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Nurture the Art of Machine Learning

Welcome to EvolkAI. A community for Machine Learning Enthusiast.

Introduction to Machine Learning

  1. Understanding Machine Learning
  2. Types of Machine Learning
  3. Applications of ML
  4. Ethics and Challenges
  5. Getting Started with Machine Learning

Data Pre-processing

  1. Significance of Data Pre-processing
  2. Handling Nan values, and Categorical Data
  3. Techniques for Data Pre-processing
  4. Feature Selection and Extraction

Linear Regression

  1. Introduction
  2. Understanding Linear Regression
  3. Building a Linear Regression Model
  4. Cost Function and Gradient Descent
  5. Model Evaluation Metrics

Classification Algorithm

  1. Introduction
  2. Logistic Regression
  3. Decision Tree
  4. Support Vector Machine
  5. Evaluating Classification Matrix

Introduction to Neural Networks

  1. Introduction
  2. Backpropogation
  3. Deep learning frame work overview
  4. Implementing a Basic Neural Network