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AI & ML Basics

Er Yogendra Singh Rajput December 11, 2025
AI & ML Basics 2-Day Workshop Syllabus

AI & ML Masterclass

A Comprehensive 2-Day Workshop to Enter the World of Intelligence. Learn Python, Data Science, and Build Real Machine Learning Models.

2 Days Intensive Workshop

Python Powered

Master the industry-standard language for AI and Data Science.

Smart Models

Learn to build algorithms that can predict, classify, and learn.

Data Visualization

Turn complex raw data into meaningful visual insights.

Workshop Requirements

Laptop (Min 4GB RAM)
Google Account (for Colab)
Basic Math Knowledge
No Prior Coding Needed
1

Day 1: Python & Data Science Foundations

S1: AI Landscape

  • AI vs ML vs Deep Learning
  • Setting up Google Colab
  • Python Basics Crash Course
  • Variables, Lists, Loops

S2: Data Manipulation

  • Intro to NumPy (Math)
  • Pandas DataFrames
  • Reading CSV Files
  • Data Cleaning & Filtering

S3: Visualization

  • Matplotlib Basics
  • Seaborn for Beautiful Plots
  • Scatter, Bar & Histograms
  • Finding Patterns in Data

S4: Day 1 Project

  • EDA on Titanic Dataset
  • Analyzing Survival Rates
  • Visualizing Correlations
  • Handling Missing Values
2

Day 2: Machine Learning Algorithms

S5: Supervised ML

  • Linear Regression Logic
  • Training vs Testing Data
  • Scikit-Learn Library
  • Predicting Numerical Values

S6: Classification

  • Logistic Regression
  • Decision Trees
  • Confusion Matrix
  • Accuracy & Precision Score

S7: Neural Networks

  • Intro to Deep Learning
  • How Neurons Work
  • Basic Structure of ANN
  • Applications (Vision/NLP)

S8: Deployment

  • Saving Trained Models
  • Intro to Streamlit
  • Building a Web UI for ML
  • Showcasing Your Projects

Live Demos by Trainer

Experience the magic of AI with these live coding demonstrations:

Face Detection

Real-time face tracking using OpenCV and Python.

Spam Classifier

Building a system to detect spam emails using NLP.

Stock Price Prediction

Using Regression to forecast future stock trends.

Handwritten Digit Rec.

Teaching a computer to read handwritten numbers (MNIST).

🚀 Models You Will Build

House Price Predictor

Estimate house prices based on size, location, and rooms.

Diabetes Prediction

Classify patients as diabetic or not based on health data.

Movie Recommender

Suggest movies to users based on their viewing history.

Ready to master AI?

Download the complete, detailed 2-page syllabus PDF.

Keywords:

AI ML Workshop, Machine Learning Basics Course, Learn Python Data Science, Artificial Intelligence Syllabus, Deep Learning for Beginners, Coding Bootcamp 2024.

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#ArtificialIntelligence #MachineLearning #DataScience #Python #DeepLearning #CodingWorkshop #TechCareer #StudyForNext #FutureTech

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