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 Science
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
Neural Models and Machine Translation
This course guides you through the core concepts behind neural language models and machine translation, focusing on how RNNs, attention, and transformers enable powerful NLP applications used in today’s AI systems. Through hands-on exercises, you’ll learn to build, fine-tune, and evaluate neural models for contextual language understanding, sentiment classification, and … [Read more...] about Neural Models and Machine Translation
How to Build a Diffusion Model – An Introduction
This intermediate-level course delves into the field of generative models, particularly focusing on diffusion models for image generation. Through an exploration of cutting-edge techniques, you'll uncover how diffusion models work, from the fundamental concepts to the intricate architectures powering text-to-image generation. As you deepen your understanding, you'll also … [Read more...] about How to Build a Diffusion Model – An Introduction
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
