Empowering Tech Careers Through Data Science & AI

INTRODUCTION

• Variables, Data Types, and Strings
• Lists, Sets, Tuples, and Dictionaries

Control Flow and Conditional Statement, Functions, Modules and File Handling Class and Objects

Numpy – NUMERICAL PYTHO
Data Manipulation with Pandas

DATA VISUALIZATION

Data Visualization using Matplotlib and Pandas
Exploratory Data Analysis

UNSTRUCTURED DATA PROCESSING

Regular Expressions

Project On Web Scraping: Data Collection And Exploratory Data Analysis

Introduction to Statistics and Data Types
Descriptive Statistics
Probability Distribution
Inferential Statistics

Introduction to SQL
Data Exploration and Data Filtering (DQL and OPERATORS)
SQL Fundamentals
SQL Database Objects
Advanced Topics
Introduction To Power BI
Data Import And Data Visualizations
Power Queries
Power Pivot And Introduction To Dax
Data Analysis Expressions
Login, Publish To Web And RLS
Miscellaneous Topics

Introduction
Validation Methods 

Supervised Learning

Probability-Based Approach – Naive BayesPolynomial Regression
Introduction And Linear Algebra
Distance Based Approach – K Nearest Neighbors
Rule / Decession Boundary Based Approach – Decision Trees
Boundary-Based Linear Model – Linear Regression
Multiple Linear Regression
Evaluation Metrics for Regression Techniques
Polynomial Regression
Regularization Techniques
Logistic regression
Support Vector Machines
Ensemble Methods in Tree Based Models
Random Forest
Boosting: Adaboost, Gradient Boosting, XG Boosting:
Machine Learning Applications for Data Analysis
Un Supervised Learning

Dimensionality Reduction Techniques – PCA & t-SNE
K-Means Clustering
Hierarchical Clustering

Introduction to Deep Learning Principal Components Analysis
Neural Network Architecture and Activation Functions
Forward and Backward Propagation Optimizers
Neural Network Architecture and Activation Functions
Keras Hands-on – Regression and Classification

Intro to Images and Image Preprocessing with OpenCV CNN Architecture
Image Classification Case Study
Transfer Learning
Case Study with Transfer Learning
Object Detection
YOLO – Case Study

Introduction to text and Text Preprocessing with nltk and spacy
Vectorization Techniques
Project – Text Classification
RNNs
Project – Sequence Tagging
LSTMs
Auto Encoders
Transformer and Attention
BERT

Intro To Gen AI
Intro To LLM
Prompt Engineering and Working with LLM
Open AI
Gemini
LLaMA
LangChain