Innovative Skills

Course Description

Join our Backend AI Development Bootcamp (Offline) to master Python, Django REST Framework, FastAPI, SQL, and real-world Machine Learning problem with NLP & Computer Vision—designed for aspiring backend engineers to build intelligent, production-ready APIs.

Environment Setup
Data Type
Variable & Constants
Data Types
Type Conversion
Input/Output Operations
Operators
Conditional Statements (if-else)
Loops (for. while)
Functions
Lambda Functions
List Comprehension
String Manipulation
List
Tuple
Dictionary
Set
Exception Handling
File Handling
Module & Package
Virtual Environment
pip & Dependency Management

Class & Object
Constructor (init)
Instance & Class Variables
Methods (Instance. Class. Static)
Encapsulation
Inheritance
Polymorphism
Abstraction
Magic Methods (__str__.__repr__)
Object-Oriented Design Practice

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

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

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)

Introduction to NLP
ETL in NLP
Traditional Machine Learning Algorithm for NLP
Deep Neural Network
Backpropagation
RNN
LSTM
Transformer
LLM Model Development
Fine Tuning
API Integration

Introduction to Computer Vision
Image Basics (Pixels. Channels. Color Spaces)
Image Processing with OpenCV
Image Resizing & Normalization
Filtering & Edge Detection
Data Augmentation
Convolutional Neural Networks (CNN)
Architecture of CNN (Conv. Pooling. Fully Connected)
Activation Functions
Image Classification with CNN
Transfer Learning (VGG. ResNet. MobileNet)
Custom Dataset Training
Evaluation Metrics (Accuracy. Confusion Matrix)
Object Detection Basics (YOLO. SSD)
Face Detection
Real-time Detection with OpenCV
Image Segmentation Concepts
Semantic Segmentation with U-Net
Mask R-CNN

Introduction 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 Projects

Build a Recommendation Engine
Build a AI Agent Chatbot
Build a Intelligent Vision Security System

Evaluation

Reviews through our website

Reviews through Social Media

Tasfiq Kamran

Aminul Mahi

Shaiful Islam

MD Asadullah Shibli

Obaydullah Hasib

Nirban Mitra Joy

Md Maniruzzaman Manir

Md Anower Hossain

Mehedi Azad

Alomghir Hossain

Video Feedback

Student - 1

Student - 2

Student - 3

Student - 4

Student - 5

Key Topics:

Python Programming Lanugage Database & SQL Django Rest Framework FAST API Machine Learning Model Development Generative AI Deployment

Prerequisite

- Good Computer Knowledge

Price

25000

Discount Price

15000

Duration

48 Classes (Weekly 2 Days) |Evening Batch: 6.00-9.00 | Day: Friday & Saturday

Available Seats

22

Class Type

Live

Access

Lifetime

Remaining

8 days

Enroll Now

Reviews

Rahmatullah Masum

(5.0) 1 year ago

Assalamu Alaikum. 'Machine Learning for NLP' and other courses offered by Innovative Skills BD are well organized and the instructors are very helpf... see more

Shaiful Islam

(5.0) 1 year ago

Embarking on a 4IR journey? Choose Innovative Skills. From Computer Vision, and NLP to other cutting-edge courses, their hands-on approach and expert... see more

Tasfiq Kamran

(5.0) 1 year ago

A very friendly teaching platform with up to date topics and industry experts. Learning here is a great experience.

Siraj Us Salekin

(5.0) 1 year ago

Innovative Skills BD provided an excellent foundation for my journey into Machine Learning and Deep Learning. The NLP course, led by the phenomenal... see more