This specialization offers an in-depth exploration of modern data analytics methodologies by integrating Python, Excel, and Generative AI. Participants will gain competence in data manipulation and visualization, automating analytics processes, and deploying AI for enhanced exploratory data analysis. By the end of this specialization, learners will be able to deliver … [Read more...] about Modern Data Analytics with Python, Excel & Generative AI
Data Science
Harnessing LLMs: Strategy, Fine-Tuning & Evaluation
Large Language Models are revolutionizing how businesses operate, from customer support to content generation. This comprehensive program takes you from LLM business strategy to production deployment, combining strategic thinking with hands-on technical skills. You'll learn to evaluate LLM opportunities, fine-tune models for specific tasks, and build production-ready … [Read more...] about Harnessing LLMs: Strategy, Fine-Tuning & Evaluation
Machine Learning with Small Data Part 1
This course addresses the challenge of machine learning (ML) in the context of small datasets, a significant issue due to ML's increasing data demands. Despite ML's success in various fields, many areas can't provide large labeled datasets because of costs, privacy, or security laws. As big data becomes standard, efficiently learning from smaller datasets is crucial. This … [Read more...] about Machine Learning with Small Data Part 1
Statistical Learning for Engineering Part 1
This course covers practical algorithms and the theory for machine learning from a variety of perspectives. Topics include supervised learning (generative, discriminative learning, parametric, non-parametric learning, deep neural networks, support vector Machines), unsupervised learning (clustering, dimensionality reduction, kernel methods). The course will also discuss … [Read more...] about Statistical Learning for Engineering Part 1
Learn SQL Basics for Data Science
This Specialization is intended for a learner with no previous coding experience seeking to develop SQL query fluency. Through three progressively more difficult SQL projects with data science applications, you will cover topics such as SQL basics, SQL analysis, problem- solving strategies, debugging, improving data quality, and more. These topics will prepare you to apply … [Read more...] about Learn SQL Basics for Data Science