CDSE - Certified Data Science Expert

CDSE - Certified Data Science Expert

This 1-year certification program is designed to provide comprehensive knowledge and practical skills in data science. The curriculum covers the fundamentals to advanced concepts of data analysis, machine learning, data visualization, and their applications in various industries. This course is ideal for individuals aiming to build a career in data science and related fields.

Course Structure

Semester 1: Fundamentals of Data Science

Module 1: Introduction to Data Science

                - Overview of Data Science

                - Roles and Responsibilities of a Data Scientist

                - Applications of Data Science in Various Industries

Module 2: Python for Data Science

                - Basics of Python Programming

                - Python Libraries for Data Science: NumPy, Pandas, Matplotlib

                - Data Manipulation and Analysis

Module 3: Statistics and Probability

                - Descriptive and Inferential Statistics

                - Probability Distributions

                - Hypothesis Testing

Module 4: Data Visualization

                - Data Visualization Principles

                - Tools for Data Visualization: Matplotlib, Seaborn, Tableau

                - Creating Effective Visualizations

Module 5: Machine Learning Basics

                - Supervised and Unsupervised Learning

                - Regression and Classification Algorithms

                - Clustering Techniques

Semester 2: Advanced Data Science Applications and Capstone Project

Module 6: Data Preprocessing

                - Data Cleaning and Preparation

                - Feature Engineering

                - Handling Missing Data

Module 7: Advanced Machine Learning

                - Ensemble Learning

                - Natural Language Processing (NLP)

                - Time Series Analysis

Module 8: Big Data Technologies

                - Introduction to Big Data

                - Hadoop and Spark

                - Big Data Processing and Analysis

Module 9: Deep Learning

                - Neural Networks Fundamentals

                - Convolutional Neural Networks (CNNs)

                - Recurrent Neural Networks (RNNs)

Capstone Project: Comprehensive Project Applying Data Science Techniques to Real-world Scenarios

Job Scope

Graduates of the Data Science certification program will be equipped to pursue various roles in the data science field, including:

- Data Scientist

- Machine Learning Engineer

- Data Analyst

- Business Intelligence Analyst

- Data Engineer

- Statistical Analyst

Industries hiring data science professionals include technology companies, healthcare, finance, retail, and more. The demand for data science expertise is rapidly growing, providing excellent career opportunities and competitive salaries.