Data Analytics Classes in Pune Data Analytics Syllabus

Module 1: Introduction to Data Analytics

What is data analytics?



Role of a data analyst

Types of analytics: Descriptive, Diagnostic, Predictive, Prescriptive

Data-driven decision making

Module 2: Data Collection & Data Sources

Types of data: Structured vs. unstructured

Data sources: Databases, APIs, web scraping, surveys

Data warehousing and data lakes

Introduction to ETL (Extract, Transform, Load) processes

Module 3: Data Cleaning & Preprocessing

Importance of clean data

Handling missing or inconsistent data

Data transformation and normalization

Tools: Excel, Python (Pandas), R

Module 4: Exploratory Data Analysis (EDA)

Descriptive statistics: Mean, median, mode, standard deviation

Data profiling

Identifying trends and patterns

Visualization tools: Matplotlib, Seaborn, Tableau, Power BI

Module 5: Data Visualization & Communication

Best practices for visual storytelling

Creating reports and dashboards

Tools: Tableau, Power BI, Google Data Studio

Module 6: Statistical Analysis

Probability and distributions

Hypothesis testing

Correlation vs. causation

Linear and logistic regressionData Analytics Course in Pune

Module 7: SQL for Data Analytics

Basics of databases

Writing SQL queries

Joins, filters, and aggregations

Data manipulation and extraction

Basic syntax and data structures

Data analysis libraries (Pandas, NumPy, Matplotlib)

Reading, analysis, and visualization of data

Introduction to scripting and automation

Module 9: Predictive Analytics (Advanced/Optional)

Introduction to machine learning

Supervised and unsupervised learning

Model construction and assessment

Algorithms: Decision trees, clustering, regression

Module 10: Data Ethics & Governance

Data privacy regulations and compliance (e.g., GDPR)

Ethical usage of data

Bias in data and algorithms

Data Analytics Classes in Pune

Data Analytics Classes in Pune

Data Analytics Classes in Pune

Data Analytics Classes in Pune

Data Analytics Classes in Pune

Data Analytics Classes in Pune

Data Analytics Classes in Pune

Data Analytics Classes in Pune

Data Analytics Classes in Pune

Data Analytics Classes in Pune

Data Analytics Course in Pune

Data Analytics Course in Pune

Data Analytics Course in Pune

Data Analytics Course in Pune

Data Analytics Course in Pune

Data Analytics Course in Pune

Data Analytics Course in Pune

Data Analytics Course in Pune

Data Analytics Course in Pune

Data Analytics Course in Pune

Data Analytics Training in Pune

Data Analytics Training in Pune

Data Analytics Training in Pune

Data Analytics Training in Pune

Data Analytics Training in Pune

Data Analytics Training in Pune

Data Analytics Training in Pune

Data Analytics Training in Pune

Data Analytics Training in Pune

Data Analytics Training in Pune