Course Introduction

Introduction

Write Dockerfile for FastAPI

Docker Introduction Part 3

Inspect Docker Image

Basic Docker Command

Docker Introduction Part 2

Docker Introduction Part 1

Pushing Docker Image to Docker Hub

Pulling Docker Image from Docker Hub

Run FastAPI inside Docker

Your First Dockerfile

Streamlit Basics Part 5

Streamlit Basics Part 3

Streamlit Basics Part 6

Streamlit Basics Part 2

Streamlit Basics Part 1

Streamlit App with ML Model Part 1

Streamlit Basics Part 4

Streamlit App with ML Model Part 2

Deploying ML App at Streamlit Server

Streamlit Application Walkthrough

Upload Streamlit App on GitHub for Pipeline

AWS Boto3 - Upload File to S3 with Python

AWS Boto3 - Create S3 Bucket with Python

AWS Boto3 - Upload All Files in Dir to S3 using Python

AWS Boto3 - Delete All Files in an S3 Bucket

AWS Boto3 - List S3 Objects or Files in the Bucket

AWS Boto3 - Download S3 File to Local System

AWS Boto3 - Download Full S3 Dir to Local

Pydantic Data Class Introduction

Building Sentiment, Disaster and Human Pose Classifier APIs

Building Data Classes for ML Models

API Load Testing

Doing Data Validation and Modelling for Image Classifier

Serving ML Models Through API in Streamlit Application Part 2

Running and Testing Your Application with Data Validation

Load All ML Models

Serving ML Models Through API in Streamlit Application Part 3

Integrating S3 with API for CI-CD

Deploying ML Model in Production with FastAPI Part 2

Deploying ML Model in Production with FastAPI Part 1

Doing Data Validation and Modelling for Output

Get Presigned Image URL from S3

Serving ML Models Through API in Streamlit Application Part 1

Serving All ML Models Over the API

Deploying ML Model in Production with FastAPI Part 3

Introduction to Deploy ML Model with AWS ECR ECS and Serverless Fargate

MUST WATCH Minor Code Modification for AWS Serverless Deployment

How ECR, Task Definition, Service and Cluster Works Together

Building and Pushing Docker Image on AWS ECR

Exploring AWS ECS Services

Resource Cleanup. Thank You

How to Create Task Definition for ECS Service

Simulating Real-time Users to Do Load Testing on ML API

Launch ECS Service on Fargate for Serverless ML Model API

ML Service is Launched at AWS Fargate

Build Model Evaluation Function

Model Save and Load for Inference

Push Model to AWS S3 Part 2

Getting Started with Sentiment Classification

Data Tokenization

Model Building and Training

Load Data with Hugging Face Datasets Library

Push Model to AWS S3 Part 1

Why to Use NGINX in Production

Run ML REST API with NGINX Server

Scaling with NGINX Part 1

Use Docker-Compose to Run Docker

Scaling Your Application to N-Instances

Scaling with NGINX Part 2

Design ML REST API Services with NGINX Server

Human Pose Dataset Preparation

Getting Started with Image Classification

Vision Transformer (ViT) Fine Tuning

Image Preprocessing Part 2

ViT Model Building

Model Prediction on Test Dataset

Image Preprocessing Part 1

Human Pose Prediction on Real Images

Classification Report and Confusion Matrix

Push Model to AWS S3

Introduction to ML Model Serving over REST API

API Requests Type

Working with GET Requests

Working with POST Requests

API Response Types

What is FastAPI

How to Inspect Browser for API Requests and Response

Call POST API Through CURL and Python

Explore GET Requests with Postman

Build Your First FastAPI Application

Explore POST Requests with Postman

Exploring FastAPI Interactive API Docs

Call GET API Through CURL and Python

Send POST Data as Data Payload

Automating Security Group Configuration

Automating AWS EC2 Instance Creation with Boto3

Terminate Instance

Connect with SSH to Your Server

Fasted and Shortest Way to Create Server During POC

Connect VS Code with the Server

Create Instance with Automated Script

Automating Server Start and Stop

Create S3 Full Access and Attach to EC2 Server

Connect GitHub with the Server

Run Streamlit on AWS Server

Run Streamlit Application Automatically and Server Start Up

Attach Permanent Fixed IP with EC2 Server

AWS Boto3 - Configure Custom Security Group Using Python

AWS Boto3 - Launch EC2 with Python Part 1

AWS Boto3 - SSH Key Pair Setup

AWS Boto3 - Launch EC2 with Python Part 2

AWS Credentials Setup with AWS CLI for Boto3

AWS Boto3 - Exploring Security Groups using AWS Console

AWS Boto3 - Check EC2 Instance Status

AWS Boto3 - Create Custom Security Group with Python

AWS Boto 3 - Attach and Detach Security Groups to EC2 with Python

AWS Boto3 - Start, Stop and Terminate EC2 Instance with Python

Getting Started with AWS

AWS Cost Calculator

Create S3 Bucket

Exploring EC2 Dashboard

Creating EC2 Windows Server Part 1

Creating EC2 Windows Server Part 2

Create EC2 Ubuntu Machine

Run API Services Inside Docker at EC2 Part 1

Package ML App as an Docker Image Part 3

Run API Services Inside Docker at EC2 Part 2

Load Testing of Model Deployed in the Production with Docker

Package ML App as an Docker Image Part 1

Package ML App as an Docker Image Part 2

ML Model Bias and Security

What is Machine Learning Pipeline

Type of ML Model Deployment

Challenges in ML Model Deployment

AB Testing for ML Model

ML Infrastructure and Integration Tools

Benefits of ML Pipeline

Data and Model Management

Load Data with Hugging Face Datasets Library

Tweets Tokenization

Loading Disaster Tweets

Getting Started with Disaster Tweets Classification

Push Model to AWS S3