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Data Analyst Roadmap

Data Analyst Roadmap

Private Course
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Responsible J RAVI KISHORE REDDY
Last Update 02/12/2024
Completion Time 5 days 7 hours 11 minutes
Members 57
  • Introduction to Data Analysis
    3Lessons · 2 hr 10 min
    • Definition and Purpose
    • Historical and context
    • Importance in various industries
  • Importance of Data in Decision Making
    4Lessons · 2 hr 35 min
    • Importance-of-Data-in-Decision-Making-in-Data-Analysis
    • Roles of Data in Business Decisions
    • Impact-on-Strategic-Planning-of-Data-Analysis
    • Data-Driven-Decision-Making-The-Power-of-Data-Analysis
  • Basic Concepts and Terminology
    3Lessons · 2 hr 10 min
    • Key terms of data analysis.pdf
    • Data Types (Qualitative, Quantitative)
    • Data Sources and Collection Methods.pdf
  • Statistics and Mathematics for Data Analysis
    3Lessons · 1 hr 50 min
    • Descrpitive stastics for data analysis
    • Measures of tendency.pdf
    • Measures-of-Dispersion-Understanding-Range-Variance-and-Standard-Deviation.pdf
  • Probability Theory
    3Lessons · 1 hr 50 min
    • Basic-Probability-Concepts-for-Data-Analysis.pdf
    • Probability-Distributions-for-Data-Analysis
    • Probability Theory
  • Inferential Statistics and Hypothesis Testing
    4Lessons · 2 hr 30 min
    • Inferiential stastics.pdf
    • Sampling-Techniques-for-Data-Analysis
    • Hypothesis formulation
    • Confidence Intervals for Data Analysis
  • Data Exploration and Cleaning
    9Lessons · 6 hr 10 min
    • Data Exploration and Cleaning
    • Exploratory Data Analysis (EDA) Techniques
    • Univariate-and-Bivariate-Analysis
    • Data-Distribution-Visualization-for-Data-Analysis
    • Correlation Analysis
    • Handling Missing Data
    • Identifying missing data
    • Imputation-Techniques-for-Data-Analysis
    • Dealing with Outliers.pdf
  • Data Cleaning and Preprocessing
    4Lessons · 2 hr 50 min
    • Data Cleaning and Preprocessing
    • Data Standardization and Normalization
    • Feature-Engineering-for-Data-Analysis.pdf
    • Data Transformation
  • Data Visualization
    4Lessons · 2 hr 45 min
    • Principles of Data Visualization
    • Tufte's Principles
    • Effective-Chart-Selection
    • Color Theory
  • Visualization Tools
    7Lessons · 5 hr 10 min
    • Visualization-Tools-Unlocking-the-Power-of-Data
    • Introduction to Matplotlib and Seaborn
    • Data-Visualization-with-Tableau
    • Interactive-Visualizations
    • Interpretation-of-Visualizations
    • Drawing-Insights-from-Visual-Representations
    • Communicating finding
  • Programming and Tools for Data Analysis
    9Lessons · 6 hr 35 min
    • Introduction-to-Programming-Python-or-R
    • Basics-of-Python-or-R
    • Control-Structures-and-Functions
    • Data Analysis Libraries (Pandas, NumPy)
    • Data manipulation with pandas
    • Numerical-Operations-with-NumPy
    • Introduction-to-SQL-for-Data-Manipulation
    • Database-Queries-and-Joins
    • Data-Retrieval-and-Filtering
  • Database Management
    6Lessons · 4 hr 30 min
    • Understanding relational databases
    • Relational-Database-Concepts
    • Entity-Relationship Diagrams
    • SQL Database Querying and management
    • Advanced SQL Queries
    • Database Adminstration Basics
  • Machine Learning Basics for Data Analysts
    8Lessons · 6 hr
    • Introduction To Machine Learning Concepts
    • Supervisied VS Unsupervised learning
    • Supervisied learning
    • Regression-Analysis
    • Classification-Algorithms
    • Unsupervisied Learning
    • Clustering-Techniques
    • Dimensionality-Reduction
  • Data Analysis with Python or R
    6Lessons · 3 hr 50 min
    • In-Depth-Exploration-of-Data-Analysis-Using-Python-or-R
    • Advanced data Manipulation
    • Statistical-Analysis-Techniques
    • Application-of-Statistical-Methods-to-Real-World-Datasets
    • Real-World-Case-Studies
    • Practical-Applications-of-Statistical-Concepts
  • Advanced Data Analysis Techniques
    9Lessons · 6 hr 16 min
    • Multivariate-Statistical-Analysis
    • Multivariate-Regression-Exploring-Relationships-Between-Variables
    • Principal Component Analysis
    • Time-Series-Analysis
    • Time-Series-Visualization
    • Forecasting-Techniques
    • Advanced-Data-Visualization
    • 3D-Visualizations
    • Geographic Information System (GIS) for Data Analysis
  • Big Data Technologies
    9Lessons · 6 hr 35 min
    • Introduction-to-Big-Data-Concepts
    • Characteristics-of-Big-Data-Volume-Velocity-Variety
    • Challanges and Opportunities
    • Hadoop-Fundamentals
    • Hadoop-Architecture
    • MapReduce-Programming-Model
    • Apache-Spark
    • Spark Basics
    • Spark-SQL-and-DataFrames
  • Data Ethics and Privacy
    6Lessons · 4 hr 30 min
    • Ethical Considerations in Data Analysis
    • Responsible-Data-Use
    • Bias-and-Fairness-in-Data-Analysis
    • Privacy-Concerns-and-Data-Security-A-Comprehensive-Overview
    • Data Protection Regulations
    • Secure Data Handling Practices
  • Communication Skills for Data Analysts
    6Lessons · 4 hr 25 min
    • Effective Data Communication
    • Tailoring-Messages-for-Different-Audiences
    • Storytelling Techniques
    • Data Presentation Tools
    • Advanced-PowerPoint-or-Equivalent
    • Data Visualization in Bussiness Report
  • Continuous Learning and Industry Trends
    6Lessons · 4 hr 30 min
    • Staying-Updated-with-the-Latest-Tools-and-Techniques
    • Following-Industry-Blogs-and-Forums
    • Continuous-Professional-Development
    • Emerging-Trends-in-Data-Analysis-and-Data-Science
    • Artificial-Intelligence-and-Machine-Learning-Trends
    • Industry-Specific-Innovations
  • JavaScript Playground
    1Lessons · 2 days 2 hr
    • Accessing JavaScript