Machine Learning Essentials
Expert Mentorship

Machine Learning Essentials

Master the foundation of machine learning, from linear regression to ensemble methods, with a focus on practical implementation and real-world data.

Limited Time Offer
₹10,999₹49,999
4-6 Weeks
40-50 Hours

Live Q&A

Expert doubt clearing

Career Support

1:1 Mentorship

Program Curriculum

A comprehensive, step-by-step roadmap designed to take you from fundamentals to advanced expertise.

WEEK 1

Supervised Learning & Linear Models

  • Linear Regression
  • Gradient Descent
  • Feature Scaling
  • Regularization (L1/L2)
WEEK 2

Classification Mastery

  • Logistic Regression
  • Decision Boundaries
  • Multiclass Classification
  • Evaluation Metrics (ROC/AUC)
WEEK 3

Tree-based Models & Ensemble Learning

  • Decision Trees
  • Random Forests
  • Gradient Boosting (XGBoost/LightGBM)
  • Bias-Variance Tradeoff
WEEK 4

Unsupervised Learning

  • K-Means Clustering
  • Hierarchical Clustering
  • PCA for Dimensionality Reduction
  • Anomaly Detection
WEEK 5

Kernel Methods & Support Vector Machines

  • SVM fundamentals
  • Kernel Trick
  • Hyperplane optimization
  • Classification with SVM
WEEK 6

Model Selection & Hyperparameter Tuning

  • Cross-validation
  • Grid Search & Random Search
  • Model validation strategies
  • Overfitting prevention
WEEK 7

Pipeline Optimization & Engineering

  • Scikit-learn Pipelines
  • Custom Transformers
  • Feature Engineering at Scale
  • Automated Workflows
WEEK 8

ML Ops & Productionization

  • Model Versioning (MLflow)
  • Serving with Fast API
  • Dockerizing ML models
  • Monitoring drift

Ready to level up your career with Machine Learning Essentials?

₹10,999₹49,999SPECIAL OFFER
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