Welcome to Vervegen Edtech Pvt Ltd, where the serene beauty of Dehradun meets the cutting-edge world of machine learning. Our Machine Learning Training program is designed to transform enthusiasts into skilled professionals, ready to innovate and lead in the tech-driven landscape.

Course Overview
Nestled in the lush valleys of Dehradun, our training program offers a comprehensive and immersive learning experience. The curriculum is crafted to cater to both beginners and those with prior knowledge of programming and statistics. Through hands-on projects, real-world case studies, and expert guidance, students will gain a deep understanding of machine learning concepts and applications.

Course Content
Module 1: Introduction to Machine Learning
What is Machine Learning?
Understanding the basics and importance of machine learning.
History and Evolution
The journey from early developments to modern advancements.
Types of Machine Learning
Supervised, Unsupervised, and Reinforcement Learning.
Module 2: Python for Machine Learning
Python Basics
Syntax, variables, data types, and basic operations.
Libraries for Machine Learning
Introduction to NumPy, Pandas, Matplotlib, and Scikit-learn.
Module 3: Data Preprocessing
Data Cleaning
Handling missing values, duplicates, and outliers.
Feature Engineering
Transforming raw data into meaningful features.
Data Normalization and Standardization
Techniques to scale data for better performance.
Module 4: Supervised Learning
Regression Analysis
Linear and logistic regression.
Classification Algorithms
Decision Trees, Random Forests, Support Vector Machines, and K-Nearest Neighbors.
Model Evaluation
Metrics such as accuracy, precision, recall, and F1 score.
Module 5: Unsupervised Learning
Clustering Techniques
K-means, Hierarchical clustering, and DBSCAN.
Dimensionality Reduction
Principal Component Analysis (PCA) and t-SNE.