Launch Your Career in Data Science ₹2999

Trained by working IT professionals from leading companies

30 HOUR Data Science & Machine Learning Beginner SYLLABUS

Welcome to the Data Science & Machine Learning course! In this course, you'll build a strong foundation in Python programming, statistics, and essential data science libraries. Whether you're a beginner starting your journey into data-driven problem solving or an IT professional aiming to expand your career, this course will guide you through data preprocessing, visualization, supervised and unsupervised learning algorithms, model evaluation, and real-world machine learning projects to prepare you for practical applications and advanced studies in AI.

Fee: ₹2999 Training Mode: Instructor-led live class Duration: 30hrs Next Batch: Loading...
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Prerequisite: Python Beginner, Data Analytics and SQL

What you will learn from this course?

  • Foundations of ML
    • What is Machine Learning?
    • Types of Learning (Supervised, Unsupervised, Reinforcement)
    • Classification vs. Regression
    • Getting started with Scikit-learn
  • Supervised Learning
    • Core Algorithms
      • Linear Regression
      • Logistic Regression
      • Decision Trees
      • Random Forest
      • Support Vector Machines (SVM)
      • K-Nearest Neighbors (KNN)
      • Naive Bayes
  • Unsupervised Learning
    • Clustering Techniques
      • K-means & K-means++
      • Elbow Method for choosing k
      • DBSCAN & OPTICS
      • Fuzzy Clustering
      • Spectral Clustering
      • Hierarchical Clustering (Agglomerative & Divisive)
      • Gaussian Mixture Models
  • Reinforcement Learning
    • Introduction & Key Elements
    • Algorithms
      • SARSA
      • Q-Learning
      • Deep Q-Networks (DQN)
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