Master Advanced Data Science -Data Scientist AIML Experts TM
About this course
This comprehensive Data Science Mastery Program is designed to equip learners with essential skills and knowledge across the entire data science lifecycle. The course covers key concepts, tools, and techniques in data science, from basic data collection and processing to advanced machine learning models. Here's what learners will explore:Core Data Science Fundamentals:Data Science Sessions Part 1 & 2 – Foundation of data science methodologies and approaches.Data Science vs Traditional Analysis – Comparing modern data science techniques to traditional statistical methods.Data Scientist Journey Parts 1 & 2 – Roles, skills, and responsibilities of a data scientist.Data Science Process Overview Parts 1 & 2 – An introduction to the step-by-step process in data science projects.Programming Essentials:Introduction to Python for Data Science – Python programming fundamentals tailored for data science tasks.Python Libraries for Data Science – In-depth exploration of key Python libraries like Numpy, Pandas, Matplotlib, and Seaborn.Introduction to R for Data Science – Learning the R programming language basics for statistical analysis.Data Structures and Functions in Python & R – Efficient data handling and manipulation techniques in both Python and R.Data Collection & Preprocessing:Introduction to Data Collection Methods – Understanding various data collection techniques, including experimental studies.Data Preprocessing – Cleaning, transforming, and preparing data for analysis (Parts 1 & 2).Exploratory Data Analysis (EDA) – Detecting outliers, anomalies, and understanding the underlying structure of data.Data Wrangling – Merging, transforming, and cleaning datasets for analysis.Handling Missing Data and Outliers – Techniques to manage incomplete or incor
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