At Vagdevi Technologies, Ameerpet, we offer comprehensive Data Science Training with both online and offline classes, dedicated lab availability, and a 100% placement guarantee. Our course is designed for beginners as well as working professionals who want to upskill in data-driven technologies.
Module 1: Introduction to Data Science
What is Data Science?
Data Science vs Machine Learning vs AI
Real-time applications of Data Science
Roles & responsibilities of a Data Scientist
Tools used in the industry
Module 2: Python for Data Science
Python Basics
Python installation & environment setup
Variables, Data Types, Operators
Conditional statements & loops
Functions, Modules, Packages
Python Advanced
File handling
Exception handling
Object-Oriented Programming (OOPs)
Iterators & Generators
Module 3: Data Analysis with NumPy & Pandas
NumPy
Arrays and operations
Array indexing & slicing
Mathematical functions
Pandas
Series & DataFrames
Data cleaning & preparation
Handling missing data
Grouping, merging, joins
Data preprocessing techniques
Module 4: Data Visualization
Matplotlib
Basic plots
Customization of plots
Subplots
Seaborn
Statistical visualizations
Pair plots, Heatmaps, Boxplots, KDE plots
Plotly / Power BI (Optional)
Interactive dashboards
Module 5: Statistics for Data Science
Descriptive & Inferential Statistics
Probability & Distributions
Hypothesis Testing
Correlation & Covariance
ANOVA & Chi-Square Tests
Module 6: Machine Learning (Supervised Learning)
Introduction to Machine Learning
Train-Test Split, Cross-Validation
Evaluation Metrics (Accuracy, Precision, Recall, F1 Score)
Algorithms
Linear Regression
Logistic Regression
Decision Trees
Random Forest
KNN
SVM
Naïve Bayes
Module 7: Machine Learning (Unsupervised Learning)
Clustering Concepts
K-Means
Hierarchical Clustering
PCA – Dimensionality Reduction
Module 8: Machine Learning Deployment
Model selection & tuning
Hyperparameter optimization (GridSearch, RandomSearch)
Model Deployment (Flask / FastAPI)
Working with real-time data
Module 9: SQL for Data Science
SQL Basics
Joins, Subqueries
Window Functions
Stored Procedures & Functions
Module 10: Big Data Basics (Optional)
Introduction to Hadoop
Spark for Data Processing
Working with PySpark
Module 11: Deep Learning (Optional)
Introduction to Neural Networks
TensorFlow / Keras basics
ANN Implementation
Module 12: Real-Time Projects
E-commerce data analysis
Customer segmentation
Fraud detection model
Predictive analytics project
End-to-end ML project deployment
Why Choose Vagdevi Technologies, Ameerpet?
✅ Online & Offline Classes
✅ 100% Placement Guarantee
✅ Daily Lab Availability
✅ Real-Time Projects
✅ Experienced Industry Faculty
✅ Interview Preparation & Mock Interviews
Contac us
VAGDEVI TECHNOLOGIES
Call: 95 1590 1571, 91 3375 7367
Website: www.vagdvitechnologies.com
Email: vagdevitechnologies@gmail.com
