2022)/6. Understanding the Best Practices for Building RNNs/4. Summary.mp41.01MB
5. Literacy Essentials. Core Concepts Generative Adversarial Network (Jerry Kurata, 2022)/3. How GANs Work/1. How GANs Work.mp46.36MB
5. Literacy Essentials. Core Concepts Generative Adversarial Network (Jerry Kurata, 2022)/3. How GANs Work/2. GAN Architecture.mp43.73MB
5. Literacy Essentials. Core Concepts Generative Adversarial Network (Jerry Kurata, 2022)/3. How GANs Work/3. GAN Training.mp47.46MB
5. Literacy Essentials. Core Concepts Generative Adversarial Network (Jerry Kurata, 2022)/3. How GANs Work/4. GAN Issues.mp42.75MB
5. Literacy Essentials. Core Concepts Generative Adversarial Network (Jerry Kurata, 2022)/4. Using GANs to Solve Problems/1. Using GANs to Solve Problems.mp4976.46KB
5. Literacy Essentials. Core Concepts Generative Adversarial Network (Jerry Kurata, 2022)/4. Using GANs to Solve Problems/2. Powerful Patterns with GANs.mp45.28MB
5. Literacy Essentials. Core Concepts Generative Adversarial Network (Jerry Kurata, 2022)/4. Using GANs to Solve Problems/3. Use GANs to Generate Training Data.mp47.64MB
5. Literacy Essentials. Core Concepts Generative Adversarial Network (Jerry Kurata, 2022)/4. Using GANs to Solve Problems/4. Summary.mp4619.29KB
5. Literacy Essentials. Core Concepts Generative Adversarial Network (Jerry Kurata, 2022)/5. Exploring Example GANs/1. Exploring Example GANs.mp46.65MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/2. Introduction to Recommendation Systems/1. Overview.mp41.13MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/2. Introduction to Recommendation Systems/2. Examples of Recommender Systems.mp41.9MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/2. Introduction to Recommendation Systems/3. Definition of Recommender System.mp43.84MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/2. Introduction to Recommendation Systems/4. Benefits of Recommender Systems.mp41.58MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/2. Introduction to Recommendation Systems/5. Types of Recommender Systems.mp42.54MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/2. Introduction to Recommendation Systems/6. Evaluation Criteria of Recommender Systems.mp43.57MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/2. Introduction to Recommendation Systems/7. Summary.mp41.17MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/3. Collaborative-filtering Based Recommendation Systems/1. Overview.mp41.15MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/3. Collaborative-filtering Based Recommendation Systems/2. Introduction to Collaborative Filtering.mp45.3MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/3. Collaborative-filtering Based Recommendation Systems/3. How to Quantify Similarity.mp48.71MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/3. Collaborative-filtering Based Recommendation Systems/4. Collaborative Filtering in the Neighborhood.mp47.21MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/3. Collaborative-filtering Based Recommendation Systems/5. Pros and Cons of Collaborative Filtering.mp43.82MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/3. Collaborative-filtering Based Recommendation Systems/6. Summary.mp41.28MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/4. Build a Product Recommendation System for Globomantics Using Python/1. Overview.mp41.56MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/4. Build a Product Recommendation System for Globomantics Using Python/2. Data Exploration.mp48.98MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/4. Build a Product Recommendation System for Globomantics Using Python/3. Data Cleaning.mp46.71MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/4. Build a Product Recommendation System for Globomantics Using Python/4. Generate Non-personalized Recommendations.mp45.22MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/4. Build a Product Recommendation System for Globomantics Using Python/5. Create User-item Interaction Matrix.mp42.35MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/4. Build a Product Recommendation System for Globomantics Using Python/6. Generate Recommendations Using User Based Collab.mp48.03MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/4. Build a Product Recommendation System for Globomantics Using Python/7. Generate Recommendations Using Item Based Collab.mp42.92MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/4. Build a Product Recommendation System for Globomantics Using Python/8. Summary.mp41.24MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/5. Other Approaches to Generate Recommendations/1. Overview.mp41.3MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/5. Other Approaches to Generate Recommendations/2. Content-based Recommendation Systems.mp44.64MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/5. Other Approaches to Generate Recommendations/3. Context-aware Recommendation Systems.mp43.49MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/5. Other Approaches to Generate Recommendations/4. Model-based Recommendation Systems.mp43.59MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/5. Other Approaches to Generate Recommendations/5. Hybrid Recommendation Systems.mp43.16MB
6. Literacy Essentials. Core Concepts Recommender Systems (Biswanath Halder, 2022)/5. Other Approaches to Generate Recommendations/6. Summary.mp42.25MB
7. Literacy Essentials. Core Concepts Data Normalization (Ifedayo Bamikole, 2022)/2. Evaluate Normalization Techniques for Deep Learning/1. Introduction.mp4886.39KB
7. Literacy Essentials. Core Concepts Data Normalization (Ifedayo Bamikole, 2022)/2. Evaluate Normalization Techniques for Deep Learning/2. What Is Deep Learning.mp42.54MB
7. Literacy Essentials. Core Concepts Data Normalization (Ifedayo Bamikole, 2022)/2. Evaluate Normalization Techniques for Deep Learning/3. Deep Learning Use Cases.mp44.06MB
7. Literacy Essentials. Core Concepts Data Normalization (Ifedayo Bamikole, 2022)/2. Evaluate Normalization Techniques for Deep Learning/4. What Are Neural Networks.mp44.34MB
7. Literacy Essentials. Core Concepts Data Normalization (Ifedayo Bamikole, 2022)/2. Evaluate Normalization Techniques for Deep Learning/5. Challenges in Designing a Deep Learning Solution.mp41.94MB
7. Literacy Essentials. Core Concepts Data Normalization (Ifedayo Bamikole, 2022)/2. Evaluate Normalization Techniques for Deep Learning/6. What Is Data Normalization.mp42.48MB
7. Literacy Essentials. Core Concepts Data Normalization (Ifedayo Bamikole, 2022)/2. Evaluate Normalization Techniques for Deep Learning/7. Normalization Demo.mp44.65MB
7. Literacy Essentials. Core Concepts Data Normalization (Ifedayo Bamikole, 2022)/2. Evaluate Normalization Techniques for Deep Learning/8. Conclusion.mp4933.87KB
7. Literacy Essentials. Core Concepts Data Normalization (Ifedayo Bamikole, 2022)/3. Understand Types of Normalization/1. Introduction.mp41.14MB
7. Literacy Essentials. Core Concepts Data Normalization (Ifedayo Bamikole, 2022)/3. Understand Types of Normalization/2. Batch Normalization.mp46.96MB
7. Literacy Essentials. Core Concepts Data Normalization (Ifedayo Bamikole, 2022)/3. Understand Types of Normalization/3. Convolutional Neural Network.mp46.95MB
7. Literacy Essentials. Core Concepts Data Normalization (Ifedayo Bamikole, 2022)/3. Understand Types of Normalization/4. Layer Normalization.mp42.83MB
7. Literacy Essentials. Core Concepts Data Normalization (Ifedayo Bamikole, 2022)/3. Understand Types of Normalization/5. Instance Normalization.mp44.1MB
7. Literacy Essentials. Core Concepts Data Normalization (Ifedayo Bamikole, 2022)/3. Understand Types of Normalization/6. Group Normalization.mp43.56MB
7. Literacy Essentials. Core Concepts Data Normalization (Ifedayo Bamikole, 2022)/3. Understand Types of Normalization/7. Conclusion.mp4921.52KB
7. Literacy Essentials. Core Concepts Data Normalization (Ifedayo Bamikole, 2022)/4. Case Study on Appropriate Normalization Technique/1. Introduction.mp4982.2KB
7. Literacy Essentials. Core Concepts Data Normalization (Ifedayo Bamikole, 2022)/4. Case Study on Appropriate Normalization Technique/2. Quick Overview.mp4883.53KB
7. Literacy Essentials. Core Concepts Data Normalization (Ifedayo Bamikole, 2022)/4. Case Study on Appropriate Normalization Technique/3. Demo - Create A Deep Learning Model With Normalization.mp411.85MB
7. Literacy Essentials. Core Concepts Data Normalization (Ifedayo Bamikole, 2022)/4. Case Study on Appropriate Normalization Technique/4. Conclusion.mp41.73MB