Machine Learning

  • COURSES

    2-3 Month

  • DURATION

    2 Hours

  • FEE

    Rs.3500/-

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What you'll learn

✔ Cutting-Edge Machine Learning Techniques
✔ Practical Experience with Real-World Data
✔ Expert Guidance from Industry Professionals
✔ Career-Boosting Certification and Job Assistance
✔ Deploy Pre-Trained Models Quickly to Solve Hackathon Challenges
✔ Optimize Machine Learning Algorithms for Fast, Hackathon-Friendly Results

Course content

  • ✓ What is Machine Learning?
  • ✓ Types of Machine Learning: Supervised, Unsupervised, and Reinforcement Learning
  • ✓ Applications of Machine Learning in Various Industries

  • ✓ Linear Algebra Essentials
  • ✓ Probability and Statistics Fundamentals
  • ✓ Optimization Techniques

  • ✓ Data Cleaning and Handling Missing Values
  • ✓ Feature Scaling and Normalization
  • ✓ Feature Engineering and Selection

  • ✓ Linear Regression
  • ✓ Logistic Regression
  • ✓ Decision Trees and Random Forests
  • ✓ Support Vector Machines (SVM)
  • ✓ k-Nearest Neighbors (k-NN)

  • ✓ Clustering Techniques (k-Means, Hierarchical Clustering)
  • ✓ Dimensionality Reduction (PCA, t-SNE)
  • ✓ Anomaly Detection Techniques

  • ✓ Train-Test Split and Cross-Validation
  • ✓ Performance Metrics (Accuracy, Precision, Recall, F1-Score)
  • ✓ Hyperparameter Tuning

  • ✓ Bagging vs. Boosting
  • ✓ Random Forests
  • ✓ Gradient Boosting Machines (GBM) and XGBoost

  • ✓ Basics of Artificial Neural Networks
  • ✓ Activation Functions
  • ✓ Backpropagation Algorithm

  • ✓ Overview of Deep Learning
  • ✓ Convolutional Neural Networks (CNNs)
  • ✓ Recurrent Neural Networks (RNNs) and LSTM

  • ✓ Machine Learning in Healthcare, Finance, and Marketing
  • ✓ Natural Language Processing (NLP) Applications
  • ✓ Computer Vision Applications

  • ✓ End-to-End Machine Learning Project Implementation
  • ✓ Model Deployment and Integration
  • ✓ Presentation of Project Findings