Data Analytics
Core Python
Programming Basics
Functions, Lambda Functions
Data Structures in Python
Object Oriented Programming
Comprehension,Generators,Decorators
Modules and Packages
Exception Handling
File Handling
Multithreading
Regular Expressions
GUI programming using Tkinter
Database Connectivity
Case Study
MySQL
Database Normalization
SQL Components and various commands
Data definition Language
Data Manipulation Language
Select Statement, Groupby, having clause, Joins,Subquery
String, Date and Number functions
Views, Index
PLSQL –Stored Procedure, Functions, Cursor, Triggers
Transaction
Case Study
Web Programming
HTML5
CSS3
JavaScript
jQuery
Bootstrap
Introduction to
Data Analytics
What is Data Analytics?
Types : Descriptive, Diagnostic, Predictive,
Prescriptive Analytics lifecycle & CRISP-DM
Business problem framing
Data-driven decision making
Careers in Data Analytics
Mini Project : Business problem - analytics
solution mapping
Data Analysis
NumPy
Pandas
Plotting using Matplotlib & Seaborn
Geographical Plotting
Excel for
Data Analytics
Data cleaning & formatting
Conditional formatting
Logical functions (IF, AND, OR, NOT)
Lookup functions (VLOOKUP, HLOOKUP, XLOOKUP)
COUNTIF, SUMIF, SUMIFS
Pivot Tables & Pivot Charts
Power Query basics
What-if analysis, Goal Seek
Intro to Macros & VBA
Projects:
Sales MIS Dashboard
HR Attrition Analysis
Financial Reporting Model
Statistics &
Inferential Analytics
Descriptive statistics
Probability distributions
Hypothesis testing
Confidence intervals
Correlation & regression
ANOVA
Inferential analytics using Excel & Python
Case Study: Business decision-making using statistics
Data Visualization &
BI Tools
Power BI
Power BI architecture
Power Query (ETL)
Data modeling & relationships
DAX (Measures, Calculated Columns)
Interactive dashboards
Row-Level Security (RLS)
Power BI Service & sharing
Project: Executive Sales Dashboard
Tableau
Data connections & joins
Filters, groups, sets & bins
Calculated fields & table calculations
Advanced charts & dashboards
Storytelling with data
Project : Marketing Campaign Performance Dashboard
Machine Learning for
Analytics
Machine Learning Fundamentals
ML vs AI vs Analytics
Supervised vs Unsupervised Learning
Regression (Linear, Multiple)
Classification (Logistic, Decision Trees)
Clustering (K-Means)
Model Evaluation
Confusion matrix
Precision, Recall, F1-score
R2, RMSE, MSE
Feature engineering & selection
Hyperparameter tuning
Projects:
Loan Approval Prediction
Customer Segmentation
Fraud Detection
Generative AI for
Data Analytics
GenAI & ChatGPT for Analysts
Introduction to Generative AI
Prompt engineering techniques
Data cleaning & analysis using AI
Auto insights generation
AI-assisted visualization
Ethics & limitations of AI
Hands-on: Analytics workflows using ChatGPT
Business Analytics &
Storytelling
Domain understanding (Retail, BFSI, Healthcare, Telecom)
Hypothesis formulation
EDA & insight generation
Data storytelling & presentations
Case Studies:
Stock Market Analysis
HR Analytics
Customer Churn Analysis
Capstone Project
Problem definition
Data collection & cleaning
Analysis & modeling
Dashboard creation
Business recommendations
Capstone Examples:
Recommendation Engine
Sales Forecasting System
Healthcare Analytics Dashboard
PROJECT
Git & GitHub
Introduction
Installation & Lifecycle
Create & clone operation
Perform,Review & commit changes
Push,update,stash,move operation
What is GitHub?
Create a Repository
Create a Branch
Make a Commit
Open a Pull Request
Flask Framework
Building flask application
Request and Response object
Jinja2 Template Engine
URL Routing
Views and templates
State management
Database Connectivity
Microservices with Flask
Ajax
Project using Flask and MySQL
Django
Introduction to Django Architecture
Views, Templates and Routing
Django Template Language
Handling Request and Response
Models
Admin Module
Model Forms
Django Security
State Management
REST API Integration using Django
Project using Django and REST API
Aptitude
Averages and ages
Percentages
Ratio and Proportion
Profit and Loss
Partnership
Speed, distance, and time
Trains
Boats and Streams
Time and Work
Pipes and Cistern
Permutations and Combinations
Probability
Simple Interest
Compound Interest
Numbers and Divisibility Rules
Allegations and mixtures
Analytical Reasoning
Linear sitting arrangement
Circular sitting arrangement
Parallel sitting arrangement
Blood Relation
Distance and Direction
Coding and Decoding
Softskills
Introduction to Communication Skills
Confidence Building and Public Speaking
English Grammar
Business English
Advanced Communication Skills
Dressing / Attire / Grooming
Public Speaking and Presentation Skills
Interpersonal Skills and Assertiveness
Time Management
Stress Management
One to One Counseling Session for needy candidates (optional)
Operating Systems
Operating Systems an Overview
Types of Operating Systems
Components of an Operating System
An overview of File Systems
Process and Memory Management
User Management
Operating System Security
Device Drivers
Installing an OS using Virtual Box
Operating Systems in Cloud
Software Engineering
Introduction to Software Engineering
Software Development Life Cycle
SDLC Models
Agile – SCRUM
Requirement Analysis
Project Management
Design
Introduction to UML
Coding / Implementation
Testing
DevOps
DevOps Principles, CI/CD pipeline, Maven
Git/GitHub, Automating repository updates
Jenkins, Process automation
Docker, Portable platform
Kubernetes, Containerization
FAQ's
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"I had a great experience at Firstbit Solution while completing my Java Full Stack course. The institute provides a well-structured curriculum that covers both front-end and back-end technologies. The trainers—Chetan Sir, Shubham Sir, Sonali Ma’am, and Vaishali Ma’am—are highly knowledgeable and explain concepts in a simple and clear way, making it easy to understand even for beginners. They focus on practical learning and provide real-time project experience, which helped me build confidence in coding. Adesh Sir, the lab trainer, is also very helpful and always ready to assist with any doubts during practice sessions. The placement team is very supportive and helps me with job opportunities by conducting mock interviews, resume-building sessions, and technical interview preparation. Their guidance has made me feel more prepared for job interviews and got selected.”
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