Under The Mango Tree

Home

English Learning Python Algorithms Machine Learning Deep Learning & AI Soft Skills AI Tools

Job Portal Projects Hackathons Team

Home

English Learning Python Algorithms Machine Learning Deep Learning & AI Soft Skills

Job Portal Team

Data Science & Machine Learning

Before starting to learn ML, make sure you have a good hold of Python Programming and Data Handling using Python.

Overview Part 1 Overview Part 2

Random Variables and Probability Distributions Part 1

Expectation, Moments and CLT Part 1

Bayes' Theorem Part 1

Naïve Bayes, Gaussian Naive Bayes, Bayes' Optimal Classifier Part 1

Regression vs Classification Part 1

Bayesian Parameter Estimation Part 1

Maximum Likelihood Estimation Part 1

Maximum A Posteriori Estimation Part 1

Gradient Descent & Regularisation Part 1

Linear Regression: Normal Equation & Regularisation Part 1 Linear Regression: Normal Equation & Regularisation Part 2

Logistic Regression Concepts Part 1

Logistic Regression: Multiclass Classification Part 1

SVM with Linear Kernel Part 1

SVM: Slack Variables and Nonlinear Kernels Part 1

Decision Trees Part 1

Random Forest + Comparison Part 1

Artificial Neural Networks : Introduction Part 1

Artificial Neural Networks : Backpropagation Part 1

ANN: Activation, Loss & Optimization Part 1

Solving ODEs using ANN Part 1

Deep Learning Intro Part 1

Generative Vs. Discriminative Models Part 1

Probabilistic Graphical Models Part 1

Expectation Maximization Part 1

K-Means clustering Part 1

Gaussian Mixture Models Part 1

PCA Part 1

PCA Part 2

Reinforcement Learning Part 1

Big data technologies Part 1

Emerging Issues Part 1

SVM with Linear Kernel Part 1

Previous Next Lesson

What You Will Learn

Linear SVM basics

Content Covered

Introduces Support Vector Machines with a linear kernel.

Resources

SVM Applications
Medium SVM vs LR
Stats StackExchange SVM vs LDA
PwhiWxHK80 video
TDSC SVM Part 1 (Lagrange)
GeeksforGeeks SVM Python
ML Mastery Implement Backprop (Duplicate)

Under The Mango Tree

Empowering students through quality education and career opportunities in a supportive, university-style environment.

Quick Links

Home
Learning Hub
Job Portal
Projects
Hackathons
Our Team

Learning Resources

English Learning
Python Programming
Algorithms
Machine Learning
Deep Learning & AI
Soft Skills
AI Tools

Contact Us

Bhopal, Madhya Pradesh.
info@pythonpal.org
+91 9891262133

© 2025 Under The Mango Tree. All rights reserved.