Introduction

Introduction
03:05

Get The Most Out Of This Course
01:21

How To Get Help?
01:07
Getting Started

Software Installation
03:08

What is an API
03:48

What is REST API?
04:05

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Django REST Framework

Django Installation Start Project
07:07

Django Rest Framework Installation
01:42

Web Application Endpoint
08:29

Simple API Endpoint
07:24

Create Model
07:00

Manual Serialization
07:36

Serializers
02:37

Function Based View Get Method
11:05

Storing Data Using Serializers
05:55

Get A Single Object Primary Key Based Operation
07:16

Update Operation On Student
04:58

Delete Operation
03:11
Class Based Views

Class Based Views Introduction
01:55

Employee Model
04:41

Employee Serializer
01:31

Class Based View Get All Employees
07:12

Class Based Creating Employee
04:09

Getting Single Object
07:16

Update And Delete Employee
06:44
Mixins

Mixins Overview
04:21

List And Create Model Mixins
06:02

Retrieve Update Destroy Mixins
05:37
Generics

Generics Overview
04:01

ListCreateAPIView
06:03

RetrieveUpdateDestroyAPIView
03:52
Viewsets

Viewsets Introduction
01:52

List And Create Data Using Viewsets
09:01

Retrieving Single Object
03:30

ModelViewsets
04:13
Nested Serializers

Nested Serializers Introduction
02:24

Blog And Comment Model
04:43

Creating Serializers
02:42

Nested Serializers Implementation
09:51

Primary Key Based Operations On Blog Comment
06:05
DRF Pagination, Filtering, Search and Ordering

Pagination Overview
04:54

Global Pagination
07:28

Custom Pagination
07:43

Filtering
07:25

Custom Filter Employee By Designation
05:31

Custom Filter Employees By Name And ID
07:07

Advanced Filtering
07:24

Search Filters
07:33

Ordering Filter
04:06

Wrapping Up DRF
01:10
React.js Installation & Introduction

React Js Introduction
00:51

Components And Virtual Dom
02:47

Pre-requisite For React
00:34

Install Node.js
03:37

Create React App Using NPX
04:58

Create React Project With Vite
04:48

Directory Structure
14:05

Edit Default React App
03:29

Deleting Default React App
05:33
React.js Fundamentals

Components
08:01

Fragment
03:13

JSX
10:01

Props
06:42

Events
06:52

Lifting State Up
08:33

State
07:03

useState Hook With Objects
06:00

Counter App
05:42

useEffect Hook
12:05

Cleanup Functions in useEffect
03:03

useMemo Hook
17:34

Prop Drilling
07:39

Context API
15:55

useContext Hook
04:37

useRef Hook
16:49

Custom Hooks
08:44

Conditional Rendering
05:50

Map Function
05:43

Inline CSS in React
07:40

Internal And External CSS in React
07:15

Loading Images
04:01

Forms Part 1
08:46

Forms Part 2
07:37

Wrapping Up React Basics
01:17
Introduction to Stock Prediction Portal

Introduction & Backend Django Setup
06:56

Frontend React Setup
04:59

Clearing Default Code From React
03:16

Store Secret Info
06:18

Git Setup
06:08
Implementing React Components

Bootstrap CDN
06:43

Component Setup
04:34

Header Design
03:47

Main Component Design
08:36

Footer Component
03:15

Button Component
08:01

Git Push
01:00
Setting Up Django REST Framework & Serializers

Migrate And Create Superuser
02:48

Install Django REST Framework
02:42

User Serializer
10:10

Register View
03:02

API RUL Setup And Test
07:58

Git Push
00:51
Registration Design & Functionality

Creating Routes In React Stop At 13 43
10:24

Using Link Component To Navigate
06:29

Design Register Page
07:21

Registration Part 1
09:43

Registration Using Axios
09:48

Adding CORS Header
05:38

Error Handling
08:16

Clear Errors And Show Success Message
04:01

Loading Button With FontAwesome Icon
08:29

Git Push
00:46
Login Functionality with JWT Tokens

Simple JWT Implementation
07:38

Login API Request
11:24

Login With Error Handling
07:59

Authcontext
13:59

Logout Functionality And Git Push
05:00
Authentication Functionalities - Frontend & Backend

Access Token And Refresh Token Workflow
03:49

Creating A Protected View
09:24

Dashboard Component
03:45

Accessing Protected Endpoint From React
08:03

Axios Interceptors
03:40

AxiosInstance
08:10

Using Request Interceptor
12:45

Using Response Interceptor
15:38

Private Route
07:47

Public Route
04:03

Note About Next Section And Push To Github
01:35
Understanding Problem Statement - Machine Learning

Overview And What To Expect
03:19

What Is Machine Learning
01:22

Supervised Learning
01:28

Unsupervised Learning
01:58

Reinforcement Learning
02:58

Machine Learning Landscape
01:58

Classification
01:52

Regression
01:51

Understanding The Problem Statement
02:13
Understanding Problem Statement - Why Neural Network?

Introduction To Neural Network
05:14

Types Of Neural Networks
03:30

Recurrent Neural Network And LSTM
05:47
Setting Up The Stage for Machine Learning Project

Anaconda Miniconda Overview
01:28

Installing Miniconda On Windows
05:15

Installing Miniconda On Mac
04:43

Installing Jupyter Notebook
05:21
Pandas - For Data Analysis & Manipulation

Reading Csv Using Pandas
06:55

DataFrame And Series
04:16

Pandas Data Manipulation Part 1
17:26

Pandas Data Manipulation Part 2
08:44
Numpy - For Numerical Computation

Numpy 1d 2d 3d Arrays
12:47

Access And Read Numpy Arrays
07:54

Updating Arrays
10:27

Appending & Inserting
04:50

Save Load And Delete Arrays
02:59
Matplotlib - For Data Visualization

Matplotlib Line And Bar Charts
10:18

Histogram And Scatter Plot
09:43

Subplots And Legends
11:42

Plots Using Pandas DataFrame
05:49
Machine Learning Model Building, Training & Prediction


Important Disclaimer: Understanding Our Prediction Approach

 


Stock Prediction Overview
03:20

Data Collection
06:17

Data Exploration And Visualization
05:09

Feature Engineering
13:59

Data Preprocessing
11:33

Sequence Creation
07:12

Building Machine Learning Model
08:20

Model Training
03:26

Preparing Test Data
07:20

Making Prediction
08:04

Model Evaluation
05:26

Git Push
01:09
Implementing API Endpoint with Machine Learning Model

Accepting Stock Ticker From React
06:05

Creating Serializer View And URL
05:55

Handling Form Submission
04:44

Fetching Data From Yfinance
09:29

Handling Error And Loading Spinner
06:15

Generating Plot With AGG Backends
10:57

Showing Plot In React
08:38

Displaying 100 Days Moving Average Plot
10:05

Displaying 200 Days Moving Average Plot
04:21

Making Prediction
10:45

Displaying Final Prediction
04:31

Model Evaluation
05:42

Git Push
00:50

Submit Your Project for Review & Get Pre-Experience Letter
00:54
Thank You & Outro

Thank You & Outro
00:34

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