Master the Machine Muse: Build Generative AI with ML
Unlock the creative potential of artificial intelligence with "Master the Machine Muse: Build Generative AI with ML." This comprehensive course takes you on an exciting journey into the world of generative AI, blending the art of machine learning with the science of creativity. Whether you're an aspiring data scientist, a tech enthusiast, or a creative professional looking to harness the power of
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Course Overview
Schedule of Classes
Course Curriculum
1 Subject
Master the Machine Muse: Build Generative AI with ML
42 Learning Materials
Logistic Regression Fundamentals
Advanced Clustering and Evaluation
Demystifying Logistic Regression Math
Logistic Regression: Real-World Examples You Can't Ignore
Data Preparation and Evaluation
Data Cleaning: The Unsung Hero of ML
Feature Engineering Magic: Transform Your Data
Know Your Model: Essential Evaluation Metrics
Logistic Regression for NLP
Know Your Model: Essential Evaluation Metrics
Supercharge Your NLP with Advanced Techniques
Transfer Learning: The NLP Shortcut You Need
Logistic Regression in Action: COVID-19 Case Study
Taming COVID-19 Data: A Data Scientist's Guide
Unmasking COVID-19 Trends: Data-Driven Insights
The Machine Learning Lifecycle: From Data to Deployment
Text Preprocessing and EDA
Text Preprocessing: Clean Up Your Act
Advanced Text Preprocessing: Unlock Hidden Patterns
Telling Stories with Text Data: EDA Mastery
Feature Engineering for NLP
Feature Engineering: The Secret to NLP Success
Optimize Your Model: Hyperparameter Tuning Tips
Finding the Perfect Hyperparameters: A Practical Guide
Regularization and Model Comparison
Regularization: Prevent Overfitting Like a Pro
Which Model Wins? A Showdown
Linear Regression: The Building Block of ML
Linear Regression and Decision Trees
Linear Regression: Simple Models, Big Impact
Boost Your Linear Regression Game
Decision Trees: Easy to Understand, Powerful to Use
Decision Tree Algorithms
Decision Trees: The Building Blocks
Mastering Entropy and Information Gain
Avoid Overfitting: Deep Dive into Decision Trees
Decision Trees with Categorical Data
Handling Categorical Data: Decision Tree Style
Train and Conquer: Decision Tree Mastery
Data-Driven Insights: Univariate Analysis
Data Visualization and Analysis
Data Visualization: Tell Your Story Visually
Spotting Trends: Outliers and Correlations
Advanced Visualization: Uncover Hidden Insights
Advanced Data Analysis
Bivariate Analysis: Uncover Relationships
Multivariate Analysis: Mastering Complexity
Time Series Analysis: Forecasting the Future
Clustering Techniques
K-means Clustering: Find Your People
Mastering K-means: Tips and Tricks
K-means in Action: Real-World Examples
Advanced Clustering and Evaluation
Beyond K-means: Advanced Clustering Techniques
Evaluating Your Clusters: Does It Make Sense?
ASSIGNMENT
MACHINE LEARNING ASSIGNMENT
Course Instructor
Ganta Srinath Reddy
21 Courses • 26 Students
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