#No 1 Software Development & AI Engineering Program

Build Modern Software Applications and Integrate Artificial Intelligence to Become an Industry Ready AI Software Engineer

The Most Complete Career-Focused Program For Students

Training Module

Module 1 : Computer Fundamentals & Software Development Basics

  • Introduction to Computer
  • Hardware & Software Concepts
  • Types of Software
  • Programming Languages, Frameworks, Libraries & Tools
  • Software Architecture Fundamentals
  • MVC Architecture
  • Introduction to Programming Languages
  • High Level vs Low Level Languages
  • Compiler, Interpreter & Assembler
  • C, Java, Python & JavaScript Overview
  • Software Development Life Cycle (SDLC)
  • Agile & Scrum Fundamentals

Module 2 : Python Programming Language & Logic Building

  • Python Introduction & Industry Applications
  • Python Installation & Environment Setup
  • Variables & Data Types
  • Operators
  • Conditional Statements
  • Loops
  • Strings
  • Lists, Tuples, Sets & Dictionaries
  • Functions
  • Lambda Functions
  • Modules & Packages
  • File Handling
  • Exception Handling
  • OOP Concepts
  • Python Best Practices

Module 3 : Data Structure & Algorithms

  • Searching Algorithms
  • Sorting Algorithms
  • Arrays
  • Stacks
  • Queues
  • Linked Lists
  • Trees Basics
  • Time & Space Complexity
  • Problem Solving Techniques

Module 4 : Database Development

  • DBMS & RDBMS
  • Database Design
  • MySQL Installation
  • SQL Queries
  • CRUD Operations
  • Constraints
  • Joins
  • Subqueries
  • Stored Procedures Basics
  • Python MySQL Connectivity

Module 5 : Frontend Development

HTML5 

  • Document Structure
  • Elements & Attributes
  • Headings & Paragraphs
  • Lists & Links
  • Images & Tables
  • Forms & Input Fields
  • Semantic HTML5

CSS3

  • Selectors
  • Colors & Typography
  • Box Model
  • Flexbox
  • Grid Layout
  • Responsive Design
  • Media Queries

JavaScript

  • Variables & Data Types
  • Operators
  • Conditions
  • Loops
  • Functions
  • Arrays & Objects
  • DOM Manipulation
  • Event Handling
  • Form Validation
  • Fetch API
  • JSON

Module 6 : Version Control & Collaboration

  • Git Fundamentals
  • Repository Management
  • Commit
  • Push & Pull
  • Branching
  • Merge Conflicts
  • GitHub Collaboration
  • Open Source Workflow

Module 7 : Backend Development with Python

  • Django Introduction
  • Project Structure
  • URL Routing
  • Views
  • Templates
  • Models
  • ORM
  • Forms
  • Authentication
  • Sessions
  • Admin Panel
  • Middleware
  • Security Best Practices

Module 8 : REST API Development

  • API Fundamentals
  • HTTP Methods
  • JSON
  • Django REST Framework
  • CRUD APIs
  • JWT Authentication
  • API Security
  • Postman Testing
  • API Documentation

Module 9 : Python for Data Science

NumPy

  • Arrays
  • Indexing & Slicing
  • Mathematical Operations
  • Broadcasting

Pandas

  • Series & DataFrames
  • Data Import & Export
  • Data Cleaning
  • Missing Values
  • Filtering & Sorting
  • GroupBy Operations

Module 10 : Data Visualization

Matplotlib

  • Line Charts
  • Bar Charts
  • Scatter Plots
  • Histograms

Seaborn

  • Heatmaps
  • Distribution Plots
  • Pair Plots
  • Correlation Analysis

Module 11 : Mathematics for AI & ML

  • Linear Algebra
  • Vectors & Matrices
  • Matrix Operations
  • Eigenvalues & Eigenvectors
  • Statistics
  • Mean, Median, Mode
  • Variance & Standard Deviation
  • Correlation & Covariance
  • Probability Fundamentals
  • Conditional Probability
  • Bayes Theorem

Module 12 : Machine Learning

  • Machine Learning Fundamentals
  • ML Workflow
  • Data Preprocessing
  • Feature Engineering

Supervised Learning

  • Linear Regression
  • Logistic Regression
  • Decision Trees
  • Random Forest
  • Support Vector Machines

Unsupervised Learning

  • K-Means Clustering
  • Hierarchical Clustering
  • PCA

Model Evaluation

  • Accuracy
  • Precision
  • Recall
  • F1 Score
  • Cross Validation

Module 13 : Deep Learning

  • Neural Networks
  • Activation Functions
  • Forward Propagation
  • Backpropagation
  • TensorFlow
  • Keras
  • PyTorch
  • Model Training
  • Hyperparameter Tuning

Applications

  • Image Classification
  • Object Detection
  • Pattern Recognition

Module 14 : Natural Language Processing (NLP)

  • Text Processing
  • Tokenization
  • Stop Words
  • Stemming
  • Lemmatization
  • Text Cleaning
  • Bag of Words
  • TF-IDF
  • Sentiment Analysis
  • Text Classification
  • Chatbot Development

Module 15 : Generative AI & LLM Engineering

  • Introduction to Generative AI
  • Large Language Models (LLMs)
  • GPT Models
  • Gemini Models
  • Claude Models
  • Prompt Engineering
  • Chain of Thought Prompting
  • Prompt Optimization

AI Application Development

  • OpenAI APIs
  • Gemini APIs
  • AI Chat Applications
  • AI Automation

Advanced AI Engineering

  • LangChain
  • Vector Databases
  • Embeddings
  • RAG (Retrieval Augmented Generation)
  • AI Agents
  • Multi-Agent Systems
  • AI Workflows

Module 16 : AI Assisted Software Development

  • AI Coding Assistants
  • AI Code Generation
  • AI Debugging
  • AI Documentation
  • AI Productivity Tools
  • AI in Software Engineering Lifecycle

Module 17 : Model Deployment & MLOps

  • FastAPI
  • REST APIs for ML Models
  • Model Serialization
  • Docker Basics
  • Model Deployment
  • Cloud Deployment
  • Model Monitoring
  • MLOps Fundamentals

Module 18 : DevOps & Cloud Fundamentals

  • Linux Basics
  • Shell Commands
  • Hosting Concepts
  • Domain & DNS
  • Environment Variables
  • CI/CD Introduction
  • GitHub Actions
  • AWS Fundamentals
  • Application Deployment

Module 19 : Industry Standards & Software Engineering

  • Requirement Analysis
  • System Design Basics
  • Project Planning
  • Documentation
  • Clean Code Principles
  • Design Patterns Basics
  • Code Review Practices
  • Software Testing Fundamentals

Module 20 : Major Industry Projects

Full Stack Projects

  • Student Management System
  • E-Commerce Application
  • Learning Management System
  • Job Portal

AI & ML Projects

  • Prediction Model Development
  • Sentiment Analysis System
  • Recommendation Engine
  • Resume Screening System

Generative AI Projects

  • AI Chatbot Application
  • RAG-Based Knowledge Assistant
  • AI Interview Assistant

Final Industry Capstone Project

  • End-to-End Software + AI Product Development

Module 21 : Placement & Career Preparation

  • Resume Building
  • GitHub Portfolio Development
  • LinkedIn Profile Optimization
  • Aptitude Preparation
  • DSA Interview Questions
  • Python Interview Questions
  • SQL Interview Questions
  • Full Stack Interview Preparation
  • AI & ML Interview Preparation
  • Mock Interviews
  • HR Interview Preparation

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