Name CBTNuggets - Introduction to Machine Learning 2024-3

File Type video

Size 28.91GB

UpdateDate 2024-11-25

hash *****336DD5AE4BD3A9E469B4F946F74D7F5AB2

Hot 1

Files 55. Design Effective Prompts for Large Language Models/2. Iterative Prompt Engineering.mp4 | 206.89MB 1. Explore How AI Agents Navigate Driving Directions/1. Introduction.mp4 | 35.71MB 1. Explore How AI Agents Navigate Driving Directions/2. What is Artificial Intelligence.mp4 | 163.06MB 1. Explore How AI Agents Navigate Driving Directions/3. Grand Search Auto.mp4 | 140.49MB 1. Explore How AI Agents Navigate Driving Directions/4. Explore the Frontier.mp4 | 61.61MB 1. Explore How AI Agents Navigate Driving Directions/5. Depth-First Search.mp4 | 69.64MB 1. Explore How AI Agents Navigate Driving Directions/6. Breadth-First Search.mp4 | 98.84MB 1. Explore How AI Agents Navigate Driving Directions/7. Breadth-First Search.mp4 | 73.91MB 2. Apply Probability to Real-World AI Problems/1. Introduction.mp4 | 29.83MB 2. Apply Probability to Real-World AI Problems/2. Probability of Rolling One 6-sided Die.mp4 | 103.92MB 2. Apply Probability to Real-World AI Problems/3. Probability of Rolling Two 6-sided Dice.mp4 | 70.34MB 2. Apply Probability to Real-World AI Problems/4. Conditional Probability.mp4 | 58.76MB 2. Apply Probability to Real-World AI Problems/5. Bayesian Networks.mp4 | 73.01MB 2. Apply Probability to Real-World AI Problems/6. Recapitulation.mp4 | 20.68MB 3. Define What is Machine Learning/1. Introduction.mp4 | 185.32MB 3. Define What is Machine Learning/2. What is Machine Learning.mp4 | 160.63MB 3. Define What is Machine Learning/3. Supervised.mp4 | 154.97MB 3. Define What is Machine Learning/4. Unsupervised.mp4 | 59.59MB 3. Define What is Machine Learning/5. Build an Image Classifier.mp4 | 142.54MB 3. Define What is Machine Learning/6. Predicting Lumber Prices with Linear Regression.mp4 | 128.16MB 3. Define What is Machine Learning/lumber_prediction_line.ipynb.txt | 85B 4. Setup a Machine Learning Development Environment/1. Introduction.mp4 | 103.81MB 4. Setup a Machine Learning Development Environment/2. Anaconda, Conda and Jupyter - Locally.mp4 | 164.74MB 4. Setup a Machine Learning Development Environment/3. Anaconda, Conda and Jupyter - Starting and Ending a Session .mp4 | 74.23MB 4. Setup a Machine Learning Development Environment/4. Google Colab.mp4 | 143.88MB 4. Setup a Machine Learning Development Environment/5. Cloud Services AWS, GCP, and Azure.mp4 | 146.22MB 4. Setup a Machine Learning Development Environment/6. Vast.ai the market leader in low-cost cloud GPU rental.mp4 | 84.23MB 4. Setup a Machine Learning Development Environment/conda-cheatsheet.pdf | 292.11KB 5. Explore How AI Agents Navigate Driving Directions/1. Introduction.mp4 | 35.71MB 5. Explore How AI Agents Navigate Driving Directions/2. What is Artificial Intelligence.mp4 | 163.06MB 5. Explore How AI Agents Navigate Driving Directions/3. Grand Search Auto.mp4 | 140.49MB 5. Explore How AI Agents Navigate Driving Directions/4. Explore the Frontier.mp4 | 61.61MB 5. Explore How AI Agents Navigate Driving Directions/5. Depth-First Search.mp4 | 69.64MB 5. Explore How AI Agents Navigate Driving Directions/6. Breadth-First Search.mp4 | 98.84MB 5. Explore How AI Agents Navigate Driving Directions/7. Greedy-Best First and A Search.mp4 | 73.91MB 6. Apply Probability to Real-World AI Problems/1. Introduction.mp4 | 29.83MB 6. Apply Probability to Real-World AI Problems/2. Probability of Rolling One 6-sided Die.mp4 | 103.92MB 6. Apply Probability to Real-World AI Problems/3. Probability of Rolling Two 6-sided Dice.mp4 | 70.34MB 6. Apply Probability to Real-World AI Problems/4. Conditional Probability.mp4 | 58.76MB 6. Apply Probability to Real-World AI Problems/5. Bayesian Networks.mp4 | 73.01MB 6. Apply Probability to Real-World AI Problems/6. Recapitulation.mp4 | 20.68MB 7. Define What is Machine Learning/1. Introduction.mp4 | 185.32MB 7. Define What is Machine Learning/2. What is Machine Learning.mp4 | 160.63MB 7. Define What is Machine Learning/3. Supervised.mp4 | 154.97MB 7. Define What is Machine Learning/4. Unsupervised.mp4 | 59.59MB 7. Define What is Machine Learning/5. Build an Image Classifier.mp4 | 142.54MB 7. Define What is Machine Learning/6. Predicting Lumber Prices with Linear Regression.mp4 | 128.16MB 8. Setup a Machine Learning Development Environment/1. Introduction.mp4 | 103.81MB 8. Setup a Machine Learning Development Environment/2. Locally.mp4 | 164.74MB 8. Setup a Machine Learning Development Environment/3. Starting and Ending a Session.mp4 | 74.23MB 8. Setup a Machine Learning Development Environment/4. Google Colab.mp4 | 143.88MB 8. Setup a Machine Learning Development Environment/5. Cloud Services AWS, GCP, and Azure.mp4 | 146.22MB 8. Setup a Machine Learning Development Environment/6. Vast.ai the market leader in low-cost cloud GPU rental.mp4 | 84.23MB 9. Explore Data Pipelines and Linear Regression/1. Introduction.mp4 | 84.76MB 9. Explore Data Pipelines and Linear Regression/2. What is a Machine Learning Model.mp4 | 120.08MB 9. Explore Data Pipelines and Linear Regression/3. Predicting Lumber Prices Data Collection.mp4 | 95.57MB 9. Explore Data Pipelines and Linear Regression/4. Predicting Lumber Prices Data Cleaning & Preprocessing.mp4 | 53.52MB 9. Explore Data Pipelines and Linear Regression/5. Predicting Lumber Prices Feature Extraction.mp4 | 169.70MB 10. Apply Regression Concepts for Supervised Learning/1. Introduction.mp4 | 91.54MB 10. Apply Regression Concepts for Supervised Learning/2. A Brief and Bizarre History of Linear Regression.mp4 | 82.18MB 10. Apply Regression Concepts for Supervised Learning/3. Explore Linear Relationships Ordinary Least Squares.mp4 | 189.71MB 10. Apply Regression Concepts for Supervised Learning/4. Seaborn Line of Best Fit.mp4 | 66.33MB 10. Apply Regression Concepts for Supervised Learning/5. Ordinary Least Squares with Matlab's PolyFit.mp4 | 122.69MB 10. Apply Regression Concepts for Supervised Learning/6. Challenge.mp4 | 71.83MB 11. Examine Cost Functions and Parameter Tuning/1. Introduction.mp4 | 72.33MB 11. Examine Cost Functions and Parameter Tuning/2. Mean Absolute Error.mp4 | 39.53MB 11. Examine Cost Functions and Parameter Tuning/3. Mean Squared Error.mp4 | 34.19MB 11. Examine Cost Functions and Parameter Tuning/4. Root Mean Squared Error.mp4 | 60.01MB 11. Examine Cost Functions and Parameter Tuning/5. Cost Functions.mp4 | 62.08MB 11. Examine Cost Functions and Parameter Tuning/6. Calculate Your Model's Performance.mp4 | 197.92MB 12. Implement Gradient Descent for Linear Regression/1. Introduction.mp4 | 68.92MB 12. Implement Gradient Descent for Linear Regression/2. Exploring Gradient Descent Concepts.mp4 | 72.78MB 12. Implement Gradient Descent for Linear Regression/3. Exploring The Gradient Descent Algorithm.mp4 | 73.02MB 12. Implement Gradient Descent for Linear Regression/4. Gradient Descent Behind the Scenes.mp4 | 85.42MB 12. Implement Gradient Descent for Linear Regression/5. Implementing The Gradient Descent Algorithm.mp4 | 123.26MB 13. Vectorize Operations for Multiple Regression/1. Introduction.mp4 | 94.86MB 13. Vectorize Operations for Multiple Regression/2. Multiple Linear Regression.mp4 | 70.91MB 13. Vectorize Operations for Multiple Regression/3. Vectorization.mp4 | 65.88MB 13. Vectorize Operations for Multiple Regression/4. Non-Vectorized Operations.mp4 | 88.12MB 13. Vectorize Operations for Multiple Regression/5. Interpreting the Weights.mp4 | 101.25MB 13. Vectorize Operations for Multiple Regression/6. Vectorized Operations.mp4 | 36.76MB 14. Explore Feature Engineering and Data Preparation/1. Introduction.mp4 | 100.21MB 14. Explore Feature Engineering and Data Preparation/2. What is Feature Engineering.mp4 | 78.94MB 14. Explore Feature Engineering and Data Preparation/3. Handling Missing Data.mp4 | 104.77MB 14. Explore Feature Engineering and Data Preparation/4. Handling Outliers.mp4 | 70.61MB 14. Explore Feature Engineering and Data Preparation/5. One Hot Encoding.mp4 | 61.03MB 14. Explore Feature Engineering and Data Preparation/6. Define, Split and Scale Features.mp4 | 88.09MB 14. Explore Feature Engineering and Data Preparation/7. Measuring Survival Accuracy .mp4 | 32.44MB 15. Identify Key Classification Algorithms/1. Introduction.mp4 | 105.68MB 15. Identify Key Classification Algorithms/2. From Regression to Classification.mp4 | 85.54MB 15. Identify Key Classification Algorithms/3. Logistic Regression.mp4 | 65.45MB 15. Identify Key Classification Algorithms/4. Decision Trees.mp4 | 56.07MB 15. Identify Key Classification Algorithms/5. Random Forests.mp4 | 68.45MB 15. Identify Key Classification Algorithms/6. Support Vector Machines.mp4 | 43.69MB 15. Identify Key Classification Algorithms/7. Perceptrons.mp4 | 51.17MB 16. Implement Logistic Regression with Python/1. Introduction.mp4 | 150.75MB 16. Implement Logistic Regression with Python/2. What is Logistic Regression.mp4 | 64.34MB 16. Implement Logistic Regression with Python/3. The Sigmoid Formula and Function.mp4 | 49.36MB 16. Implement Logistic Regression with Python/4. Logistic Regression in 4 lines of Code.mp4 | 81.89MB 16. Implement Logistic Regression with Python/5. Implement Logistic Regression Part 1 Data Preprocessing, Cleaning, and Encoding .mp4 | 160.35MB 16. Implement Logistic Regression with Python/6. Implement Logistic Regression Part 2 Implement Logistic Regression and Measure Performance.mp4 | 83.35MB 17. Build a Python Decision Tree Classification Model/1. Introduction.mp4 | 85.85MB 17. Build a Python Decision Tree Classification Model/2. Introduction.mp4 | 132.14MB 17. Build a Python Decision Tree Classification Model/3. Introduction.mp4 | 63.26MB 17. Build a Python Decision Tree Classification Model/4. Introduction.mp4 | 155.72MB 17. Build a Python Decision Tree Classification Model/5. Introduction.mp4 | 121.13MB 18. Build a Python Random Forest Classification Model/1. Introduction.mp4 | 68.97MB 18. Build a Python Random Forest Classification Model/2. What is a Random Forest.mp4 | 58.31MB 18. Build a Python Random Forest Classification Model/3. Random Forest Concepts.mp4 | 73.81MB 18. Build a Python Random Forest Classification Model/4. Import Libraries, Feature Engineering and One-Hot Encoding.mp4 | 104.23MB 18. Build a Python Random Forest Classification Model/5. Train, Test, Predict, and Measure Model Performance.mp4 | 79.29MB 18. Build a Python Random Forest Classification Model/6. Bonus Hyperparameter Tuning Video.mp4 | 29.95MB 19. Apply Regularization to Overcome Overfitting/1. Introduction.mp4 | 90.19MB 19. Apply Regularization to Overcome Overfitting/2. What is Overfitting.mp4 | 78.82MB 19. Apply Regularization to Overcome Overfitting/3. Three Options for Handling Overfitting.mp4 | 75.07MB 19. Apply Regularization to Overcome Overfitting/4. Overfitting for Classification.mp4 | 60.34MB 19. Apply Regularization to Overcome Overfitting/5. Comparing Cost Functions.mp4 | 68.38MB 19. Apply Regularization to Overcome Overfitting/6. Perform Logistic Regression with Regularization.mp4 | 70.72MB 20. Build a Support Vector Machine Classifier/1. Introduction.mp4 | 78.50MB 20. Build a Support Vector Machine Classifier/2. What is a Support Vector Machine.mp4 | 73.25MB 20. Build a Support Vector Machine Classifier/3. Optimal Hyperplanes and the Margin.mp4 | 67.19MB 20. Build a Support Vector Machine Classifier/4. Data Loading and PreProcessing.mp4 | 151.34MB 20. Build a Support Vector Machine Classifier/5. Build and Evaluate the Model.mp4 | 73.41MB 20. Build a Support Vector Machine Classifier/6. Breast Cancer Wisconsin (Diagnostic) Dataset.mp4 | 42.67MB 21. Build a K-Nearest Neighbors Classifier/1. Introduction.mp4 | 178.44MB 21. Build a K-Nearest Neighbors Classifier/2. What is K-Nearest Neighbors.mp4 | 71.58MB 21. Build a K-Nearest Neighbors Classifier/3. KNN vs. Other Classifiers.mp4 | 68.20MB 21. Build a K-Nearest Neighbors Classifier/4. What is Imbalanced Data.mp4 | 51.97MB 21. Build a K-Nearest Neighbors Classifier/5. Data Loading and EDA.mp4 | 50.96MB 21. Build a K-Nearest Neighbors Classifier/6. Data PreProcessing.mp4 | 81.02MB 21. Build a K-Nearest Neighbors Classifier/7. Build and Evaluate the Model.mp4 | 80.38MB 22. Explore Neural Network Basics With The Perceptron/1. Introduction.mp4 | 81.75MB 22. Explore Neural Network Basics With The Perceptron/2. Neurons as the building blocks of neural networks.mp4 | 33.98MB 22. Explore Neural Network Basics With The Perceptron/3. Perceptrons As Artificial Neurons.mp4 | 67.34MB 22. Explore Neural Network Basics With The Perceptron/4. How Activation Functions Work.mp4 | 53.02MB 22. Explore Neural Network Basics With The Perceptron/5. Why Linearly Separable Data Is Key.mp4 | 75.45MB 22. Explore Neural Network Basics With The Perceptron/6. Build A Simple Binary Perceptron Classifier.mp4 | 111.95MB 22. Explore Neural Network Basics With The Perceptron/7. Challenge Complete The Perceptron Function 🍩.mp4 | 63.38MB 22. Explore Neural Network Basics With The Perceptron/8. Solution Video.mp4 | 75.45MB 23. Implement a Perceptron for Classification/1. Introduction.mp4 | 84.00MB 23. Implement a Perceptron for Classification/2. What is a Perceptron.mp4 | 35.05MB 23. Implement a Perceptron for Classification/3. The Perceptron Rule and Neurons.mp4 | 111.91MB 23. Implement a Perceptron for Classification/4. Implement a Perceptron from Scratch.mp4 | 141.90MB 23. Implement a Perceptron for Classification/5. The Perceptron Challenge.mp4 | 39.87MB 23. Implement a Perceptron for Classification/6. Solution Video.mp4 | 71.51MB 23. Implement a Perceptron for Classification/7. Bonus Resources.mp4 | 91.21MB 24. Explore PyTorch Fundamentals for Machine Learning/1. Introduction.mp4 | 66.46MB 24. Explore PyTorch Fundamentals for Machine Learning/2. What Is PyTorch and Why It Is Useful.mp4 | 63.57MB 24. Explore PyTorch Fundamentals for Machine Learning/3. Set up a PyTorch Development Environment.mp4 | 44.32MB 24. Explore PyTorch Fundamentals for Machine Learning/4. Leverage Tensors Concepts.mp4 | 51.94MB 24. Explore PyTorch Fundamentals for Machine Learning/5. Leverage Tensors Programmatically.mp4 | 58.53MB 24. Explore PyTorch Fundamentals for Machine Learning/6. Challenge.mp4 | 46.37MB 25. Leverage PyTorch Tensor Attributes and Operators/1. Introduction.mp4 | 66.75MB 25. Leverage PyTorch Tensor Attributes and Operators/2. Tensor attributes.mp4 | 69.55MB 25. Leverage PyTorch Tensor Attributes and Operators/3. Tensor Math Operators.mp4 | 50.19MB 25. Leverage PyTorch Tensor Attributes and Operators/4. Matrix Multiplication.mp4 | 64.04MB 25. Leverage PyTorch Tensor Attributes and Operators/5. The PyTorch Double Challenge.mp4 | 71.77MB 26. Explore Fundamental PyTorch Tensor Operations/1. Introduction.mp4 | 38.84MB 26. Explore Fundamental PyTorch Tensor Operations/2. Review Matrix Multiplication Errors.mp4 | 97.20MB 26. Explore Fundamental PyTorch Tensor Operations/3. Min, Max, Mean, and Sum (Tensor Aggregation).mp4 | 54.58MB 26. Explore Fundamental PyTorch Tensor Operations/4. Navigating Positional Min Max Values.mp4 | 41.33MB 26. Explore Fundamental PyTorch Tensor Operations/5. The Challenge.mp4 | 73.99MB 26. Explore Fundamental PyTorch Tensor Operations/6. Solution Video.mp4 | 50.99MB 26. Explore Fundamental PyTorch Tensor Operations/7. Bonus Resources.mp4 | 36.86MB 27. Apply PyTorch Tensor Manipulation and Indexing/1, Introduction.mp4 | 36.89MB 27. Apply PyTorch Tensor Manipulation and Indexing/2. Reshape, View, and Stack Tensors.mp4 | 105.87MB 27. Apply PyTorch Tensor Manipulation and Indexing/3. Squeeze and Unsqueeze Tensors.mp4 | 68.65MB 27. Apply PyTorch Tensor Manipulation and Indexing/4. Permute Tensors.mp4 | 46.98MB 27. Apply PyTorch Tensor Manipulation and Indexing/5. Index Tensors.mp4 | 59.24MB 27. Apply PyTorch Tensor Manipulation and Indexing/6. Challenge Tensor Transformer.mp4 | 58.77MB 27. Apply PyTorch Tensor Manipulation and Indexing/7. Solution Video.mp4 | 40.09MB 28. Explore Gradient Descent & Back Propagation/1. Introduction.mp4 | 110.78MB 28. Explore Gradient Descent & Back Propagation/2. Gradient Descent.mp4 | 16.38MB 28. Explore Gradient Descent & Back Propagation/3. Forward Propagation.mp4 | 53.99MB 28. Explore Gradient Descent & Back Propagation/4. Back Propagation.mp4 | 74.71MB 28. Explore Gradient Descent & Back Propagation/5. Training, Validation, and Test Datasets.mp4 | 41.50MB 28. Explore Gradient Descent & Back Propagation/6. Split The Train Test Datasets.mp4 | 162.34MB 28. Explore Gradient Descent & Back Propagation/7. Build a Linear Regression Model.mp4 | 106.67MB 29. Predict Ice Cream Sales with PyTorch Regression/1. Introduction.mp4 | 46.71MB 29. Predict Ice Cream Sales with PyTorch Regression/2. Device Agnostic Conditions & Load Data.mp4 | 41.76MB 29. Predict Ice Cream Sales with PyTorch Regression/3. Pre-Processing.mp4 | 36.11MB 29. Predict Ice Cream Sales with PyTorch Regression/4. Model Building.mp4 | 40.69MB 29. Predict Ice Cream Sales with PyTorch Regression/5. Mini-Challenge Model Training & Model Evaluation.mp4 | 66.46MB 29. Predict Ice Cream Sales with PyTorch Regression/6. Saving and Loading PyTorch Models.mp4 | 63.71MB 29. Predict Ice Cream Sales with PyTorch Regression/7. Challenge.mp4 | 53.38MB 30. Implement a Logistic Regression Model with PyTorch/1. Introduction.mp4 | 59.87MB 30. Implement a Logistic Regression Model with PyTorch/2. Review Sklearn Titanic Classification.mp4 | 36.53MB 30. Implement a Logistic Regression Model with PyTorch/3. Part1 Import Libraries, Define Model. and Load the data.mp4 | 45.68MB 30. Implement a Logistic Regression Model with PyTorch/4. Part2 Build model.mp4 | 46.49MB 30. Implement a Logistic Regression Model with PyTorch/5. Part 3 Fit model.mp4 | 35.62MB 30. Implement a Logistic Regression Model with PyTorch/6. Challenge Part 1 Evaluate the Model .mp4 | 35.86MB 30. Implement a Logistic Regression Model with PyTorch/7. Challenge Part 3 Bonus Self-Graded Take-Home Challenge.mp4 | 85.28MB 31. Explore Neural Network Classification with PyTorch/1. Introduction.mp4 | 58.62MB 31. Explore Neural Network Classification with PyTorch/2. Review Logistic Regression PyTorch Workflow.mp4 | 58.73MB 31. Explore Neural Network Classification with PyTorch/3. Load Make Moons Dataset & Pre-processing.mp4 | 64.81MB 31. Explore Neural Network Classification with PyTorch/4. Define Neural Network Architecture.mp4 | 65.38MB 31. Explore Neural Network Classification with PyTorch/5. Train and Evaluate Model.mp4 | 76.96MB 31. Explore Neural Network Classification with PyTorch/6. Visualize Decision Boundary with Probability.mp4 | 13.13MB 31. Explore Neural Network Classification with PyTorch/7. Challenge PyTorch Workflow.mp4 | 40.77MB 32. Build a PyTorch Classifier with Non-Linearity/1. Introduction.mp4 | 22.05MB 32. Build a PyTorch Classifier with Non-Linearity/2. Review Neural Network Classification Without Non-Linearity.mp4 | 80.36MB 32. Build a PyTorch Classifier with Non-Linearity/3. Build a Neural Network Classification With Non-Linearity Step 1 Load Dataset, Pre-processing, and Make Circles.mp4 | 59.91MB 32. Build a PyTorch Classifier with Non-Linearity/4. Build a Neural Network Classification With Non-Linearity Step 2 Define Neural Network Architecture.mp4 | 54.02MB 32. Build a PyTorch Classifier with Non-Linearity/5. Build a Neural Network Classification With Non-Linearity Step 3 Add Non-Linear Activation Function ReLu.mp4 | 53.82MB 32. Build a PyTorch Classifier with Non-Linearity/6. Build a Neural Network Classification With Non-Linearity Step 4 Train Model .mp4 | 77.01MB 32. Build a PyTorch Classifier with Non-Linearity/7. Build a Neural Network Classification With Non-Linearity Step 5 Evaluate Model.mp4 | 32.11MB 32. Build a PyTorch Classifier with Non-Linearity/8. Challenge PyTorch Workflows.mp4 | 56.40MB 33. Explore Multi-class Classification with PyTorch/1. Introduction.mp4 | 15.16MB 33. Explore Multi-class Classification with PyTorch/2. Review of Binary Classification with PyTorch.mp4 | 105.84MB 33. Explore Multi-class Classification with PyTorch/3. Step 1 Setup and Prepare Data.mp4 | 53.03MB 33. Explore Multi-class Classification with PyTorch/4. Step 2 Visualize Data (EDA).mp4 | 38.37MB 33. Explore Multi-class Classification with PyTorch/5. Step 3 Define Neural Network Architecture.mp4 | 39.94MB 33. Explore Multi-class Classification with PyTorch/6. Challenge .mp4 | 43.36MB 33. Explore Multi-class Classification with PyTorch/7. Solution Videos Training Loop.mp4 | 44.08MB 33. Explore Multi-class Classification with PyTorch/8. Solution Videos Evaluation and Decision Boundary.mp4 | 37.94MB 34. Tune Hyperparameters and Analyze Fit with PyTorch/1. Introduction.mp4 | 11.27MB 34. Tune Hyperparameters and Analyze Fit with PyTorch/2. Review Explore Multi-class Classification with PyTorch.mp4 | 54.75MB 34. Tune Hyperparameters and Analyze Fit with PyTorch/3. Create, Preprocess, and Visualize the Spiral Dataset.mp4 | 54.34MB 34. Tune Hyperparameters and Analyze Fit with PyTorch/4. Define Neural Network Architecture.mp4 | 25.67MB 34. Tune Hyperparameters and Analyze Fit with PyTorch/5. Explore Hyperparameter Tuning.mp4 | 74.50MB 34. Tune Hyperparameters and Analyze Fit with PyTorch/6. Explore Underfitting and Overfitting.mp4 | 43.95MB 34. Tune Hyperparameters and Analyze Fit with PyTorch/7. Challenge .mp4 | 38.58MB 34. Tune Hyperparameters and Analyze Fit with PyTorch/8. Solution Video.mp4 | 54.01MB 35. Discover What's New with PyTorch 2.0/1. Introduction.mp4 | 78.90MB 35. Discover What's New with PyTorch 2.0/2. Universal Device Setup in PyTorch 2.0.mp4 | 35.92MB 35. Discover What's New with PyTorch 2.0/3. Key Features of PyTorch 2.0.mp4 | 67.98MB 35. Discover What's New with PyTorch 2.0/4. Traditional PyTorch 1.0 Vs PyTorch 2.0 torch.compile( ).mp4 | 71.34MB 35. Discover What's New with PyTorch 2.0/5. Challenge .mp4 | 44.38MB 35. Discover What's New with PyTorch 2.0/6. Challenge 2.mp4 | 22.60MB 36. Explore TensorFlow Machine Learning Foundations/1. Introduction.mp4 | 48.62MB 36. Explore TensorFlow Machine Learning Foundations/2. Introduction to TensorFlow Tensors.mp4 | 47.88MB 36. Explore TensorFlow Machine Learning Foundations/3. Introduction to TensorFlow Tensors Part 2.mp4 | 21.37MB 36. Explore TensorFlow Machine Learning Foundations/4. Create Tensors with TensorFlow.mp4 | 19.97MB 36. Explore TensorFlow Machine Learning Foundations/5. Create Random Tensors with Numpy.mp4 | 55.49MB 36. Explore TensorFlow Machine Learning Foundations/6. Challenge.mp4 | 62.50MB 37. Explore TensorFlow Aggregation and Manipulation/1. Introduction.mp4 | 44.04MB 37. Explore TensorFlow Aggregation and Manipulation/2. Why Shuffle Tensors.mp4 | 26.79MB 37. Explore TensorFlow Aggregation and Manipulation/3. TensorFlow Seeds.mp4 | 22.62MB 37. Explore TensorFlow Aggregation and Manipulation/4. Tensor Attributes.mp4 | 23.34MB 37. Explore TensorFlow Aggregation and Manipulation/5. Tensor Indexing.mp4 | 14.49MB 37. Explore TensorFlow Aggregation and Manipulation/6. Changing Tensor Data Types & Tensor Aggregation.mp4 | 32.58MB 37. Explore TensorFlow Aggregation and Manipulation/7. Tensor Positional Methods.mp4 | 33.37MB 37. Explore TensorFlow Aggregation and Manipulation/8. Challenge .mp4 | 23.80MB 37. Explore TensorFlow Aggregation and Manipulation/9. Challenge 2.mp4 | 28.66MB 38. Implement Matrix Multiplication with TensorFlow/1. Introduction.mp4 | 17.41MB 38. Implement Matrix Multiplication with TensorFlow/2. Basic Tensor Operation.mp4 | 16.92MB 38. Implement Matrix Multiplication with TensorFlow/3. TensorFlow Math Functions.mp4 | 26.80MB 38. Implement Matrix Multiplication with TensorFlow/4. Matrix Multiplication Foundations.mp4 | 58.27MB 38. Implement Matrix Multiplication with TensorFlow/5. Perform Matrix Multiplication.mp4 | 64.73MB 38. Implement Matrix Multiplication with TensorFlow/6. Challenge.mp4 | 58.79MB 39. Reshape, Transpose, and Alter TensorFlow Tensors/1. Introduction.mp4 | 11.32MB 39. Reshape, Transpose, and Alter TensorFlow Tensors/2. Review Matrix Multiplication.mp4 | 50.33MB 39. Reshape, Transpose, and Alter TensorFlow Tensors/3. Altering Tensors.mp4 | 37.24MB 39. Reshape, Transpose, and Alter TensorFlow Tensors/4. Transpose & Reshape Tensors.mp4 | 27.99MB 39. Reshape, Transpose, and Alter TensorFlow Tensors/5. Tensor Expansion.mp4 | 47.85MB 39. Reshape, Transpose, and Alter TensorFlow Tensors/6. Challenge.mp4 | 76.01MB 39. Reshape, Transpose, and Alter TensorFlow Tensors/7. Solution Part 1.mp4 | 63.73MB 39. Reshape, Transpose, and Alter TensorFlow Tensors/8. Solution Part 2.mp4 | 22.95MB 40. Squeeze, Encode, and Optimize TensorFlow Tensors/1. Introduction.mp4 | 26.66MB 40. Squeeze, Encode, and Optimize TensorFlow Tensors/2. Squeezing Tensors.mp4 | 74.13MB 40. Squeeze, Encode, and Optimize TensorFlow Tensors/3. One-Hot Encoding.mp4 | 38.79MB 40. Squeeze, Encode, and Optimize TensorFlow Tensors/4. Numpy = Friend ❤️.mp4 | 52.86MB 40. Squeeze, Encode, and Optimize TensorFlow Tensors/5. GPU & TPU Tensor Optimization.mp4 | 52.48MB 40. Squeeze, Encode, and Optimize TensorFlow Tensors/6. Challenge.mp4 | 22.55MB 40. Squeeze, Encode, and Optimize TensorFlow Tensors/7. Challenge Part 2.mp4 | 63.83MB 41. Explore Neural Network Regression with TensorFlow/1. Introduction.mp4 | 10.32MB 41. Explore Neural Network Regression with TensorFlow/2. What is Regression Analysis.mp4 | 63.85MB 41. Explore Neural Network Regression with TensorFlow/3. Neural Network Architecture.mp4 | 108.25MB 41. Explore Neural Network Regression with TensorFlow/4. Build a Model.mp4 | 104.05MB 41. Explore Neural Network Regression with TensorFlow/5. Challenge.mp4 | 58.31MB 41. Explore Neural Network Regression with TensorFlow/6. Solution Video.mp4 | 94.75MB 42. Build a Simple Regression Model with TensorFlow/1. Introduction.mp4 | 77.09MB 42. Build a Simple Regression Model with TensorFlow/2. Build a Small Regression Model from Memory .mp4 | 59.15MB 42. Build a Simple Regression Model with TensorFlow/3. Build Model From Scratch.mp4 | 108.61MB 42. Build a Simple Regression Model with TensorFlow/4. Challenge Improve Model.mp4 | 66.79MB 42. Build a Simple Regression Model with TensorFlow/5. Solution Part 1.mp4 | 59.12MB 42. Build a Simple Regression Model with TensorFlow/6. Solution Part 1.mp4 | 108.00MB 43. Evaluate Regression Models with TensorFlow/1. Introduction.mp4 | 64.06MB 43. Evaluate Regression Models with TensorFlow/2. Regression Challenge.mp4 | 55.80MB 43. Evaluate Regression Models with TensorFlow/3. Preprocess Data.mp4 | 70.38MB 43. Evaluate Regression Models with TensorFlow/4. Challenge Build Model.mp4 | 49.67MB 43. Evaluate Regression Models with TensorFlow/5. Challenge Solution.mp4 | 114.58MB 44. Visualize and Evaluate Performance with TensorFlow/1. Introduction.mp4 | 34.24MB 44. Visualize and Evaluate Performance with TensorFlow/2. Generate Linear Transformation Data.mp4 | 71.79MB 44. Visualize and Evaluate Performance with TensorFlow/3. Common Evaluation Metrics MAE, MSE, & Huber.mp4 | 78.14MB 44. Visualize and Evaluate Performance with TensorFlow/4. Split Data for Train and Test Datasets.mp4 | 103.36MB 44. Visualize and Evaluate Performance with TensorFlow/5. Define Basic Model Architecture.mp4 | 33.64MB 44. Visualize and Evaluate Performance with TensorFlow/6. Make Predictions and Evaluate Model.mp4 | 56.35MB 44. Visualize and Evaluate Performance with TensorFlow/7. Challenge.mp4 | 45.23MB 44. Visualize and Evaluate Performance with TensorFlow/8. Solution Video.mp4 | 64.02MB 45. Normalize and Feature Scale Data with TensorFlow/1. Introduction.mp4 | 73.42MB 45. Normalize and Feature Scale Data with TensorFlow/2. Handle Imports & Load Dataset.mp4 | 35.97MB 45. Normalize and Feature Scale Data with TensorFlow/3. One-hot Encode & Separate Features and Target.mp4 | 31.38MB 45. Normalize and Feature Scale Data with TensorFlow/4. Perform TrainTest Split.mp4 | 24.03MB 45. Normalize and Feature Scale Data with TensorFlow/5. Define Model Architecture.mp4 | 34.63MB 45. Normalize and Feature Scale Data with TensorFlow/6. Evaluate Model and Visualize Loss.mp4 | 31.32MB 45. Normalize and Feature Scale Data with TensorFlow/7. What is Normalization and Standardization.mp4 | 11.42MB 45. Normalize and Feature Scale Data with TensorFlow/8. Challenge.mp4 | 63.51MB 45. Normalize and Feature Scale Data with TensorFlow/9. Solution Video.mp4 | 47.61MB 46. Explore TensorFlow Neural Network Classification/1. Introduction.mp4 | 85.45MB 46. Explore TensorFlow Neural Network Classification/2. What is Classification.mp4 | 96.48MB 46. Explore TensorFlow Neural Network Classification/3. What is Binary Classification.mp4 | 54.21MB 46. Explore TensorFlow Neural Network Classification/4. What is Multi-Class Classification.mp4 | 38.31MB 46. Explore TensorFlow Neural Network Classification/5. What is Multi-Label Classification.mp4 | 60.53MB 46. Explore TensorFlow Neural Network Classification/6. Classification Code Example.mp4 | 62.66MB 46. Explore TensorFlow Neural Network Classification/7. Challenge.mp4 | 86.75MB 46. Explore TensorFlow Neural Network Classification/8. Solution.mp4 | 37.00MB 47. Build a Neural Network Classifier with TensorFlow/1. Introduction.mp4 | 41.84MB 47. Build a Neural Network Classifier with TensorFlow/2. Pseudocode Image Classification.mp4 | 25.53MB 47. Build a Neural Network Classifier with TensorFlow/3. Create Circles Dataset & EDA.mp4 | 61.14MB 47. Build a Neural Network Classifier with TensorFlow/4. Build, Compile, and Train Model.mp4 | 34.55MB 47. Build a Neural Network Classifier with TensorFlow/5. Visualize and Evaluate Model.mp4 | 65.70MB 47. Build a Neural Network Classifier with TensorFlow/6. Challenge.mp4 | 35.53MB 47. Build a Neural Network Classifier with TensorFlow/7. Solution Video.mp4 | 47.50MB 47. Build a Neural Network Classifier with TensorFlow/8. Bonus Video.mp4 | 39.53MB 48. Build a TensorFlow Classifier with Non-Linearity/1. Review Non-Linearly Separable Data.mp4 | 74.21MB 48. Build a TensorFlow Classifier with Non-Linearity/2. Create Circles DataSet.mp4 | 41.18MB 48. Build a TensorFlow Classifier with Non-Linearity/3. Create Second Model.mp4 | 70.72MB 48. Build a TensorFlow Classifier with Non-Linearity/4. Create Third Model.mp4 | 45.85MB 48. Build a TensorFlow Classifier with Non-Linearity/5. Create Fourth Model.mp4 | 90.15MB 48. Build a TensorFlow Classifier with Non-Linearity/6. Challenge.mp4 | 12.71MB 48. Build a TensorFlow Classifier with Non-Linearity/7. Solution.mp4 | 63.52MB 49. Evaluate TensorFlow Classification Models/1. Review Learning Rates.mp4 | 64.36MB 49. Evaluate TensorFlow Classification Models/2. Adaptive Learning Rates part 1.mp4 | 40.28MB 49. Evaluate TensorFlow Classification Models/3. Adaptive Learning Rates part 2.mp4 | 28.13MB 49. Evaluate TensorFlow Classification Models/4. Adaptive Learning Rates part 3.mp4 | 97.92MB 49. Evaluate TensorFlow Classification Models/5. Big Five Evaluation Metrics.mp4 | 28.33MB 49. Evaluate TensorFlow Classification Models/6. Solution Video.mp4 | 30.76MB 50. Explore Multi-Class Classification with TensorFlow/1. Compare Binary and Multi-Class Classification.mp4 | 62.21MB 50. Explore Multi-Class Classification with TensorFlow/2. Create a Teachable Machine Multi-Class Classifier.mp4 | 125.04MB 50. Explore Multi-Class Classification with TensorFlow/3. Review Model Building Steps.mp4 | 20.49MB 50. Explore Multi-Class Classification with TensorFlow/4. Load and Explore MNIST Fashion Dataset.mp4 | 99.74MB 50. Explore Multi-Class Classification with TensorFlow/5. Challenge.mp4 | 30.86MB 50. Explore Multi-Class Classification with TensorFlow/6. Solution Video.mp4 | 69.60MB 51. Tune Multi-Class Classification TensorFlow Models/1. Introduction.mp4 | 55.48MB 51. Tune Multi-Class Classification TensorFlow Models/2. Review MNIST Fashion Multi-Class Classifier.mp4 | 79.44MB 51. Tune Multi-Class Classification TensorFlow Models/3. Load and Visualize Dataset.mp4 | 55.26MB 51. Tune Multi-Class Classification TensorFlow Models/4. One-Hot Encode Features and Build Model.mp4 | 109.49MB 51. Tune Multi-Class Classification TensorFlow Models/5. Softmax and Validation Exploration.mp4 | 50.36MB 51. Tune Multi-Class Classification TensorFlow Models/6. Challenge.mp4 | 70.08MB 51. Tune Multi-Class Classification TensorFlow Models/7. Solution Video.mp4 | 50.02MB 52. Explore Multi-Label Classification with TensorFlow/1. Introduction.mp4 | 29.94MB 52. Explore Multi-Label Classification with TensorFlow/2. Binary, Multi-Class, and Multi-Label Classification.mp4 | 195.79MB 52. Explore Multi-Label Classification with TensorFlow/3. Start Building a Multi-Label Classifier.mp4 | 54.29MB 52. Explore Multi-Label Classification with TensorFlow/4. Build a Sequential Multi-Label Model.mp4 | 46.41MB 52. Explore Multi-Label Classification with TensorFlow/5. Evaluate Model.mp4 | 51.63MB 52. Explore Multi-Label Classification with TensorFlow/6. Challenge.mp4 | 39.16MB 52. Explore Multi-Label Classification with TensorFlow/7. Solution Video.mp4 | 34.75MB 53. Explore The Fundamentals of Large Language Models/1. Introduction.mp4 | 59.17MB 53. Explore The Fundamentals of Large Language Models/2. What is a Large Language Model (LLM).mp4 | 98.60MB 53. Explore The Fundamentals of Large Language Models/3. How do LLMs work.mp4 | 34.73MB 53. Explore The Fundamentals of Large Language Models/4. Two Kinds of LLMs Base and Instruction Tuned.mp4 | 51.85MB 53. Explore The Fundamentals of Large Language Models/5. System Messages and Tokens.mp4 | 37.72MB 53. Explore The Fundamentals of Large Language Models/6. System Messages and Tokens Part 2.mp4 | 31.32MB 53. Explore The Fundamentals of Large Language Models/7. Challenge Connect Google Colab to ChatGPT via OpenAI's API.mp4 | 73.23MB 54. Build LLM Apps with ChatGPT and the OpenAI API/1. Introduction.mp4 | 45.16MB 54. Build LLM Apps with ChatGPT and the OpenAI API/2. Web Chat Interfaces Vs. Programmatic Notebooks.mp4 | 81.45MB 54. Build LLM Apps with ChatGPT and the OpenAI API/3. Route Queries Using Classification for Different Cases.mp4 | 131.11MB 54. Build LLM Apps with ChatGPT and the OpenAI API/4. Evaluate Inputs to Prevent Prompt Injections.mp4 | 21.58MB 54. Build LLM Apps with ChatGPT and the OpenAI API/5. Implement The OpenAI Moderation API.mp4 | 117.45MB 54. Build LLM Apps with ChatGPT and the OpenAI API/6. Sanitize and Validate Inputs Injection Attacks.mp4 | 95.90MB 54. Build LLM Apps with ChatGPT and the OpenAI API/7. Challenge Filter Inputs with a Chain of Thought Prompt Filter.mp4 | 130.08MB 55. Design Effective Prompts for Large Language Models/1. Introduction.mp4 | 48.33MB Readme.txt | 133B 55. Design Effective Prompts for Large Language Models/3. Build a Summarizer for Interesting Topics.mp4 | 133.82MB 55. Design Effective Prompts for Large Language Models/4. Implement Supervised Learning Through Inference.mp4 | 64.75MB 55. Design Effective Prompts for Large Language Models/5. Challenge Build The AutoBot ChatBot To Manage Orders.mp4 | 170.34MB 56. Implement LangChain in Language Model Workflows/1. Introduction.mp4 | 59.72MB 56. Implement LangChain in Language Model Workflows/2. Compare Direct API Calls Vs. API Calls Through LangChain - LangChain API Call.mp4 | 96.63MB 56. Implement LangChain in Language Model Workflows/3. Leverage LangChain Templating for Complex Prompts.mp4 | 178.09MB 56. Implement LangChain in Language Model Workflows/4. Leverage Power of Templating for DRY Code.mp4 | 76.54MB 56. Implement LangChain in Language Model Workflows/5. Challenge.mp4 | 26.11MB 56. Implement LangChain in Language Model Workflows/6. Video Solution.mp4 | 89.18MB 57. Implement LangChain Memory for Autonomous Tasks/1. Introduction.mp4 | 52.72MB 57. Implement LangChain Memory for Autonomous Tasks/2. ConversationBufferMemory.mp4 | 126.22MB 57. Implement LangChain Memory for Autonomous Tasks/3. ConversationBufferWindowMemory.mp4 | 60.34MB 57. Implement LangChain Memory for Autonomous Tasks/4. ConversationTokenBufferMemory.mp4 | 34.34MB 57. Implement LangChain Memory for Autonomous Tasks/5. ConversationSummaryBufferMemory.mp4 | 76.89MB 57. Implement LangChain Memory for Autonomous Tasks/6. The Power of Chaining LangChain Components.mp4 | 132.46MB 57. Implement LangChain Memory for Autonomous Tasks/7. Challenge Implement LangChain Memory.mp4 | 143.43MB 58. Combine LangChain Components for Coherent Apps/1. Introduction.mp4 | 85.33MB 58. Combine LangChain Components for Coherent Apps/2. Chaining in LangChain.mp4 | 42.59MB 58. Combine LangChain Components for Coherent Apps/3. LLMChain.mp4 | 70.59MB 58. Combine LangChain Components for Coherent Apps/4. SimpleSequentialChain.mp4 | 53.28MB 58. Combine LangChain Components for Coherent Apps/5. SequentialChain.mp4 | 65.32MB 58. Combine LangChain Components for Coherent Apps/6. RouterChain.mp4 | 130.89MB 58. Combine LangChain Components for Coherent Apps/7. Challenge.mp4 | 79.30MB 59. Build Task-Driven Autonomous Agents with LangChain/1. Introduction.mp4 | 85.40MB 59. Build Task-Driven Autonomous Agents with LangChain/2. Leverage LangChain Agents.mp4 | 51.98MB 59. Build Task-Driven Autonomous Agents with LangChain/3. Perform math calculation using an Math LLM.mp4 | 65.31MB 59. Build Task-Driven Autonomous Agents with LangChain/4. Use Wikipedia to Find General Information.mp4 | 61.65MB 59. Build Task-Driven Autonomous Agents with LangChain/5. Program using a Python REPL tool.mp4 | 21.25MB 59. Build Task-Driven Autonomous Agents with LangChain/6. Create new custom agents and tooling (BabyAGI).mp4 | 31.60MB 59. Build Task-Driven Autonomous Agents with LangChain/7. Debugging with LangChain.mp4 | 97.83MB 59. Build Task-Driven Autonomous Agents with LangChain/8. Challenge.mp4 | 73.66MB 60. Use LangChain to Interact with PDFs and Documents/1. Introduction.mp4 | 69.54MB 60. Use LangChain to Interact with PDFs and Documents/2. Retrieval Augmented Generation (RAG) over 2 Skills.mp4 | 46.69MB 60. Use LangChain to Interact with PDFs and Documents/3. Document Loaders.mp4 | 46.26MB 60. Use LangChain to Interact with PDFs and Documents/4. Document Separation.mp4 | 71.65MB 60. Use LangChain to Interact with PDFs and Documents/5. Embeddings.mp4 | 70.76MB 60. Use LangChain to Interact with PDFs and Documents/6. Vector Stores.mp4 | 97.66MB 61. Use LangChain to Chat with PDFs and Documents/1. Introduction.mp4 | 41.31MB 61. Use LangChain to Chat with PDFs and Documents/2. Similarity Search.mp4 | 51.86MB 61. Use LangChain to Chat with PDFs and Documents/3. Maximum Margin Relevance.mp4 | 77.15MB 61. Use LangChain to Chat with PDFs and Documents/4. ContextualCompressionRetriever + MMR.mp4 | 56.97MB 61. Use LangChain to Chat with PDFs and Documents/5. Chat Q&A Part 1.mp4 | 60.79MB 61. Use LangChain to Chat with PDFs and Documents/6. Chat Q&A Part 2.mp4 | 70.08MB 61. Use LangChain to Chat with PDFs and Documents/7. Challenge.mp4 | 130.31MB 62. Explore Transformer Encoders and Decoders/1. Introduction.mp4 | 82.19MB 62. Explore Transformer Encoders and Decoders/2. What are Transformers.mp4 | 39.36MB 62. Explore Transformer Encoders and Decoders/3. Attention Is All You Need (Optional).mp4 | 157.76MB 62. Explore Transformer Encoders and Decoders/4. Encoders.mp4 | 24.06MB 62. Explore Transformer Encoders and Decoders/5. Decoders.mp4 | 29.59MB 62. Explore Transformer Encoders and Decoders/6. Encoder-Decoders.mp4 | 16.42MB 62. Explore Transformer Encoders and Decoders/7. What is HuggingFace Again.mp4 | 53.52MB 62. Explore Transformer Encoders and Decoders/8. Solution Video.mp4 | 37.71MB 63. Examine the Fundamentals of HuggingFace/1. Introduction.mp4 | 108.55MB 63. Examine the Fundamentals of HuggingFace/2. What is HuggingFace 🤗.mp4 | 44.75MB 63. Examine the Fundamentals of HuggingFace/3. Models.mp4 | 133.82MB 63. Examine the Fundamentals of HuggingFace/4. Datasets.mp4 | 71.09MB 63. Examine the Fundamentals of HuggingFace/5. Spaces.mp4 | 147.05MB 63. Examine the Fundamentals of HuggingFace/6. ChatGPT Competitor HuggingChat 🦾🤗.mp4 | 16.19MB 63. Examine the Fundamentals of HuggingFace/7. Challenge.mp4 | 112.96MB