8 weeks of AI / ML Course (1)

285 Rhode Hall Rd

Monroe Township, NJ 08831, USA

July 13th to Aug 31st, 2024 - 10 AM to 11:30 AM

Location: Om Sri Sai Balaji Temple @ Monroe NJ


Day 1: Introduction to AI and ML (1.5 hour)

- What is AI and ML?

- Real-world applications

- Basic AI terminology and concepts

- Types of learning: Supervised, Unsupervised

- Mathematical foundations: Linear Algebra: Vectors, Matrices, and Operations

- Probability and Statistics: Basics, Bayes Rule, Distributions, and Data Analysis

- Hand On: python environment setup.

• Day2: Linear Regression and Least Squares (1.5 hour)

- Concept and uses of linear regression

- The least squares method

- Use case and problem statement to set pretext on AI application. 

- Hands-on activity: Implementing linear regression in Python

• Day3: Logistic Regression (1.5 hour)

- Logistic regression vs. linear regression

- Sigmoid function and binary classification

- Hands-on activity: Implementing logistic regression in Python

• Day4: Supervised and Unsupervised Learning (1.5 hour)

- Supervised Learning: Examples and use cases

- Unsupervised Learning: Examples and use cases

- Key differences and examples of algorithms

- Hands on activity: Supervised and Unsupervised learning.

- Minor Project 1.

• Day5: Classification Models (1.5 hour)

- K-Nearest Neighbors (KNN)

- Naive Bayes

- Linear classifiers and perceptron’s

- Hands-on activity: Implementing KNN and Naive Bayes in Python

• Day6: Decision Trees and Random Forests (1 hour)

- Decision Tree basics and construction

- Random Forests: Introduction and importance of ensembles

- Hands-on activity: Implementing decision trees and random forests in Python

• Day7: Python Packages and NLP Basics (1 hour)

- Essential Python packages: NumPy, Pandas, Matplotlib, Scikit-learn, 

- Hands-on activity: Basic ML model using Scikit-learn

• Day8: Advanced Models and AI (1 hour)

- Introduction to GPT, Transformers, and BERT

- CNN, Dalle, 

- Hands-on activity: UsingGPT for coding.

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$99
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