Introduction to Statistical Modeling Types of Statistical Models Regression Models Probability Distributions and Their Role in Modeling Hypothesis Testing in Statistical Models Bayesian Statistics in Modeling Machine Learning vs Statistical Modeling Tools for Statistical Modeling Introduction to Statistical Modeling Statistical modeling...

Introduction to Data Engineering Role of a Data Engineer in Tech Companies Programming Languages for Data Engineers Databases and Data Warehousing Concepts Big Data Technologies Cloud Platforms for Data Engineering Data Pipelines and ETL Processes Conclusion Introduction to Data Engineering Data engineering is a foundational discipline...

Introduction to Data Science Key Python Libraries for Data Science Data Cleaning and Preprocessing in Python Exploratory Data Analysis (EDA) in Python Statistical Analysis Using Python Machine Learning with Python Data Visualization in Python Big Data Processing with Python Introduction to Data Science Data Science is a dynamic and...

What is Dimensionality Reduction? Curse of Dimensionality: Challenges and Solutions Principal Component Analysis (PCA) Explained Linear Discriminant Analysis (LDA) Overview t-Distributed Stochastic Neighbor Embedding (t-SNE) Autoencoders for Dimensionality Reduction Implementing PCA in Python Applications of Dimensionality Reduction...

Introduction to Statistical Analysis Types of Statistical Analysis Measures of Central Tendency Measures of Dispersion Hypothesis Testing and Significance Levels Correlation and Causation in Statistical Analysis Data Visualization in Statistical Analysis Implementing Statistical Analysis in Python Introduction to Statistical...

Introduction to Hierarchical Clustering Difference Between Agglomerative and Divisive Clustering Importance of Hierarchical Clustering in ML Dendrograms in Hierarchical Clustering Linkage Methods: Single, Complete, Average Implementing Hierarchical Clustering in Python Visualizing Hierarchical Clustering Results Applications of...

Introduction to Data Collection Web Scraping for Automated Data Collection APIs for Real-Time Data Collection Sensor-Based and IoT Data Collection Ethical Considerations in Data Collection Data Cleaning and Preprocessing Techniques Storing and Managing Collected Data Conclusion Introduction to Data Collection Data collection...

Introduction to Data Visualization Types Categorical Data Visualization Methods Numerical Data Visualization Techniques Bar Charts and Histograms for Distribution Scatter Plots for Relationship Analysis Heatmaps for Correlation Visualization Pie Charts and Donut Charts Usage Conclusion Introduction to Data Visualization Types...

Introduction to Data Visualization in Python Popular Python Libraries for Data Visualization Matplotlib: Basic Plotting in Python Seaborn: Statistical Data Visualization Plotly and Interactive Data Visualizations Pandas Visualization Functions Creating Dashboards Using Dash and Streamlit Customizing Charts and Graphs in Python ...

Introduction to Correlation in Statistics Importance of Correlation in Data Analysis Types of Correlation: Positive vs Negative Pearson’s Correlation Coefficient Explained Spearman and Kendall Correlation Methods Visualizing Correlation Using Heatmaps Computing Correlation in Python (Pandas, NumPy) Conclusion Introduction...