BridgeToConnect
Intermediate • Applied ML

Machine Learning Essentials

Learn how machines learn from data. Build predictive models, understand algorithms intuitively, and apply ML to real datasets.

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8–10
Weeks
4+
ML projects
Hands-on
Model building

Overview

This course focuses on practical machine learning — understanding algorithms, training models, and evaluating results, not just theory.

ML fundamentals

How machines learn patterns from data.

Algorithms

Regression, classification, clustering basics.

Outcome

Ability to build and explain ML models confidently.

Curriculum

Concept → model → evaluation → improvement.

Module 1

ML Foundations

  • What is machine learning?
  • Supervised vs unsupervised learning
  • Training vs testing data
Module 2

Regression Models

  • Linear & multiple regression
  • Error metrics (MAE, RMSE)
  • Model assumptions
Module 3

Classification Models

  • Logistic regression
  • KNN, decision trees
  • Confusion matrix, accuracy
Module 4

Model Evaluation

  • Overfitting & underfitting
  • Train/test split
  • Cross-validation basics
Module 5

Clustering & Intro to ML Pipelines

  • K-Means clustering
  • Feature scaling
  • End-to-end ML workflow

What you’ll submit

Model notebooks + evaluation reports.

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Portfolio Projects

Projects that demonstrate real ML thinking.

House Price Prediction

Regression

Predict house prices using regression models.

  • Feature selection
  • Error evaluation
  • Model comparison

Customer Churn Model

Classification

Predict which customers are likely to leave.

  • Binary classification
  • Confusion matrix
  • Precision vs recall

Customer Segmentation

Clustering

Group customers using unsupervised learning.

  • K-Means clustering
  • Feature scaling
  • Business interpretation

Pricing

Advanced skills at accessible pricing.

Starter

₹7,999

Self-paced

  • Full curriculum
  • Model notebooks
  • Community access
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Mentored

₹14,999

Career-focused

  • Weekly mentor calls
  • Model reviews
  • Interview prep
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Team

Custom

Institutes & companies

  • Custom curriculum
  • Progress tracking
  • Bulk pricing
Contact

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Ask questions, check prerequisites, or get guidance on your ML path.