This course delves into both the theoretical aspects and practical applications of data mining within the field of engineering. It provides a comprehensive review of the essential fundamentals and central concepts underpinning data mining. Additionally, it introduces pivotal data mining methodologies and offers a guide to executing these techniques through various algorithms. … [Read more...] about Machine Learning and Data Analytics Part 2
Data Analysis
Program Structure and Algorithms Part 1
This course will guide you through the essential principles of algorithms and their significance in computational problem-solving. You'll begin by exploring what an algorithm is, its core characteristics, and how it applies to real-world scenarios—from simple everyday tasks to complex computing challenges. As you progress, you will learn about the critical role algorithms … [Read more...] about Program Structure and Algorithms Part 1
Indexing, Performance Optimization & Functions in SQL Server
Learn the techniques that make SQL Server databases perform at their best. This course focuses on database performance tuning through proper indexing strategies, query optimization techniques, and execution plan analysis. You'll learn to identify bottlenecks using SQL Server's performance tools, implement appropriate index types, and rewrite inefficient queries. The course also … [Read more...] about Indexing, Performance Optimization & Functions in SQL Server
Data Processing and Optimization with Generative AI
This course focuses on advanced methods for data cleaning, preparation, and optimization using AI-assisted tools. You'll learn to generate synthetic data, address privacy concerns and data limitations in your projects. Discover how to leverage AI to identify and resolve complex data quality issues, ensuring your datasets are primed for analysis. Upon completion of this … [Read more...] about Data Processing and Optimization with Generative AI
Explore and Visualize Data the Python Way
In this course, you'll learn to uncover and communicate insights through powerful data visualization techniques. You'll master both static and interactive visualization tools, from Matplotlib and Seaborn to Plotly, while conducting thorough exploratory data analysis. Using the EngageMetrics and MediTrack datasets, you'll develop the skills to transform complex data into … [Read more...] about Explore and Visualize Data the Python Way
