Description

Python (Internals, do’s and don’ts) Architecture, Data Structure

Installation of Anaconda Prompt
Jupyter Notebook – An Overview
Shortcut Keys in Jupyter Notebook
Data Types in Python

Python, Reading & Writing Files in Python

Rules for Naming the Variables
List, Tuple, Set, Dictionary
Introduction to Files and Directories
Introduction to the Command Prompt or Terminal Paths
Text Files – Reading from a Text File Opening a File using with

 

Loops and Conditionals in Python

If, Elif and Else Condition
For and While Loop

 

Data Analysis, Manipulation with NumPy

Machine Learning Libraries
NumPy – Hands On

Pandas – Python Data Science Package to Manipulate, Calculate and Analyze Data

Pandas – Hands On

 

Exploratory Data Visualization in Python with Matplotlib

Learn How to Explore, Visualize, and Extract Insights from Data
Data Visualization
Matplotlib – Hands On
Seaborn – Hands On

Statistical Thinking in Python (Part 1)

Measures of Central Tendency
Measures of Dispersion
IQR Statistics – Hands On

Supervised Learning & Unsupervised Learning

Classification, Regression, Fine-Tuning Your Model
Supervised Learning
Unsupervised Learning
Linear Regression
Metrics in Linear Regression – Hands On

 

Logistic Regression

Metrics in Logistic Regression
Hands On in Logistic Regression

 

Linear Regression

Metrics for Linear Regression

 

Pre-Processing for Machine Learning in Python

Introduction to Data Preprocessing
Standardizing Data
Exploratory Data Analysis
Missing Values
Outliers
Standardization, Normalization, Feature Scaling and Selection

 

Tree-Based Models – Classification and Regression Trees

Decision Tree
Bagging
Boosting
Random Forest

 

Fundamentals of Neural Network & Projects Discussion

Neural Network and
Project – Using Data Science Packages, Analysis, Visualization, Create Model, Extract Pure Data etc

 

Basics of NLP

NLTK
Spacy
Gensim
FastText

 

Basics of Gen AI

Hugging Face
How Does Generative AI Work?
Generative AI Models
What are DALL-E, ChatGPT, and Bard?
Use Cases for Generative AI