Course Overview
Master the algorithms that power modern AI. Machine Learning is transforming industries by enabling systems to learn from data. This course focuses heavily on Python, Scikit-Learn, mathematical foundations, and real-world predictive modeling.
At GSNT India, our Machine Learning certification program is structured to bridge the gap between academic learning and industry expectations. Through our 360-degree education model, you won't just learn syntax or theory; you will build real-world projects, understand best practices, and become a job-ready professional.
Detailed Syllabus
Click on any module to view the comprehensive topics covered in this curriculum.
- Python Programming Basics
- NumPy & Pandas
- Linear Algebra Essentials
- Calculus for ML
- Probability & Statistics
- Handling Missing Data
- Categorical Encoding
- Feature Scaling
- Feature Selection
- Train/Test Splits
- Linear Regression
- Multiple Linear Regression
- Polynomial Regression
- Ridge & Lasso
- Evaluating Regression Models
- Logistic Regression
- K-Nearest Neighbors (KNN)
- Support Vector Machines (SVM)
- Naive Bayes
- Confusion Matrix & ROC Curves
- Decision Trees
- Random Forests
- Gradient Boosting
- XGBoost & LightGBM
- Hyperparameter Tuning
- K-Means Clustering
- Hierarchical Clustering
- DBSCAN
- Principal Component Analysis (PCA)
- t-SNE
- Artificial Neural Networks (ANN)
- Activation Functions
- Backpropagation
- Building Models with Keras
- Overfitting & Dropout
- Saving & Loading Models
- Building APIs with Flask/FastAPI
- Dockerizing ML Models
- Deploying to Cloud
- End-to-End ML Pipeline
Frequently Asked Questions
The typical duration is 2 to 4 months depending on the batch (weekday/weekend) and learning pace.
No, this course is designed to be beginner-friendly. We start from the absolute basics.
Yes! We provide 100% placement assistance, including mock interviews, resume preparation, and direct referrals to our hiring partners.
Yes, upon successful completion and project submission, you will receive a verified certification from GSNT India.
We believe in hands-on learning. The course is 70% practical, focusing on live projects and real-world scenarios.
We offer flexible timings, including morning, evening, and weekend batches for working professionals.
Our trainers are industry veterans with 5-10+ years of active experience in top tech companies.
You can click on the 'Contact Us' or 'Enroll Now' button, or call us directly at +91 93262 82277.
