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POLICY UPDATE: Senior leaders from the world’s leading research..
Certified Data Scientist Program Syllabus
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Course Content
Data Science Fundamentals
Introduction to Data Science
Definition and Importance of Data Science
Overview of Industry Use Cases
Understanding the Data Science Workflow
Tools and Technologies
Programming for Data Science
Python Basics
Essential Python Libraries
Data Manipulation Techniques
Data Analysis and Visualization
Descriptive Statistics
Data Visualization Tools
Exploratory Data Analysis (EDA)
Databases and SQL
Introduction to Relational Databases
Writing SQL Queries
Integrating SQL with Python
Basic Probability and Statistics
Probability Theory
Statistical Inference
Correlation vs. Causation
Hands-On Labs
Analyze and Visualize a Real-World Dataset
Write and Execute SQL Queries
Perform Exploratory Data Analysis
Advanced Data Science and Machine Learning
Advanced Data Wrangling
Feature Engineering
Handling Missing Data
Outlier Detection
Machine Learning Fundamentals
Supervised Learning
Unsupervised Learning
Model Evaluation
Ensemble Learning Methods
Random Forests
Gradient Boosting
Natural Language Processing (NLP)
Text Preprocessing
Text Representation
Applications
Introduction to Deep Learning
Basics of Neural Networks
Activation Functions
Implementing Simple Neural Networks
Hands-On Labs
Build Predictive Models
Perform Clustering
Develop a Sentiment Analysis Tool
Specialized Applications and Capstone Project
Advanced Machine Learning Techniques
Time Series Analysis
Recommender Systems
Model Optimization
Big Data and Scalable Systems
Introduction to Big Data Ecosystem
PySpark
Real-Time Data Processing
Advanced Deep Learning
Convolutional Neural Networks (CNNs)
Recurrent Neural Networks (RNNs)
Transfer Learning
Ethical and Responsible AI
Bias and Fairness
Explainability
Data Privacy and Security
Capstone Project
Problem Selection
Solution Design
Implementation
Presentation
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