- Overview of Data Analytics Course
- Definition and importance
- Types of data (qualitative vs quantitative)
- Types of Data Analytics Course (descriptive, inferential, predictive, prescriptive)
- Basic Concepts: Data Analytics Course, information, and knowledge
- Variables and datasets
- Data collection methods
Enroll in our Data Analysis Institute in UttamNagar to master data-driven decision-making, analytics tools, and business intelligence with hands-on training.
- Types of Data: Structured vs unstructured data, Primary vs secondary data
- Data Collection Methods: Surveys, experiments, observational data, web scraping, databases, and APIs
- Data Cleaning: Handling missing values, Dealing with outliers, Normalization and standardization
- Data Transformation: Aggregating and summarizing data, Feature engineering, Data encoding
Enroll in our Data Analysis Institute in UttamNagar to master data-driven decision-making, analytics tools, and business intelligence with hands-on training.
- Descriptive Statistics: Measures of central tendency, Measures of spread, Frequency distributions
- Probability Basics: Probability distributions, Conditional probability, Bayes’ theorem
- Inferential Statistics: Sampling methods, Hypothesis testing, Regression Analytics basics
Enroll in our Data Analysis Institute in UttamNagar to master data-driven decision-making, analytics tools, and business intelligence with hands-on training.
- Exploratory Data Analytics (EDA): Visualization techniques, Detecting trends and patterns, Identifying outliers
- Correlation and Causation: Pearson and Spearman correlation, Causality vs correlation
- Regression Analytics: Simple linear regression, Multiple regression Analytics, Model evaluation
- Classification and Clustering: Supervised learning (decision trees, k-nearest neighbors), Unsupervised learning (k-means, hierarchical clustering)
- Time Series Analytics: Forecasting models, Trend and seasonality Analytics
Enroll in our Data Analysis Institute in UttamNagar to master data-driven decision-making, analytics tools, and business intelligence with hands-on training.
- Importance of Visualization: Why visualize data? Types of visualizations
- Visualization Tools: Matplotlib, Seaborn, ggplot2, Excel, Power BI
- Creating Effective Visualizations: Bar charts, histograms, scatter plots, dashboards
- Interpreting Visualizations: Analyzing data through visual representations
Enroll in our Data Analysis Institute in UttamNagar to master data-driven decision-making, analytics tools, and business intelligence with hands-on training.
- Hypothesis Testing: Null hypothesis, Type I/II errors
- Statistical Tests: t-tests, chi-square tests, ANOVA, Z-tests
- Regression Analytics: Simple and multiple regression, Interpretation of coefficients
- Correlation and Causation: Pearson and Spearman rank correlation
Enroll in our Data Analysis Institute in UttamNagar to master data-driven decision-making, analytics tools, and business intelligence with hands-on training.
- Time Series Analytics: Introduction, Trend and seasonality, Forecasting with ARIMA
- Classification and Clustering: K-means, Decision trees, Random Forests, SVM
- Dimensionality Reduction: PCA, Feature selection techniques
Enroll in our Data Analysis Institute in UttamNagar to master data-driven decision-making, analytics tools, and business intelligence with hands-on training.
- Introduction to Machine Learning: Supervised vs Unsupervised learning
- Model Evaluation: Accuracy, Precision, Recall, F1-score
- Cross-validation, train-test splits
Enroll in our Data Analysis Institute in UttamNagar to master data-driven decision-making, analytics tools, and business intelligence with hands-on training.
- Introduction to SQL for Data Analytics Course: Basic queries, Aggregate functions, Subqueries
- NoSQL Databases: Working with MongoDB, Cassandra
Enroll in our Data Analysis Institute in UttamNagar to master data-driven decision-making, analytics tools, and business intelligence with hands-on training.
- Python for Data Analytics: Pandas, Numpy, Matplotlib, Seaborn
- R for Data Analytics: Introduction to R, dplyr, ggplot2
Enroll in our Data Analysis Institute in UttamNagar to master data-driven decision-making, analytics tools, and business intelligence with hands-on training.
- Project-Based Learning: Hands-on projects, Real-world datasets (Kaggle, government data)
- Reporting and Communication: Presenting findings, Communicating insights
Enroll in our Data Analysis Institute in UttamNagar to master data-driven decision-making, analytics tools, and business intelligence with hands-on training.
- Ethical Issues: Bias, Responsible data use
- Data Privacy: GDPR, Ethical considerations in data sharing
Enroll in our Data Analysis Institute in UttamNagar to master data-driven decision-making, analytics tools, and business intelligence with hands-on training.
- Advance excel
- Dashboard(using Excel)
- VBA Macro
- RDBMS
- SQL Basic
- SQL Advance
- Basic Python
- Data Analytics Course with Python
- Data Visualization using Python
- Data Analytics Course using Power BI
- Data Analytics Course with Power BI
- Data Visualization using Power BI
- Tubule
- Statics Function
Enroll in our Data Analysis Institute in UttamNagar to master data-driven decision-making, analytics tools, and business intelligence with hands-on training.