Innovative Skills

Course Description

Innovative Skills BD offers a comprehensive course AI based web development with Django covering Python basics, Software Development Life Cycle (SDLC), SQL, Django, Django Rest Framework (DRF), and FastAPI, along with practical projects. Additionally, Innovative Skills BD provides instruction on integrating an Artificial Intelligence (AI) module into a web application. The course, titled 'AI Based Web Development with Python,' equips participants with essential skills in Python programming, software development processes, SQL-based database management, building web applications with Django and FastAPI, and incorporating AI capabilities into projects.

KEY MODULES

Core Concept and Implementation of Ajax
Requirement Analysis
Database Design & SQL
Introduction to Framework
Django Installation and Create a Deault Project
MVT Design Pattern in Django
Template in Django
Class & Function Based View in Django
Model in Django
Django ORM
CRUD Operation in Django
Search by input, checkbox and select box in Django
Joining Model in Django
Authentication in Django
Role Management in DJango
Role Permission in DJango
Integrate Ajax operation with Django
File and Image Handling in Django
Memory management Pipeline
Django Rest Framework
Types of API with their Request
Serialization in DRF
ViewSets and Routers
Authentication and Permission
Decorators
Validators
Caching
Throtling
Exceptions
Versioning
Status Code
FAST API INTROUDCTION
Automatic Validation
Automatic Serialization
Dependency Injection
Asynchronous Support
WebSocket
Authentication and Authorization
Integration of AI Module with Development
3 well-organized project

Milestone 1 (Database Management System & SQL)

Introduction to DBMS
Relational Database Concepts
Primary Key & Foreign Key
Normalization
ER Diagram
SQL Basics
CREATE TABLE(INSERT. SELECT. UPDATE. DELETE. WHERE Clause. ORDER BY. GROUP BY. HAVING.JOINS (INNER. LEFT. RIGHT. FULL))
Subqueries
Indexes
Views
Transactions
ACID Properties
Constraints
PostgreSQL Setup
Connecting Database with Python

Milestone 2 (Django with REST API)

Introduction to Django
Project & App Structure
URL Routing
Views
Templates
Models
Migrations
Admin Panel
Static & Media Files
Form Handling
User Authentication
Class-Based Views
Custom User Model
Django Signals
Introduction to DRF
Serializer
ModelSerializer
APIView
GenericAPIView
ViewSet
Router
Request & Response
CRUD Operations
Authentication & Permissions
JWT Authentication
Pagination
Filtering & Searching
Throttling
Versioning
Caching
File Upload API
Nested Serializer
DRF with PostgreSQL
API Testing with Postman & Swagger

Milestone 3 (FAST API)

Introduction to FastAPI
Installation & Project Structure
Path Parameters & Query Parameters
Request Body & Pydantic Models
Data Validation
CRUD Operations
Dependency Injection
Response Models
Handling Errors & Exceptions
Authentication & Authorization
JWT Token Implementation
FastAPI with PostgreSQL
Async & Await Basics
Using SQLAlchemy with FastAPI
File Upload & Download
Background Tasks
Middleware
FastAPI with Frontend (CORS)
Testing with Pytest
Automatic Docs (Swagger & ReDoc)

Milestone 4 (AI Integration)

How to Integrate 3rd Party AI Based API

Milestone 5 (Projects)

Customer Relationship Management Project
Exam Management System

Milestone 6 (AI + Backend + Deployment)

Exam – WritteIntroduction to Model Deployment
Saving & Loading Models (Pickle/Joblib)
Model Inference Script
Creating REST API with FastAPI/DRF
Docker Basics for AI Projects
Dockerizing ML/DL Applications
Creating Dockerfile & .dockerignore
Testing Locally with Docker
Introduction to Cloud Deployment
Environment Setup on EC2
Serving Models with Gunicorn & Nginx
Setting up HTTPS with SSL
Postman & Swagger for API Testing
Model Versioning
Monitoring & Logging
CI/CD Basics for AI Projectsn
Exam – Viva

Salman Md Sultan

Education

M.Sc. in Information and Communication Engineering, Chosun University, Gwangju, South Korea. CGPA: 4.25 out of 4.50, passing year: 2021., CGPA: 4.25 out of 4.50,
B.Sc. in Computer Science and Engineering, University of Asia Pacific, Dhaka, Bangladesh. CGPA: 3.75 out of 4.00, passing year: 2017., CGPA: 3.75 out of 4.00,
Higher Secondary Certificate (HSC): Science, Government Laboratory High School, Dhaka. GPA: 4.40 out of 5, passing year: 2013., GPA: 4.40 out of 5,
Secondary School Certificate (SSC): Science, Government Laboratory High School, Dhaka. GPA: 4.69 out of 5, passing year: 2011., GPA: 4.69 out of 5,

IT Industrial Experience (6 Years)

No.	Institution	Designation	Duration
1	Innovative Skills Ltd.	Chief Executive Officer (CEO)	2023-Continue
2	Gachon University	External AI Researcher	01/05/2023-Continue
3	European IT	Team Leader (R&D)	01/02/22-30/04/2023
4	TISCON	Python Developer	01/10/21-31/01/22
5	Chosun University	AI Research Programmer	03/09/19-31/08/21
6	Robi Axiata Limited	Report Analyst	10/04/18-30/09/18

Project/Research

2022-2023: Development of Collective Collaboration Intelligence Framework for Internet of Autonomous Things, South Korea. [RSSI, Localization, Data Analysis, Supervised Learning]
2023 [Running]: Geobag Counting using Deep Learning. [Yolov3, Django, MySQL, Bootstrap], jQuery]
2022-2023: Employee Attendance System using Computer Vision [OpenCV, Yolov3, Django, Firebase]
2021-2022: Intelligent platform for Indoor Spatial Data Infrastructure Based on Crowd-sourcing Behavior, South Korea. [RSSI, Localization, Data Analysis, Supervised Learning]
2020-2022: Smart city urban infrastructure air quality real-time monitoring and prediction platform technology development, South Korea. [Tensorflow, Deep Reinforcement Learning, LSTM, Drone Navigation, AQI Data Analysis]
2021: Employee Attendance System using Computer Vision [Dlib, Face_recognition API]
2021: Exam Proctoring System using Computer Vision [Dlib, Face_recognition, Yolov3]
2019-2021: Development of Autonomous Collaborative Swarm Intelligence Technologies, South Korea. [Tensorflow, Google Dev. Board, Deep Reinforcement Learning, LSTM, Dense, IoT]